id sid tid token lemma pos crl-16603 1 1 304 304 NUM crl-16603 1 2 learning learn VERB crl-16603 1 3 analytics analytic NOUN crl-16603 1 4 and and CCONJ crl-16603 1 5 the the DET crl-16603 1 6 academic academic ADJ crl-16603 1 7 library library NOUN crl-16603 1 8 : : PUNCT crl-16603 1 9 professional professional ADJ crl-16603 1 10 ethics ethic NOUN crl-16603 1 11 commitments commitment NOUN crl-16603 1 12 at at ADP crl-16603 1 13 a a DET crl-16603 1 14 crossroads crossroad NOUN crl-16603 1 15 kyle kyle PROPN crl-16603 1 16 m.l m.l PROPN crl-16603 1 17 . . PROPN crl-16603 1 18 jones jones PROPN crl-16603 1 19 and and CCONJ crl-16603 1 20 dorothea dorothea PROPN crl-16603 1 21 salo salo NOUN crl-16603 1 22 * * NOUN crl-16603 1 23 in in ADP crl-16603 1 24 this this DET crl-16603 1 25 paper paper NOUN crl-16603 1 26 , , PUNCT crl-16603 1 27 the the DET crl-16603 1 28 authors author NOUN crl-16603 1 29 address address VERB crl-16603 1 30 learning learn VERB crl-16603 1 31 analytics analytic NOUN crl-16603 1 32 and and CCONJ crl-16603 1 33 the the DET crl-16603 1 34 ways way NOUN crl-16603 1 35 academic academic ADJ crl-16603 1 36 libraries library NOUN crl-16603 1 37 are be AUX crl-16603 1 38 beginning begin VERB crl-16603 1 39 to to PART crl-16603 1 40 participate participate VERB crl-16603 1 41 in in ADP crl-16603 1 42 wider wide ADJ crl-16603 1 43 institutional institutional ADJ crl-16603 1 44 learning learn VERB crl-16603 1 45 analytics analytic NOUN crl-16603 1 46 initiatives initiative NOUN crl-16603 1 47 . . PUNCT crl-16603 2 1 since since SCONJ crl-16603 2 2 there there PRON crl-16603 2 3 are be VERB crl-16603 2 4 moral moral ADJ crl-16603 2 5 issues issue NOUN crl-16603 2 6 associated associate VERB crl-16603 2 7 with with ADP crl-16603 2 8 learning learn VERB crl-16603 2 9 analytics analytic NOUN crl-16603 2 10 , , PUNCT crl-16603 2 11 the the DET crl-16603 2 12 authors author NOUN crl-16603 2 13 consider consider VERB crl-16603 2 14 how how SCONJ crl-16603 2 15 data data NOUN crl-16603 2 16 mining mining NOUN crl-16603 2 17 practices practice NOUN crl-16603 2 18 run run VERB crl-16603 2 19 counter counter ADV crl-16603 2 20 to to ADP crl-16603 2 21 ethical ethical ADJ crl-16603 2 22 principles principle NOUN crl-16603 2 23 in in ADP crl-16603 2 24 the the DET crl-16603 2 25 american american PROPN crl-16603 2 26 library library PROPN crl-16603 2 27 association association PROPN crl-16603 2 28 ’s ’s PART crl-16603 2 29 “ " PUNCT crl-16603 2 30 code code NOUN crl-16603 2 31 of of ADP crl-16603 2 32 ethics ethic NOUN crl-16603 2 33 . . PUNCT crl-16603 2 34 ” " PUNCT crl-16603 3 1 specifically specifically ADV crl-16603 3 2 , , PUNCT crl-16603 3 3 the the DET crl-16603 3 4 authors author NOUN crl-16603 3 5 address address VERB crl-16603 3 6 how how SCONJ crl-16603 3 7 learning learn VERB crl-16603 3 8 analytics analytic NOUN crl-16603 3 9 implicates implicate VERB crl-16603 3 10 professional professional ADJ crl-16603 3 11 commitments commitment NOUN crl-16603 3 12 to to PART crl-16603 3 13 promote promote VERB crl-16603 3 14 intellectual intellectual ADJ crl-16603 3 15 freedom freedom NOUN crl-16603 3 16 ; ; PUNCT crl-16603 3 17 protect protect VERB crl-16603 3 18 patron patron NOUN crl-16603 3 19 privacy privacy NOUN crl-16603 3 20 and and CCONJ crl-16603 3 21 confidentiality confidentiality NOUN crl-16603 3 22 ; ; PUNCT crl-16603 3 23 and and CCONJ crl-16603 3 24 balance balance VERB crl-16603 3 25 intellectual intellectual ADJ crl-16603 3 26 property property NOUN crl-16603 3 27 interests interest NOUN crl-16603 3 28 between between ADP crl-16603 3 29 library library NOUN crl-16603 3 30 users user NOUN crl-16603 3 31 , , PUNCT crl-16603 3 32 their their PRON crl-16603 3 33 institution institution NOUN crl-16603 3 34 , , PUNCT crl-16603 3 35 and and CCONJ crl-16603 3 36 content content NOUN crl-16603 3 37 creators creator NOUN crl-16603 3 38 and and CCONJ crl-16603 3 39 vendors vendor NOUN crl-16603 3 40 . . PUNCT crl-16603 4 1 the the DET crl-16603 4 2 authors author NOUN crl-16603 4 3 recommend recommend VERB crl-16603 4 4 that that SCONJ crl-16603 4 5 librarians librarian NOUN crl-16603 4 6 should should AUX crl-16603 4 7 embed embed VERB crl-16603 4 8 their their PRON crl-16603 4 9 ethical ethical ADJ crl-16603 4 10 positions position NOUN crl-16603 4 11 in in ADP crl-16603 4 12 technological technological ADJ crl-16603 4 13 designs design NOUN crl-16603 4 14 , , PUNCT crl-16603 4 15 practices practice NOUN crl-16603 4 16 , , PUNCT crl-16603 4 17 and and CCONJ crl-16603 4 18 governance governance NOUN crl-16603 4 19 mechanisms mechanism NOUN crl-16603 4 20 . . PUNCT crl-16603 5 1 “ " PUNCT crl-16603 5 2 we we PRON crl-16603 5 3 can can AUX crl-16603 5 4 not not PART crl-16603 5 5 allow allow VERB crl-16603 5 6 our our PRON crl-16603 5 7 ethical ethical ADJ crl-16603 5 8 principles principle NOUN crl-16603 5 9 to to PART crl-16603 5 10 stand stand VERB crl-16603 5 11 as as ADP crl-16603 5 12 mere mere ADJ crl-16603 5 13 monoliths monolith NOUN crl-16603 5 14 … … PUNCT crl-16603 5 15 . . PUNCT crl-16603 6 1 that that SCONJ crl-16603 6 2 our our PRON crl-16603 6 3 values value NOUN crl-16603 6 4 pose pose VERB crl-16603 6 5 ethical ethical ADJ crl-16603 6 6 dilemmas dilemma NOUN crl-16603 6 7 for for ADP crl-16603 6 8 us we PRON crl-16603 6 9 in in ADP crl-16603 6 10 practice practice NOUN crl-16603 6 11 is be AUX crl-16603 6 12 a a DET crl-16603 6 13 good good ADJ crl-16603 6 14 thing thing NOUN crl-16603 6 15 and and CCONJ crl-16603 6 16 should should AUX crl-16603 6 17 be be AUX crl-16603 6 18 welcomed welcome VERB crl-16603 6 19 by by ADP crl-16603 6 20 us we PRON crl-16603 6 21 : : PUNCT crl-16603 6 22 from from ADP crl-16603 6 23 debating debate VERB crl-16603 6 24 such such ADJ crl-16603 6 25 dilemmas dilemma NOUN crl-16603 6 26 comes come VERB crl-16603 6 27 strength strength NOUN crl-16603 6 28 of of ADP crl-16603 6 29 mission mission NOUN crl-16603 6 30 . . PUNCT crl-16603 6 31 ” " PUNCT crl-16603 6 32 — — PUNCT crl-16603 6 33 david david PROPN crl-16603 6 34 mcmenemy1 mcmenemy1 VERB crl-16603 6 35 introduction introduction NOUN crl-16603 6 36 higher high ADJ crl-16603 6 37 education education NOUN crl-16603 6 38 institutions institution NOUN crl-16603 6 39 ( ( PUNCT crl-16603 6 40 heis heis PROPN crl-16603 6 41 ) ) PUNCT crl-16603 6 42 are be AUX crl-16603 6 43 aggregating aggregate VERB crl-16603 6 44 and and CCONJ crl-16603 6 45 analyzing analyze VERB crl-16603 6 46 student student NOUN crl-16603 6 47 data datum NOUN crl-16603 6 48 , , PUNCT crl-16603 6 49 information information NOUN crl-16603 6 50 , , PUNCT crl-16603 6 51 and and CCONJ crl-16603 6 52 the the DET crl-16603 6 53 digital digital ADJ crl-16603 6 54 trails trail NOUN crl-16603 6 55 they they PRON crl-16603 6 56 leave leave VERB crl-16603 6 57 in in ADP crl-16603 6 58 information information NOUN crl-16603 6 59 systems system NOUN crl-16603 6 60 to to PART crl-16603 6 61 better well ADV crl-16603 6 62 understand understand VERB crl-16603 6 63 student student NOUN crl-16603 6 64 behaviors behavior NOUN crl-16603 6 65 . . PUNCT crl-16603 7 1 among among ADP crl-16603 7 2 other other ADJ crl-16603 7 3 things thing NOUN crl-16603 7 4 , , PUNCT crl-16603 7 5 these these DET crl-16603 7 6 data data NOUN crl-16603 7 7 - - PUNCT crl-16603 7 8 driven drive VERB crl-16603 7 9 insights insight NOUN crl-16603 7 10 hold hold VERB crl-16603 7 11 the the DET crl-16603 7 12 potential potential NOUN crl-16603 7 13 to to PART crl-16603 7 14 cast cast VERB crl-16603 7 15 light light NOUN crl-16603 7 16 into into ADP crl-16603 7 17 the the DET crl-16603 7 18 black black ADJ crl-16603 7 19 box box NOUN crl-16603 7 20 of of ADP crl-16603 7 21 learning learning NOUN crl-16603 7 22 and and CCONJ crl-16603 7 23 student student NOUN crl-16603 7 24 life life NOUN crl-16603 7 25 . . PUNCT crl-16603 8 1 the the DET crl-16603 8 2 primary primary ADJ crl-16603 8 3 aim aim NOUN crl-16603 8 4 is be AUX crl-16603 8 5 to to PART crl-16603 8 6 use use VERB crl-16603 8 7 data data NOUN crl-16603 8 8 analytics analytic NOUN crl-16603 8 9 to to PART crl-16603 8 10 help help VERB crl-16603 8 11 heis heis PROPN crl-16603 8 12 address address VERB crl-16603 8 13 urgent urgent ADJ crl-16603 8 14 concerns concern NOUN crl-16603 8 15 related relate VERB crl-16603 8 16 to to ADP crl-16603 8 17 low low ADJ crl-16603 8 18 retention retention NOUN crl-16603 8 19 rates rate NOUN crl-16603 8 20 and and CCONJ crl-16603 8 21 extended extended ADJ crl-16603 8 22 time time NOUN crl-16603 8 23 - - PUNCT crl-16603 8 24 to to ADP crl-16603 8 25 - - PUNCT crl-16603 8 26 degree degree NOUN crl-16603 8 27 measures measure NOUN crl-16603 8 28 , , PUNCT crl-16603 8 29 which which PRON crl-16603 8 30 can can AUX crl-16603 8 31 then then ADV crl-16603 8 32 improve improve VERB crl-16603 8 33 on on ADP crl-16603 8 34 the the DET crl-16603 8 35 efficiency efficiency NOUN crl-16603 8 36 and and CCONJ crl-16603 8 37 effectiveness effectiveness NOUN crl-16603 8 38 of of ADP crl-16603 8 39 institutional institutional ADJ crl-16603 8 40 practices practice NOUN crl-16603 8 41 . . PUNCT crl-16603 9 1 educational educational ADJ crl-16603 9 2 data datum NOUN crl-16603 9 3 mining mining NOUN crl-16603 9 4 employs employ VERB crl-16603 9 5 big big ADJ crl-16603 9 6 data datum NOUN crl-16603 9 7 methods method NOUN crl-16603 9 8 ; ; PUNCT crl-16603 9 9 in in ADP crl-16603 9 10 doing do VERB crl-16603 9 11 so so ADV crl-16603 9 12 , , PUNCT crl-16603 9 13 it it PRON crl-16603 9 14 also also ADV crl-16603 9 15 elicits elicit VERB crl-16603 9 16 big big ADJ crl-16603 9 17 data datum NOUN crl-16603 9 18 ’s ’s PART crl-16603 9 19 band band NOUN crl-16603 9 20 of of ADP crl-16603 9 21 problems problem NOUN crl-16603 9 22 . . PUNCT crl-16603 10 1 big big ADJ crl-16603 10 2 data datum NOUN crl-16603 10 3 uncovers uncover NOUN crl-16603 10 4 personally personally ADV crl-16603 10 5 identifiable identifiable ADJ crl-16603 10 6 information information NOUN crl-16603 10 7 and and CCONJ crl-16603 10 8 flows flow VERB crl-16603 10 9 that that DET crl-16603 10 10 information information NOUN crl-16603 10 11 to to ADP crl-16603 10 12 a a DET crl-16603 10 13 variety variety NOUN crl-16603 10 14 of of ADP crl-16603 10 15 different different ADJ crl-16603 10 16 actors actor NOUN crl-16603 10 17 . . PUNCT crl-16603 11 1 but but CCONJ crl-16603 11 2 it it PRON crl-16603 11 3 is be AUX crl-16603 11 4 problematic problematic ADJ crl-16603 11 5 that that SCONJ crl-16603 11 6 these these DET crl-16603 11 7 new new ADJ crl-16603 11 8 flows flow NOUN crl-16603 11 9 are be AUX crl-16603 11 10 opaque opaque ADJ crl-16603 11 11 to to ADP crl-16603 11 12 the the DET crl-16603 11 13 individuals individual NOUN crl-16603 11 14 they they PRON crl-16603 11 15 represent represent VERB crl-16603 11 16 , , PUNCT crl-16603 11 17 yet yet CCONJ crl-16603 11 18 they they PRON crl-16603 11 19 hold hold VERB crl-16603 11 20 significant significant ADJ crl-16603 11 21 influ influ ADJ crl-16603 11 22     SPACE crl-16603 11 23 kyle kyle NOUN crl-16603 11 24 m.l m.l PROPN crl-16603 11 25 . . PROPN crl-16603 11 26 jones jones PROPN crl-16603 11 27 is be AUX crl-16603 11 28 an an DET crl-16603 11 29 assistant assistant ADJ crl-16603 11 30 professor professor NOUN crl-16603 11 31 in in ADP crl-16603 11 32 the the DET crl-16603 11 33 school school NOUN crl-16603 11 34 of of ADP crl-16603 11 35 informatics informatic NOUN crl-16603 11 36 and and CCONJ crl-16603 11 37 computing computing NOUN crl-16603 11 38 , , PUNCT crl-16603 11 39 department department NOUN crl-16603 11 40 of of ADP crl-16603 11 41 library library PROPN crl-16603 11 42 and and CCONJ crl-16603 11 43 information information NOUN crl-16603 11 44 science science NOUN crl-16603 11 45 at at ADP crl-16603 11 46 indiana indiana PROPN crl-16603 11 47 university university PROPN crl-16603 11 48 – – PUNCT crl-16603 11 49 indianapolis indianapolis PROPN crl-16603 11 50 ( ( PUNCT crl-16603 11 51 iupui iupui PROPN crl-16603 11 52 ) ) PUNCT crl-16603 11 53 ; ; PUNCT crl-16603 12 1 e e X crl-16603 12 2 - - NOUN crl-16603 12 3 mail mail NOUN crl-16603 12 4 : : PUNCT crl-16603 12 5 kmlj@iupui.edu kmlj@iupui.edu PROPN crl-16603 12 6 . . PUNCT crl-16603 13 1 dorothea dorothea PROPN crl-16603 13 2 salo salo NOUN crl-16603 13 3 is be AUX crl-16603 13 4 a a DET crl-16603 13 5 faculty faculty NOUN crl-16603 13 6 associate associate NOUN crl-16603 13 7 in in ADP crl-16603 13 8 the the DET crl-16603 13 9 information information NOUN crl-16603 13 10 school school NOUN crl-16603 13 11 , , PUNCT crl-16603 13 12 university university NOUN crl-16603 13 13 of of ADP crl-16603 13 14 wisconsin wisconsin PROPN crl-16603 13 15 - - PUNCT crl-16603 13 16 madison madison PROPN crl-16603 13 17 ; ; PUNCT crl-16603 13 18 e e X crl-16603 13 19 - - NOUN crl-16603 13 20 mail mail NOUN crl-16603 13 21 : : PUNCT crl-16603 13 22 salo@wisc.edu salo@wisc.edu PROPN crl-16603 13 23 . . PUNCT crl-16603 14 1 © © ADJ crl-16603 14 2 2018 2018 NUM crl-16603 14 3 kyle kyle NOUN crl-16603 14 4 m.l m.l PROPN crl-16603 14 5 . . PROPN crl-16603 14 6 jones jones PROPN crl-16603 14 7 and and CCONJ crl-16603 14 8 dorothea dorothea PROPN crl-16603 14 9 salo salo NOUN crl-16603 14 10 , , PUNCT crl-16603 14 11 attribution attribution NOUN crl-16603 14 12 - - PUNCT crl-16603 14 13 noncommercial noncommercial ADJ crl-16603 14 14 ( ( PUNCT crl-16603 14 15 http://creativecommons.org/licenses/by-nc/4.0/ http://creativecommons.org/licenses/by-nc/4.0/ NOUN crl-16603 14 16 ) ) PUNCT crl-16603 14 17 cc cc VERB crl-16603 14 18 by by ADP crl-16603 14 19 - - PUNCT crl-16603 14 20 nc nc PROPN crl-16603 14 21 . . PUNCT crl-16603 14 22 doi:10.5860 doi:10.5860 PROPN crl-16603 14 23 / / SYM crl-16603 14 24 crl.79.3.304 crl.79.3.304 PROPN crl-16603 14 25 mailto:kmlj@iupui.edu mailto:kmlj@iupui.edu PROPN crl-16603 14 26 mailto:salo@wisc.edu mailto:salo@wisc.edu PROPN crl-16603 15 1 http://creativecommons.org/licenses/by-nc/4.0/ http://creativecommons.org/licenses/by-nc/4.0/ NOUN crl-16603 15 2 http://creativecommons.org/licenses/by-nc/4.0/ http://creativecommons.org/licenses/by-nc/4.0/ NOUN crl-16603 15 3 https://doi.org/10.5860/crl.79.3.304 https://doi.org/10.5860/crl.79.3.304 PROPN crl-16603 15 4 learning learn VERB crl-16603 15 5 analytics analytic NOUN crl-16603 15 6 and and CCONJ crl-16603 15 7 the the DET crl-16603 15 8 academic academic ADJ crl-16603 15 9 library library NOUN crl-16603 15 10 305 305 NUM crl-16603 15 11 ence ence NOUN crl-16603 15 12 in in ADP crl-16603 15 13 those those DET crl-16603 15 14 individuals individual NOUN crl-16603 15 15 ’ ’ PART crl-16603 15 16 lives life NOUN crl-16603 15 17 . . PUNCT crl-16603 16 1 rising rise VERB crl-16603 16 2 to to ADP crl-16603 16 3 the the DET crl-16603 16 4 top top NOUN crl-16603 16 5 are be AUX crl-16603 16 6 complicated complicated ADJ crl-16603 16 7 and and CCONJ crl-16603 16 8 troubling troubling ADJ crl-16603 16 9 issues issue NOUN crl-16603 16 10 about about ADP crl-16603 16 11 informational informational ADJ crl-16603 16 12 privacy privacy NOUN crl-16603 16 13 , , PUNCT crl-16603 16 14 transparency transparency NOUN crl-16603 16 15 , , PUNCT crl-16603 16 16 personal personal ADJ crl-16603 16 17 autonomy autonomy NOUN crl-16603 16 18 , , PUNCT crl-16603 16 19 and and CCONJ crl-16603 16 20 other other ADJ crl-16603 16 21 questions question NOUN crl-16603 16 22 of of ADP crl-16603 16 23 what what PRON crl-16603 16 24 is be AUX crl-16603 16 25 morally morally ADV crl-16603 16 26 acceptable acceptable ADJ crl-16603 16 27 . . PUNCT crl-16603 17 1 the the DET crl-16603 17 2 question question NOUN crl-16603 17 3 , , PUNCT crl-16603 17 4 then then ADV crl-16603 17 5 , , PUNCT crl-16603 17 6 is be AUX crl-16603 17 7 how how SCONJ crl-16603 17 8 to to PART crl-16603 17 9 ethically ethically ADV crl-16603 17 10 pursue pursue VERB crl-16603 17 11 the the DET crl-16603 17 12 benefits benefit NOUN crl-16603 17 13 of of ADP crl-16603 17 14 educational educational ADJ crl-16603 17 15 data datum NOUN crl-16603 17 16 mining mining NOUN crl-16603 17 17 while while SCONJ crl-16603 17 18 accounting account VERB crl-16603 17 19 for for ADP crl-16603 17 20 the the DET crl-16603 17 21 potential potential ADJ crl-16603 17 22 harms harm NOUN crl-16603 17 23 . . PUNCT crl-16603 18 1 ethical ethical ADJ crl-16603 18 2 practice practice NOUN crl-16603 18 3 is be AUX crl-16603 18 4 often often ADV crl-16603 18 5 supported support VERB crl-16603 18 6 by by ADP crl-16603 18 7 codified codified ADJ crl-16603 18 8 principles principle NOUN crl-16603 18 9 , , PUNCT crl-16603 18 10 and and CCONJ crl-16603 18 11 researchers researcher NOUN crl-16603 18 12 have have AUX crl-16603 18 13 constructed construct VERB crl-16603 18 14 broad broad ADJ crl-16603 18 15 codes code NOUN crl-16603 18 16 of of ADP crl-16603 18 17 ethics ethic NOUN crl-16603 18 18 to to PART crl-16603 18 19 minimize minimize VERB crl-16603 18 20 harms harm NOUN crl-16603 18 21 to to PART crl-16603 18 22 students.2 students.2 VERB crl-16603 18 23 similarly similarly ADV crl-16603 18 24 , , PUNCT crl-16603 18 25 a a DET crl-16603 18 26 few few ADJ crl-16603 18 27 heis hei NOUN crl-16603 18 28 have have AUX crl-16603 18 29 developed develop VERB crl-16603 18 30 campus campus NOUN crl-16603 18 31 - - PUNCT crl-16603 18 32 wide wide ADJ crl-16603 18 33 policies.3 policies.3 NOUN crl-16603 18 34 while while SCONJ crl-16603 18 35 institutions institution NOUN crl-16603 18 36 may may AUX crl-16603 18 37 feel feel VERB crl-16603 18 38 justified justified ADJ crl-16603 18 39 and and CCONJ crl-16603 18 40 morally morally ADV crl-16603 18 41 at at ADP crl-16603 18 42 ease ease NOUN crl-16603 18 43 in in ADP crl-16603 18 44 pursuing pursue VERB crl-16603 18 45 the the DET crl-16603 18 46 benefits benefit NOUN crl-16603 18 47 of of ADP crl-16603 18 48 educational educational ADJ crl-16603 18 49 data datum NOUN crl-16603 18 50 mining mining NOUN crl-16603 18 51 , , PUNCT crl-16603 18 52 their their PRON crl-16603 18 53 interests interest NOUN crl-16603 18 54 and and CCONJ crl-16603 18 55 practices practice NOUN crl-16603 18 56 may may AUX crl-16603 18 57 lead lead VERB crl-16603 18 58 to to ADP crl-16603 18 59 “ " PUNCT crl-16603 18 60 unintended unintended ADJ crl-16603 18 61 consequences consequence NOUN crl-16603 18 62 and and CCONJ crl-16603 18 63 perverse perverse VERB crl-16603 18 64 incentives incentive NOUN crl-16603 18 65 ” " PUNCT crl-16603 18 66 to to PART crl-16603 18 67 analyze analyze VERB crl-16603 18 68 sensitive sensitive ADJ crl-16603 18 69 student student NOUN crl-16603 18 70 data datum NOUN crl-16603 18 71 in in ADP crl-16603 18 72 ways way NOUN crl-16603 18 73 that that PRON crl-16603 18 74 harm harm VERB crl-16603 18 75 students student NOUN crl-16603 18 76 and and CCONJ crl-16603 18 77 conflict conflict NOUN crl-16603 18 78 with with ADP crl-16603 18 79 ethical ethical ADJ crl-16603 18 80 commitments commitment NOUN crl-16603 18 81 made make VERB crl-16603 18 82 by by ADP crl-16603 18 83 professional professional ADJ crl-16603 18 84 communities community NOUN crl-16603 18 85 , , PUNCT crl-16603 18 86 such such ADJ crl-16603 18 87 as as ADP crl-16603 18 88 librarians.4 librarians.4 NOUN crl-16603 18 89 in in ADP crl-16603 18 90 this this DET crl-16603 18 91 paper paper NOUN crl-16603 18 92 , , PUNCT crl-16603 18 93 we we PRON crl-16603 18 94 address address VERB crl-16603 18 95 learning learn VERB crl-16603 18 96 analytics analytic NOUN crl-16603 18 97 ( ( PUNCT crl-16603 18 98 la)—a la)—a NOUN crl-16603 18 99 form form NOUN crl-16603 18 100 of of ADP crl-16603 18 101 educational educational ADJ crl-16603 18 102 data datum NOUN crl-16603 18 103 mining mining NOUN crl-16603 18 104 — — PUNCT crl-16603 18 105 and and CCONJ crl-16603 18 106 the the DET crl-16603 18 107 ways way NOUN crl-16603 18 108 academic academic ADJ crl-16603 18 109 libraries library NOUN crl-16603 18 110 are be AUX crl-16603 18 111 beginning begin VERB crl-16603 18 112 to to PART crl-16603 18 113 create create VERB crl-16603 18 114 capacity capacity NOUN crl-16603 18 115 for for ADP crl-16603 18 116 la la PROPN crl-16603 18 117 or or CCONJ crl-16603 18 118 participate participate VERB crl-16603 18 119 in in ADP crl-16603 18 120 wider wide ADJ crl-16603 18 121 institutional institutional ADJ crl-16603 18 122 la la ADJ crl-16603 18 123 initiatives initiative NOUN crl-16603 18 124 . . PUNCT crl-16603 19 1 since since SCONJ crl-16603 19 2 there there PRON crl-16603 19 3 are be VERB crl-16603 19 4 moral moral ADJ crl-16603 19 5 issues issue NOUN crl-16603 19 6 associated associate VERB crl-16603 19 7 with with ADP crl-16603 19 8 la la PROPN crl-16603 19 9 , , PUNCT crl-16603 19 10 we we PRON crl-16603 19 11 consider consider VERB crl-16603 19 12 how how SCONJ crl-16603 19 13 data data NOUN crl-16603 19 14 mining mining NOUN crl-16603 19 15 practices practice NOUN crl-16603 19 16 run run VERB crl-16603 19 17 counter counter ADV crl-16603 19 18 to to ADP crl-16603 19 19 ethical ethical ADJ crl-16603 19 20 principles principle NOUN crl-16603 19 21 in in ADP crl-16603 19 22 the the DET crl-16603 19 23 american american PROPN crl-16603 19 24 library library PROPN crl-16603 19 25 association association PROPN crl-16603 19 26 ’s ’s PART crl-16603 19 27 code code PROPN crl-16603 19 28 of of ADP crl-16603 19 29 ethics ethic NOUN crl-16603 19 30 . . PUNCT crl-16603 20 1 specifically specifically ADV crl-16603 20 2 , , PUNCT crl-16603 20 3 we we PRON crl-16603 20 4 address address VERB crl-16603 20 5 how how SCONJ crl-16603 20 6 la la ADV crl-16603 20 7 implicates implicate VERB crl-16603 20 8 professional professional ADJ crl-16603 20 9 commitments commitment NOUN crl-16603 20 10 to to PART crl-16603 20 11 promote promote VERB crl-16603 20 12 intellectual intellectual ADJ crl-16603 20 13 freedom freedom NOUN crl-16603 20 14 ; ; PUNCT crl-16603 20 15 protect protect VERB crl-16603 20 16 patron patron NOUN crl-16603 20 17 privacy privacy NOUN crl-16603 20 18 and and CCONJ crl-16603 20 19 confidentiality confidentiality NOUN crl-16603 20 20 ; ; PUNCT crl-16603 20 21 and and CCONJ crl-16603 20 22 balance balance VERB crl-16603 20 23 intellectual intellectual ADJ crl-16603 20 24 property property NOUN crl-16603 20 25 interests interest NOUN crl-16603 20 26 among among ADP crl-16603 20 27 library library NOUN crl-16603 20 28 users user NOUN crl-16603 20 29 , , PUNCT crl-16603 20 30 their their PRON crl-16603 20 31 institution institution NOUN crl-16603 20 32 , , PUNCT crl-16603 20 33 and and CCONJ crl-16603 20 34 content content NOUN crl-16603 20 35 creators creator NOUN crl-16603 20 36 and and CCONJ crl-16603 20 37 vendors vendor NOUN crl-16603 20 38 . . PUNCT crl-16603 21 1 we we PRON crl-16603 21 2 make make VERB crl-16603 21 3 three three NUM crl-16603 21 4 arguments argument NOUN crl-16603 21 5 aligned align VERB crl-16603 21 6 to to ADP crl-16603 21 7 these these DET crl-16603 21 8 three three NUM crl-16603 21 9 ethical ethical ADJ crl-16603 21 10 commitments commitment NOUN crl-16603 21 11 . . PUNCT crl-16603 22 1 first first ADV crl-16603 22 2 , , PUNCT crl-16603 22 3 it it PRON crl-16603 22 4 is be AUX crl-16603 22 5 plausible plausible ADJ crl-16603 22 6 that that SCONJ crl-16603 22 7 la la ADV crl-16603 22 8 negatively negatively ADV crl-16603 22 9 affects affect VERB crl-16603 22 10 the the DET crl-16603 22 11 conditions condition NOUN crl-16603 22 12 necessary necessary ADJ crl-16603 22 13 for for ADP crl-16603 22 14 the the DET crl-16603 22 15 free free ADJ crl-16603 22 16 pursuit pursuit NOUN crl-16603 22 17 and and CCONJ crl-16603 22 18 dissemination dissemination NOUN crl-16603 22 19 of of ADP crl-16603 22 20 ideas idea NOUN crl-16603 22 21 by by ADP crl-16603 22 22 tracking track VERB crl-16603 22 23 and and CCONJ crl-16603 22 24 influencing influence VERB crl-16603 22 25 intellectual intellectual ADJ crl-16603 22 26 behaviors behavior NOUN crl-16603 22 27 . . PUNCT crl-16603 23 1 second second ADJ crl-16603 23 2 , , PUNCT crl-16603 23 3 la la X crl-16603 23 4 is be AUX crl-16603 23 5 by by ADP crl-16603 23 6 design design NOUN crl-16603 23 7 a a DET crl-16603 23 8 surveillance surveillance NOUN crl-16603 23 9 technology technology NOUN crl-16603 23 10 , , PUNCT crl-16603 23 11 and and CCONJ crl-16603 23 12 it it PRON crl-16603 23 13 can can AUX crl-16603 23 14 opaquely opaquely ADV crl-16603 23 15 pry pry VERB crl-16603 23 16 into into ADP crl-16603 23 17 students student NOUN crl-16603 23 18 ’ ’ PART crl-16603 23 19 privacy privacy NOUN crl-16603 23 20 without without ADP crl-16603 23 21 empowering empower VERB crl-16603 23 22 student student NOUN crl-16603 23 23 choice choice NOUN crl-16603 23 24 over over ADP crl-16603 23 25 information information NOUN crl-16603 23 26 flows flow NOUN crl-16603 23 27 . . PUNCT crl-16603 24 1 third third ADV crl-16603 24 2 , , PUNCT crl-16603 24 3 the the DET crl-16603 24 4 ability ability NOUN crl-16603 24 5 to to PART crl-16603 24 6 surveil surveil VERB crl-16603 24 7 students student NOUN crl-16603 24 8 also also ADV crl-16603 24 9 allows allow VERB crl-16603 24 10 institutions institution NOUN crl-16603 24 11 and and CCONJ crl-16603 24 12 content content NOUN crl-16603 24 13 vendors vendor NOUN crl-16603 24 14 to to PART crl-16603 24 15 expand expand VERB crl-16603 24 16 the the DET crl-16603 24 17 use use NOUN crl-16603 24 18 of of ADP crl-16603 24 19 digital digital ADJ crl-16603 24 20 rights right NOUN crl-16603 24 21 management management NOUN crl-16603 24 22 technologies technology NOUN crl-16603 24 23 ; ; PUNCT crl-16603 24 24 moreover moreover ADV crl-16603 24 25 , , PUNCT crl-16603 24 26 it it PRON crl-16603 24 27 creates create VERB crl-16603 24 28 conditions condition NOUN crl-16603 24 29 where where SCONJ crl-16603 24 30 institutions institution NOUN crl-16603 24 31 and and CCONJ crl-16603 24 32 content content NOUN crl-16603 24 33 vendors vendor NOUN crl-16603 24 34 may may AUX crl-16603 24 35 use use VERB crl-16603 24 36 student student NOUN crl-16603 24 37 data datum NOUN crl-16603 24 38 as as ADP crl-16603 24 39 a a DET crl-16603 24 40 bartering barter VERB crl-16603 24 41 chip chip NOUN crl-16603 24 42 in in ADP crl-16603 24 43 contract contract NOUN crl-16603 24 44 negotiations negotiation NOUN crl-16603 24 45 . . PUNCT crl-16603 25 1 we we PRON crl-16603 25 2 end end VERB crl-16603 25 3 the the DET crl-16603 25 4 paper paper NOUN crl-16603 25 5 by by ADP crl-16603 25 6 positing posit VERB crl-16603 25 7 that that PRON crl-16603 25 8 librarians librarian NOUN crl-16603 25 9 have have VERB crl-16603 25 10 a a DET crl-16603 25 11 professional professional ADJ crl-16603 25 12 responsibility responsibility NOUN crl-16603 25 13 to to PART crl-16603 25 14 reflect reflect VERB crl-16603 25 15 on on ADP crl-16603 25 16 and and CCONJ crl-16603 25 17 advocate advocate VERB crl-16603 25 18 for for ADP crl-16603 25 19 their their PRON crl-16603 25 20 ethical ethical ADJ crl-16603 25 21 positions position NOUN crl-16603 25 22 when when SCONJ crl-16603 25 23 participating participate VERB crl-16603 25 24 in in ADP crl-16603 25 25 la la PROPN crl-16603 25 26 . . PUNCT crl-16603 26 1 if if SCONJ crl-16603 26 2 la la PROPN crl-16603 26 3 matures mature NOUN crl-16603 26 4 further far ADV crl-16603 26 5 , , PUNCT crl-16603 26 6 librarians librarian NOUN crl-16603 26 7 ’ ' PUNCT crl-16603 26 8 ethical ethical ADJ crl-16603 26 9 commitments commitment NOUN crl-16603 26 10 may may AUX crl-16603 26 11 be be AUX crl-16603 26 12 challenged challenge VERB crl-16603 26 13 by by ADP crl-16603 26 14 institutional institutional ADJ crl-16603 26 15 actors actor NOUN crl-16603 26 16 who who PRON crl-16603 26 17 do do AUX crl-16603 26 18 not not PART crl-16603 26 19 share share VERB crl-16603 26 20 their their PRON crl-16603 26 21 professional professional ADJ crl-16603 26 22 values value NOUN crl-16603 26 23 . . PUNCT crl-16603 27 1 we we PRON crl-16603 27 2 recommend recommend VERB crl-16603 27 3 that that SCONJ crl-16603 27 4 librarians librarian NOUN crl-16603 27 5 advocate advocate VERB crl-16603 27 6 for for ADP crl-16603 27 7 their their PRON crl-16603 27 8 ethical ethical ADJ crl-16603 27 9 positions position NOUN crl-16603 27 10 within within ADP crl-16603 27 11 and and CCONJ crl-16603 27 12 outside outside ADP crl-16603 27 13 the the DET crl-16603 27 14 boundaries boundary NOUN crl-16603 27 15 of of ADP crl-16603 27 16 their their PRON crl-16603 27 17 institution institution NOUN crl-16603 27 18 , , PUNCT crl-16603 27 19 participate participate VERB crl-16603 27 20 in in ADP crl-16603 27 21 data data NOUN crl-16603 27 22 governance governance NOUN crl-16603 27 23 practices practice NOUN crl-16603 27 24 to to PART crl-16603 27 25 embed embed VERB crl-16603 27 26 their their PRON crl-16603 27 27 values value NOUN crl-16603 27 28 in in ADP crl-16603 27 29 information information NOUN crl-16603 27 30 flows flow NOUN crl-16603 27 31 , , PUNCT crl-16603 27 32 and and CCONJ crl-16603 27 33 work work VERB crl-16603 27 34 closely closely ADV crl-16603 27 35 with with SCONJ crl-16603 27 36 policy policy NOUN crl-16603 27 37 makers maker NOUN crl-16603 27 38 to to PART crl-16603 27 39 design design VERB crl-16603 27 40 policies policy NOUN crl-16603 27 41 in in ADP crl-16603 27 42 ways way NOUN crl-16603 27 43 that that PRON crl-16603 27 44 consider consider VERB crl-16603 27 45 their their PRON crl-16603 27 46 professional professional ADJ crl-16603 27 47 ethics ethic NOUN crl-16603 27 48 . . PUNCT crl-16603 28 1 big big ADJ crl-16603 28 2 data datum NOUN crl-16603 28 3 and and CCONJ crl-16603 28 4 learning learn VERB crl-16603 28 5 analytics analytic NOUN crl-16603 28 6 an an DET crl-16603 28 7 understanding understanding NOUN crl-16603 28 8 of of ADP crl-16603 28 9 big big ADJ crl-16603 28 10 data datum NOUN crl-16603 28 11 learning learn VERB crl-16603 28 12 analytics analytic NOUN crl-16603 28 13 ( ( PUNCT crl-16603 28 14 la la X crl-16603 28 15 ) ) PUNCT crl-16603 28 16 is be AUX crl-16603 28 17 a a DET crl-16603 28 18 type type NOUN crl-16603 28 19 of of ADP crl-16603 28 20 big big ADJ crl-16603 28 21 data data NOUN crl-16603 28 22 practice practice NOUN crl-16603 28 23 . . PUNCT crl-16603 29 1 after after ADP crl-16603 29 2 boyd boyd PROPN crl-16603 29 3 and and CCONJ crl-16603 29 4 crawford crawford NOUN crl-16603 29 5 , , PUNCT crl-16603 29 6 we we PRON crl-16603 29 7 capitalize capitalize VERB crl-16603 29 8 “ " PUNCT crl-16603 29 9 big big ADJ crl-16603 29 10 data datum NOUN crl-16603 29 11 ” " PUNCT crl-16603 29 12 to to PART crl-16603 29 13 highlight highlight VERB crl-16603 29 14 it it PRON crl-16603 29 15 as as ADP crl-16603 29 16 a a DET crl-16603 29 17 cultural cultural ADJ crl-16603 29 18 , , PUNCT crl-16603 29 19 technological technological ADJ crl-16603 29 20 , , PUNCT crl-16603 29 21 and and CCONJ crl-16603 29 22 scholarly scholarly ADJ crl-16603 29 23 phenomenon phenomenon NOUN crl-16603 29 24 , , PUNCT crl-16603 29 25 a a DET crl-16603 29 26 “ " PUNCT crl-16603 29 27 paradigm paradigm NOUN crl-16603 29 28 rather rather ADV crl-16603 29 29 than than ADP crl-16603 29 30 a a DET crl-16603 29 31 particular particular ADJ crl-16603 29 32 technology technology NOUN crl-16603 29 33 . . PUNCT crl-16603 30 1 ”5 ”5 PUNCT crl-16603 31 1 defining define VERB crl-16603 31 2 big big ADJ crl-16603 31 3 data datum NOUN crl-16603 31 4 as as ADP crl-16603 31 5 a a DET crl-16603 31 6 sociotechnical sociotechnical ADJ crl-16603 31 7 phenomenon phenomenon NOUN crl-16603 31 8 fruitfully fruitfully ADV crl-16603 31 9 moves move VERB crl-16603 31 10 the the DET crl-16603 31 11 conversation conversation NOUN crl-16603 31 12 away away ADV crl-16603 31 13 from from ADP crl-16603 31 14 technocentric technocentric ADJ crl-16603 31 15 and and CCONJ crl-16603 31 16 myopic myopic ADJ crl-16603 31 17 definitions definition NOUN crl-16603 31 18 of of ADP crl-16603 31 19 big big ADJ crl-16603 31 20 data.6 data.6 ADJ crl-16603 31 21 big big ADJ crl-16603 31 22 data datum NOUN crl-16603 31 23 practices practice NOUN crl-16603 31 24 differ differ VERB crl-16603 31 25 significantly significantly ADV crl-16603 31 26 from from ADP crl-16603 31 27 the the DET crl-16603 31 28 flows flow NOUN crl-16603 31 29 of of ADP crl-16603 31 30 information information NOUN crl-16603 31 31 currently currently ADV crl-16603 31 32 considered consider VERB crl-16603 31 33 the the DET crl-16603 31 34 norm norm NOUN crl-16603 31 35 in in ADP crl-16603 31 36 scholarly scholarly ADJ crl-16603 31 37 research research NOUN crl-16603 31 38 and and CCONJ crl-16603 31 39 assessment assessment NOUN crl-16603 31 40 . . PUNCT crl-16603 32 1 current current ADJ crl-16603 32 2 research research NOUN crl-16603 32 3 practices practice NOUN crl-16603 32 4 , , PUNCT crl-16603 32 5 often often ADV crl-16603 32 6 called call VERB crl-16603 32 7 “ " PUNCT crl-16603 32 8 small small ADJ crl-16603 32 9 data datum NOUN crl-16603 32 10 , , PUNCT crl-16603 32 11 ” " PUNCT crl-16603 32 12 involve involve VERB crl-16603 32 13 actors actor NOUN crl-16603 32 14 developing develop VERB crl-16603 32 15 and and CCONJ crl-16603 32 16 curating curate VERB crl-16603 32 17 limited limited ADJ crl-16603 32 18 datasets dataset NOUN crl-16603 32 19 to to PART crl-16603 32 20 answer answer VERB crl-16603 32 21 preset preset ADJ crl-16603 32 22 and and CCONJ crl-16603 32 23 particular particular ADJ crl-16603 32 24 questions.7 questions.7 NOUN crl-16603 32 25 smaller small ADJ crl-16603 32 26 datasets dataset NOUN crl-16603 32 27 and and CCONJ crl-16603 32 28 related related ADJ crl-16603 32 29 practices practice NOUN crl-16603 32 30 generally generally ADV crl-16603 32 31 respect respect VERB crl-16603 32 32 informational informational ADJ crl-16603 32 33 norms norm NOUN crl-16603 32 34 , , PUNCT crl-16603 32 35 or or CCONJ crl-16603 32 36 expectations expectation NOUN crl-16603 32 37 of of ADP crl-16603 32 38 information information NOUN crl-16603 32 39 flow flow NOUN crl-16603 32 40 , , PUNCT crl-16603 32 41 because because SCONJ crl-16603 32 42 actors actor NOUN crl-16603 32 43 seek seek VERB crl-16603 32 44 consent consent NOUN crl-16603 32 45 for for ADP crl-16603 32 46 data datum NOUN crl-16603 32 47 gathering gathering NOUN crl-16603 32 48 beforehand beforehand ADV crl-16603 32 49 and and CCONJ crl-16603 32 50 use use VERB crl-16603 32 51 the the DET crl-16603 32 52 data datum NOUN crl-16603 32 53 as as SCONJ crl-16603 32 54 means mean NOUN crl-16603 32 55 toward toward ADP crl-16603 32 56 explicitly explicitly ADV crl-16603 32 57 agreed agree VERB crl-16603 32 58 - - PUNCT crl-16603 32 59 upon upon NOUN crl-16603 32 60 and and CCONJ crl-16603 32 61 respected respect VERB crl-16603 32 62 ends.8 ends.8 PROPN crl-16603 32 63 the the DET crl-16603 32 64 big big ADJ crl-16603 32 65 data data NOUN crl-16603 32 66 ethos ethos NOUN crl-16603 32 67 , , PUNCT crl-16603 32 68 however however ADV crl-16603 32 69 , , PUNCT crl-16603 32 70 motivates motivate VERB crl-16603 32 71 actors actor NOUN crl-16603 32 72 to to PART crl-16603 32 73 develop develop VERB crl-16603 32 74 boundless boundless ADJ crl-16603 32 75 datasets dataset NOUN crl-16603 32 76 to to PART crl-16603 32 77 be be AUX crl-16603 32 78 used use VERB crl-16603 32 79 in in ADP crl-16603 32 80 ways way NOUN crl-16603 32 81 that that PRON crl-16603 32 82 are be AUX crl-16603 32 83 often often ADV crl-16603 32 84 unanticipated unanticipated ADJ crl-16603 32 85 at at ADP crl-16603 32 86 time time NOUN crl-16603 32 87 of of ADP crl-16603 32 88 collection collection NOUN crl-16603 32 89 . . PUNCT crl-16603 33 1 individuals individual NOUN crl-16603 33 2 , , PUNCT crl-16603 33 3 organiza306 organiza306 PROPN crl-16603 33 4 college college PROPN crl-16603 33 5 & & CCONJ crl-16603 33 6 research research PROPN crl-16603 33 7 libraries library NOUN crl-16603 33 8 april april PROPN crl-16603 33 9 2018 2018 NUM crl-16603 33 10 tions tion NOUN crl-16603 33 11 , , PUNCT crl-16603 33 12 and and CCONJ crl-16603 33 13 institutions institution NOUN crl-16603 33 14 implementing implement VERB crl-16603 33 15 big big ADJ crl-16603 33 16 data datum NOUN crl-16603 33 17 initiatives initiative NOUN crl-16603 33 18 argue argue VERB crl-16603 33 19 that that SCONJ crl-16603 33 20 taking take VERB crl-16603 33 21 an an DET crl-16603 33 22 “ " PUNCT crl-16603 33 23 n n X crl-16603 33 24 = = X crl-16603 33 25 all all PRON crl-16603 33 26 ” " PUNCT crl-16603 33 27 approach approach NOUN crl-16603 33 28 and and CCONJ crl-16603 33 29 aggregating aggregate VERB crl-16603 33 30 all all DET crl-16603 33 31 the the DET crl-16603 33 32 data datum NOUN crl-16603 33 33 they they PRON crl-16603 33 34 can can AUX crl-16603 33 35 get get VERB crl-16603 33 36 will will AUX crl-16603 33 37 optimize optimize VERB crl-16603 33 38 their their PRON crl-16603 33 39 data data NOUN crl-16603 33 40 - - PUNCT crl-16603 33 41 driven drive VERB crl-16603 33 42 projects.9 projects.9 NOUN crl-16603 33 43 immense immense ADJ crl-16603 33 44 datasets dataset NOUN crl-16603 33 45 , , PUNCT crl-16603 33 46 made make VERB crl-16603 33 47 possible possible ADJ crl-16603 33 48 by by ADP crl-16603 33 49 aggregating aggregate VERB crl-16603 33 50 and and CCONJ crl-16603 33 51 intertwining intertwine VERB crl-16603 33 52 disparate disparate ADJ crl-16603 33 53 and and CCONJ crl-16603 33 54 diverse diverse ADJ crl-16603 33 55 sources source NOUN crl-16603 33 56 of of ADP crl-16603 33 57 data datum NOUN crl-16603 33 58 , , PUNCT crl-16603 33 59 no no ADV crl-16603 33 60 longer long ADV crl-16603 33 61 require require VERB crl-16603 33 62 painstaking painstaking ADJ crl-16603 33 63 curation curation NOUN crl-16603 33 64 of of ADP crl-16603 33 65 scientific scientific ADJ crl-16603 33 66 , , PUNCT crl-16603 33 67 statistically statistically ADV crl-16603 33 68 powerful powerful ADJ crl-16603 33 69 samples sample NOUN crl-16603 33 70 . . PUNCT crl-16603 34 1 instead instead ADV crl-16603 34 2 , , PUNCT crl-16603 34 3 data data NOUN crl-16603 34 4 scientists scientist NOUN crl-16603 34 5 can can AUX crl-16603 34 6 conduct conduct VERB crl-16603 34 7 “ " PUNCT crl-16603 34 8 fishing fishing NOUN crl-16603 34 9 expeditions expedition NOUN crl-16603 34 10 … … PUNCT crl-16603 34 11 to to PART crl-16603 34 12 look look VERB crl-16603 34 13 hard hard ADJ crl-16603 34 14 for for ADP crl-16603 34 15 patterns pattern NOUN crl-16603 34 16 and and CCONJ crl-16603 34 17 report report VERB crl-16603 34 18 any any DET crl-16603 34 19 comparisons comparison NOUN crl-16603 34 20 that that PRON crl-16603 34 21 happen happen VERB crl-16603 34 22 to to PART crl-16603 34 23 be be AUX crl-16603 34 24 statistically statistically ADV crl-16603 34 25 significant significant ADJ crl-16603 34 26 . . PUNCT crl-16603 35 1 ”10 ”10 PROPN crl-16603 35 2 learning learn VERB crl-16603 35 3 analytics analytic NOUN crl-16603 35 4 as as ADP crl-16603 35 5 a a DET crl-16603 35 6 big big ADJ crl-16603 35 7 data data NOUN crl-16603 35 8 practice practice NOUN crl-16603 35 9 la la PROPN crl-16603 35 10 is be AUX crl-16603 35 11 commonly commonly ADV crl-16603 35 12 defined define VERB crl-16603 35 13 as as ADP crl-16603 35 14 the the DET crl-16603 35 15 “ " PUNCT crl-16603 35 16 measurement measurement NOUN crl-16603 35 17 , , PUNCT crl-16603 35 18 collection collection NOUN crl-16603 35 19 , , PUNCT crl-16603 35 20 analysis analysis NOUN crl-16603 35 21 and and CCONJ crl-16603 35 22 reporting reporting NOUN crl-16603 35 23 of of ADP crl-16603 35 24 data datum NOUN crl-16603 35 25 about about ADP crl-16603 35 26 learners learner NOUN crl-16603 35 27 and and CCONJ crl-16603 35 28 their their PRON crl-16603 35 29 contexts context NOUN crl-16603 35 30 , , PUNCT crl-16603 35 31 for for ADP crl-16603 35 32 purposes purpose NOUN crl-16603 35 33 of of ADP crl-16603 35 34 understanding understanding NOUN crl-16603 35 35 and and CCONJ crl-16603 35 36 optimizing optimize VERB crl-16603 35 37 learning learning NOUN crl-16603 35 38 and and CCONJ crl-16603 35 39 the the DET crl-16603 35 40 environments environment NOUN crl-16603 35 41 in in ADP crl-16603 35 42 which which PRON crl-16603 35 43 it it PRON crl-16603 35 44 occurs occur VERB crl-16603 35 45 . . PUNCT crl-16603 36 1 ”11 ”11 NOUN crl-16603 36 2 to to PART crl-16603 36 3 maximize maximize VERB crl-16603 36 4 la la PROPN crl-16603 36 5 ’s ’s PART crl-16603 36 6 potential potential NOUN crl-16603 36 7 , , PUNCT crl-16603 36 8 heis heis PROPN crl-16603 36 9 implementing implement VERB crl-16603 36 10 la la PROPN crl-16603 36 11 are be AUX crl-16603 36 12 working work VERB crl-16603 36 13 to to ADP crl-16603 36 14 “ " PUNCT crl-16603 36 15 de de ADJ crl-16603 36 16 - - ADJ crl-16603 36 17 silo”12 silo”12 ADJ crl-16603 36 18 so so ADV crl-16603 36 19 - - PUNCT crl-16603 36 20 called call VERB crl-16603 36 21 “ " PUNCT crl-16603 36 22 static static ADJ crl-16603 36 23 data datum NOUN crl-16603 36 24 ” " PUNCT crl-16603 36 25 about about ADP crl-16603 36 26 and and CCONJ crl-16603 36 27 created create VERB crl-16603 36 28 by by ADP crl-16603 36 29 students student NOUN crl-16603 36 30 stored store VERB crl-16603 36 31 in in ADP crl-16603 36 32 departmental departmental ADJ crl-16603 36 33 offices office NOUN crl-16603 36 34 across across ADP crl-16603 36 35 campus campus NOUN crl-16603 36 36 by by ADP crl-16603 36 37 building build VERB crl-16603 36 38 up up ADP crl-16603 36 39 institutionwide institutionwide NOUN crl-16603 36 40 data datum NOUN crl-16603 36 41 warehouses13 warehouses13 NOUN crl-16603 36 42 to to PART crl-16603 36 43 capture capture VERB crl-16603 36 44 “ " PUNCT crl-16603 36 45 fluid fluid ADJ crl-16603 36 46 data datum NOUN crl-16603 36 47 . . PUNCT crl-16603 37 1 ”14 ”14 PROPN crl-16603 37 2 shacklock shacklock PROPN crl-16603 37 3 explains explain VERB crl-16603 37 4 the the DET crl-16603 37 5 difference difference NOUN crl-16603 37 6 between between ADP crl-16603 37 7 static static ADJ crl-16603 37 8 and and CCONJ crl-16603 37 9 fluid fluid ADJ crl-16603 37 10 data datum NOUN crl-16603 37 11 this this DET crl-16603 37 12 way way NOUN crl-16603 37 13 : : PUNCT crl-16603 37 14 static static ADJ crl-16603 37 15 data datum NOUN crl-16603 37 16 is be AUX crl-16603 37 17 that that PRON crl-16603 37 18 which which PRON crl-16603 37 19 is be AUX crl-16603 37 20 collected collect VERB crl-16603 37 21 , , PUNCT crl-16603 37 22 recorded record VERB crl-16603 37 23 and and CCONJ crl-16603 37 24 stored store VERB crl-16603 37 25 by by ADP crl-16603 37 26 institutions institution NOUN crl-16603 37 27 [ [ X crl-16603 37 28 including include VERB crl-16603 37 29 ] ] X crl-16603 37 30 student student NOUN crl-16603 37 31 records record NOUN crl-16603 37 32 , , PUNCT crl-16603 37 33 staff staff NOUN crl-16603 37 34 data datum NOUN crl-16603 37 35 , , PUNCT crl-16603 37 36 financial financial ADJ crl-16603 37 37 data datum NOUN crl-16603 37 38 and and CCONJ crl-16603 37 39 estates estate NOUN crl-16603 37 40 data datum NOUN crl-16603 37 41 . . PUNCT crl-16603 38 1 fluid fluid ADJ crl-16603 38 2 data datum NOUN crl-16603 38 3 … … PUNCT crl-16603 38 4 is be AUX crl-16603 38 5 generated generate VERB crl-16603 38 6 through through ADP crl-16603 38 7 the the DET crl-16603 38 8 increasingly increasingly ADV crl-16603 38 9 digital digital ADJ crl-16603 38 10 way way NOUN crl-16603 38 11 a a DET crl-16603 38 12 student student NOUN crl-16603 38 13 interacts interact VERB crl-16603 38 14 with with ADP crl-16603 38 15 their their PRON crl-16603 38 16 university university NOUN crl-16603 38 17 , , PUNCT crl-16603 38 18 such such ADJ crl-16603 38 19 as as ADP crl-16603 38 20 card card NOUN crl-16603 38 21 swipe swipe NOUN crl-16603 38 22 data datum NOUN crl-16603 38 23 from from ADP crl-16603 38 24 access access NOUN crl-16603 38 25 - - PUNCT crl-16603 38 26 controlled control VERB crl-16603 38 27 campus campus NOUN crl-16603 38 28 buildings building NOUN crl-16603 38 29 , , PUNCT crl-16603 38 30 log log NOUN crl-16603 38 31 - - PUNCT crl-16603 38 32 ins in NOUN crl-16603 38 33 to to ADP crl-16603 38 34 the the DET crl-16603 38 35 virtual virtual ADJ crl-16603 38 36 learning learning NOUN crl-16603 38 37 environment environment NOUN crl-16603 38 38 ( ( PUNCT crl-16603 38 39 vle vle VERB crl-16603 38 40 ) ) PUNCT crl-16603 38 41 and and CCONJ crl-16603 38 42 e e NOUN crl-16603 38 43 - - NOUN crl-16603 38 44 books book NOUN crl-16603 38 45 or or CCONJ crl-16603 38 46 online online ADJ crl-16603 38 47 journal journal NOUN crl-16603 38 48 downloads.15 downloads.15 VERB crl-16603 38 49 tightly tightly ADV crl-16603 38 50 guarded guard VERB crl-16603 38 51 information information NOUN crl-16603 38 52 and and CCONJ crl-16603 38 53 technically technically ADV crl-16603 38 54 inaccessible inaccessible ADJ crl-16603 38 55 data datum NOUN crl-16603 38 56 hinders hinders PROPN crl-16603 38 57 la la PROPN crl-16603 38 58 ’s ’s PART crl-16603 38 59 efficacy efficacy NOUN crl-16603 38 60 . . PUNCT crl-16603 39 1 ubiquitous ubiquitous ADJ crl-16603 39 2 campus campus PROPN crl-16603 39 3 educational educational PROPN crl-16603 39 4 , , PUNCT crl-16603 39 5 professional professional ADJ crl-16603 39 6 , , PUNCT crl-16603 39 7 and and CCONJ crl-16603 39 8 personal personal ADJ crl-16603 39 9 information information NOUN crl-16603 39 10 systems system NOUN crl-16603 39 11 store store VERB crl-16603 39 12 a a DET crl-16603 39 13 significant significant ADJ crl-16603 39 14 amount amount NOUN crl-16603 39 15 of of ADP crl-16603 39 16 data datum NOUN crl-16603 39 17 and and CCONJ crl-16603 39 18 information information NOUN crl-16603 39 19 created create VERB crl-16603 39 20 by by ADP crl-16603 39 21 or or CCONJ crl-16603 39 22 about about ADP crl-16603 39 23 students student NOUN crl-16603 39 24 . . PUNCT crl-16603 40 1 data datum NOUN crl-16603 40 2 captures capture NOUN crl-16603 40 3 begin begin VERB crl-16603 40 4 even even ADV crl-16603 40 5 before before SCONJ crl-16603 40 6 a a DET crl-16603 40 7 student student NOUN crl-16603 40 8 applies apply VERB crl-16603 40 9 for for ADP crl-16603 40 10 admission admission NOUN crl-16603 40 11 and and CCONJ crl-16603 40 12 extend extend VERB crl-16603 40 13 to to ADP crl-16603 40 14 alumni alumnus NOUN crl-16603 40 15 status status NOUN crl-16603 40 16 , , PUNCT crl-16603 40 17 enabling enable VERB crl-16603 40 18 colleges college NOUN crl-16603 40 19 and and CCONJ crl-16603 40 20 universities university NOUN crl-16603 40 21 to to PART crl-16603 40 22 probe probe VERB crl-16603 40 23 student student NOUN crl-16603 40 24 behaviors behavior NOUN crl-16603 40 25 as as ADP crl-16603 40 26 a a DET crl-16603 40 27 snapshot snapshot NOUN crl-16603 40 28 or or CCONJ crl-16603 40 29 over over ADP crl-16603 40 30 time.16 time.16 PROPN crl-16603 40 31 students student NOUN crl-16603 40 32 are be AUX crl-16603 40 33 easily easily ADV crl-16603 40 34 accessible accessible ADJ crl-16603 40 35 data datum NOUN crl-16603 40 36 subjects subject NOUN crl-16603 40 37 , , PUNCT crl-16603 40 38 and and CCONJ crl-16603 40 39 heis heis PROPN crl-16603 40 40 can can AUX crl-16603 40 41 avoid avoid VERB crl-16603 40 42 seeking seek VERB crl-16603 40 43 student student NOUN crl-16603 40 44 consent consent NOUN crl-16603 40 45 for for ADP crl-16603 40 46 data datum NOUN crl-16603 40 47 collection collection NOUN crl-16603 40 48 , , PUNCT crl-16603 40 49 retaining retain VERB crl-16603 40 50 and and CCONJ crl-16603 40 51 analyzing analyze VERB crl-16603 40 52 student student NOUN crl-16603 40 53 data datum NOUN crl-16603 40 54 with with ADP crl-16603 40 55 impunity impunity NOUN crl-16603 40 56 because because SCONJ crl-16603 40 57 the the DET crl-16603 40 58 data data NOUN crl-16603 40 59 is be AUX crl-16603 40 60 generated generate VERB crl-16603 40 61 as as ADP crl-16603 40 62 part part NOUN crl-16603 40 63 of of ADP crl-16603 40 64 the the DET crl-16603 40 65 educational educational ADJ crl-16603 40 66 process.17 process.17 NOUN crl-16603 40 67 emerging emerge VERB crl-16603 40 68 troves trove NOUN crl-16603 40 69 of of ADP crl-16603 40 70 student student NOUN crl-16603 40 71 data datum NOUN crl-16603 40 72 can can AUX crl-16603 40 73 be be AUX crl-16603 40 74 enlarged enlarge VERB crl-16603 40 75 by by ADP crl-16603 40 76 capturing capture VERB crl-16603 40 77 the the DET crl-16603 40 78 metadata metadata PROPN crl-16603 40 79 , , PUNCT crl-16603 40 80 known know VERB crl-16603 40 81 as as ADP crl-16603 40 82 “ " PUNCT crl-16603 40 83 data datum NOUN crl-16603 40 84 exhaust”18 exhaust”18 NOUN crl-16603 40 85 or or CCONJ crl-16603 40 86 “ " PUNCT crl-16603 40 87 digital digital ADJ crl-16603 40 88 footprints”19 footprints”19 ADJ crl-16603 40 89 students student NOUN crl-16603 40 90 leave leave VERB crl-16603 40 91 as as SCONJ crl-16603 40 92 they they PRON crl-16603 40 93 interact interact VERB crl-16603 40 94 with with ADP crl-16603 40 95 information information NOUN crl-16603 40 96 systems system NOUN crl-16603 40 97 . . PUNCT crl-16603 41 1 motivations motivation NOUN crl-16603 41 2 driving drive VERB crl-16603 41 3 la la PROPN crl-16603 41 4 heis heis PROPN crl-16603 41 5 deploy deploy VERB crl-16603 41 6 la la PROPN crl-16603 41 7 to to PART crl-16603 41 8 understand understand VERB crl-16603 41 9 student student NOUN crl-16603 41 10 behaviors behavior NOUN crl-16603 41 11 within within ADP crl-16603 41 12 learning learn VERB crl-16603 41 13 contexts context NOUN crl-16603 41 14 and and CCONJ crl-16603 41 15 optimize optimize NOUN crl-16603 41 16 learning learning NOUN crl-16603 41 17 environments environment NOUN crl-16603 41 18 . . PUNCT crl-16603 42 1 examining examine VERB crl-16603 42 2 student student NOUN crl-16603 42 3 data datum NOUN crl-16603 42 4 may may AUX crl-16603 42 5 directly directly ADV crl-16603 42 6 or or CCONJ crl-16603 42 7 only only ADV crl-16603 42 8 tangentially tangentially ADJ crl-16603 42 9 benefit benefit NOUN crl-16603 42 10 students student NOUN crl-16603 42 11 , , PUNCT crl-16603 42 12 however however ADV crl-16603 42 13 , , PUNCT crl-16603 42 14 or or CCONJ crl-16603 42 15 may may AUX crl-16603 42 16 benefit benefit VERB crl-16603 42 17 only only ADV crl-16603 42 18 the the DET crl-16603 42 19 institution institution NOUN crl-16603 42 20 itself itself PRON crl-16603 42 21 . . PUNCT crl-16603 43 1 goals goal NOUN crl-16603 43 2 tangential tangential ADJ crl-16603 43 3 to to ADP crl-16603 43 4 student student NOUN crl-16603 43 5 achievement achievement NOUN crl-16603 43 6 include include VERB crl-16603 43 7 resource resource NOUN crl-16603 43 8 optimization optimization NOUN crl-16603 43 9 and and CCONJ crl-16603 43 10 revenue revenue NOUN crl-16603 43 11 increases.20 increases.20 PROPN crl-16603 43 12 heis heis PROPN crl-16603 43 13 often often ADV crl-16603 43 14 believe believe VERB crl-16603 43 15 that that SCONJ crl-16603 43 16 la la PROPN crl-16603 43 17 will will AUX crl-16603 43 18 unveil unveil VERB crl-16603 43 19 hidden hidden ADJ crl-16603 43 20 cost cost NOUN crl-16603 43 21 savings saving NOUN crl-16603 43 22 and and CCONJ crl-16603 43 23 streamline streamline VERB crl-16603 43 24 operational operational ADJ crl-16603 43 25 practices.21 practices.21 NOUN crl-16603 43 26 improved improve VERB crl-16603 43 27 fiscal fiscal ADJ crl-16603 43 28 management management NOUN crl-16603 43 29 may may AUX crl-16603 43 30 enable enable VERB crl-16603 43 31 heis heis PROPN crl-16603 43 32 to to PART crl-16603 43 33 defend defend VERB crl-16603 43 34 themselves themselves PRON crl-16603 43 35 against against ADP crl-16603 43 36 accountability accountability NOUN crl-16603 43 37 calls call NOUN crl-16603 43 38 and and CCONJ crl-16603 43 39 measures measure NOUN crl-16603 43 40 due due ADJ crl-16603 43 41 to to ADP crl-16603 43 42 ongoing ongoing ADJ crl-16603 43 43 tuition tuition NOUN crl-16603 43 44 increases increase NOUN crl-16603 43 45 and and CCONJ crl-16603 43 46 the the DET crl-16603 43 47 rise rise NOUN crl-16603 43 48 in in ADP crl-16603 43 49 student student NOUN crl-16603 43 50 loan loan NOUN crl-16603 43 51 debt.22 debt.22 NOUN crl-16603 43 52 beyond beyond ADP crl-16603 43 53 its its PRON crl-16603 43 54 business business NOUN crl-16603 43 55 intelligence intelligence NOUN crl-16603 43 56 aspects aspect NOUN crl-16603 43 57 , , PUNCT crl-16603 43 58 la la PROPN crl-16603 43 59 initiatives initiative NOUN crl-16603 43 60 focus focus VERB crl-16603 43 61 on on ADP crl-16603 43 62 directly directly ADV crl-16603 43 63 improving improve VERB crl-16603 43 64 student student NOUN crl-16603 43 65 learning learning NOUN crl-16603 43 66 experiences.23 experiences.23 NOUN crl-16603 43 67 advocates advocate NOUN crl-16603 43 68 of of ADP crl-16603 43 69 la la PROPN crl-16603 43 70 argue argue VERB crl-16603 43 71 that that SCONJ crl-16603 43 72 analyzing analyze VERB crl-16603 43 73 the the DET crl-16603 43 74 emerging emerge VERB crl-16603 43 75 trove trove NOUN crl-16603 43 76 of of ADP crl-16603 43 77 student student NOUN crl-16603 43 78 data datum NOUN crl-16603 43 79 will will AUX crl-16603 43 80 finally finally ADV crl-16603 43 81 unpack unpack VERB crl-16603 43 82 the the DET crl-16603 43 83 “ " PUNCT crl-16603 43 84 black black ADJ crl-16603 43 85 box box NOUN crl-16603 43 86 ” " PUNCT crl-16603 43 87 of of ADP crl-16603 43 88 learning learning NOUN crl-16603 43 89 , , PUNCT crl-16603 43 90 enabling enable VERB crl-16603 43 91 better well ADJ crl-16603 43 92 comprehension comprehension NOUN crl-16603 43 93 of of ADP crl-16603 43 94 inputs input NOUN crl-16603 43 95 and and CCONJ crl-16603 43 96 outputs output VERB crl-16603 43 97 relevant relevant ADJ crl-16603 43 98 to to ADP crl-16603 43 99 successful successful ADJ crl-16603 43 100 learning learning NOUN crl-16603 43 101 experiences.24 experiences.24 NOUN crl-16603 43 102 specifically specifically ADV crl-16603 43 103 , , PUNCT crl-16603 43 104 proponents proponent NOUN crl-16603 43 105 of of ADP crl-16603 43 106 data data NOUN crl-16603 43 107 - - PUNCT crl-16603 43 108 driven drive VERB crl-16603 43 109 education education NOUN crl-16603 43 110 argue argue VERB crl-16603 43 111 that that SCONJ crl-16603 43 112 datifying datifye VERB crl-16603 43 113 the the DET crl-16603 43 114 learning learning NOUN crl-16603 43 115 experience experience NOUN crl-16603 43 116 will will AUX crl-16603 43 117 create create VERB crl-16603 43 118 actionable actionable ADJ crl-16603 43 119 insights insight NOUN crl-16603 43 120 into into ADP crl-16603 43 121 student student NOUN crl-16603 43 122 success success NOUN crl-16603 43 123 and and CCONJ crl-16603 43 124 failure failure NOUN crl-16603 43 125 , , PUNCT crl-16603 43 126 and and CCONJ crl-16603 43 127 predictive predictive ADJ crl-16603 43 128 algorithms algorithm NOUN crl-16603 43 129 built build VERB crl-16603 43 130 on on ADP crl-16603 43 131 large large ADJ crl-16603 43 132 datasets dataset NOUN crl-16603 43 133 will will AUX crl-16603 43 134 provide provide VERB crl-16603 43 135 heis heis PROPN crl-16603 43 136 the the DET crl-16603 43 137 tools tool NOUN crl-16603 43 138 to to PART crl-16603 43 139 determine determine VERB crl-16603 43 140 students student NOUN crl-16603 43 141 ’ ’ PART crl-16603 43 142 future future ADJ crl-16603 43 143 educational educational ADJ crl-16603 43 144 progress.25 progress.25 NOUN crl-16603 43 145 learning learn VERB crl-16603 43 146 analytics analytic NOUN crl-16603 43 147 and and CCONJ crl-16603 43 148 the the DET crl-16603 43 149 academic academic ADJ crl-16603 43 150 library library NOUN crl-16603 43 151 307 307 NUM crl-16603 43 152 applications application NOUN crl-16603 43 153 of of ADP crl-16603 43 154 learning learn VERB crl-16603 43 155 analytics analytic NOUN crl-16603 43 156 because because SCONJ crl-16603 43 157 data datum NOUN crl-16603 43 158 on on ADP crl-16603 43 159 prospective prospective ADJ crl-16603 43 160 students student NOUN crl-16603 43 161 is be AUX crl-16603 43 162 valuable valuable ADJ crl-16603 43 163 to to PART crl-16603 43 164 heis heis VERB crl-16603 43 165 well well ADV crl-16603 43 166 before before ADP crl-16603 43 167 enrollment enrollment NOUN crl-16603 43 168 , , PUNCT crl-16603 43 169 admissions admission NOUN crl-16603 43 170 departments department NOUN crl-16603 43 171 are be AUX crl-16603 43 172 developing develop VERB crl-16603 43 173 troves trove NOUN crl-16603 43 174 of of ADP crl-16603 43 175 data datum NOUN crl-16603 43 176 and and CCONJ crl-16603 43 177 analytic analytic ADJ crl-16603 43 178 capacities capacity NOUN crl-16603 43 179 in in ADP crl-16603 43 180 novel novel ADJ crl-16603 43 181 ways way NOUN crl-16603 43 182 . . PUNCT crl-16603 44 1 some some PRON crl-16603 44 2 of of ADP crl-16603 44 3 this this DET crl-16603 44 4 information information NOUN crl-16603 44 5 comes come VERB crl-16603 44 6 from from ADP crl-16603 44 7 standard standard ADJ crl-16603 44 8 sources source NOUN crl-16603 44 9 , , PUNCT crl-16603 44 10 such such ADJ crl-16603 44 11 as as ADP crl-16603 44 12 act act NOUN crl-16603 44 13 and and CCONJ crl-16603 44 14 sat sit VERB crl-16603 44 15 scores score NOUN crl-16603 44 16 , , PUNCT crl-16603 44 17 which which PRON crl-16603 44 18 admissions admission NOUN crl-16603 44 19 departments department NOUN crl-16603 44 20 purchase purchase VERB crl-16603 44 21 en en X crl-16603 44 22 masse masse NOUN crl-16603 44 23 to to PART crl-16603 44 24 microtarget microtarget VERB crl-16603 44 25 prospective prospective ADJ crl-16603 44 26 students.26 students.26 ADJ crl-16603 44 27 these these DET crl-16603 44 28 same same ADJ crl-16603 44 29 admissions admission NOUN crl-16603 44 30 officers officer NOUN crl-16603 44 31 are be AUX crl-16603 44 32 also also ADV crl-16603 44 33 mining mine VERB crl-16603 44 34 data datum NOUN crl-16603 44 35 from from ADP crl-16603 44 36 social social ADJ crl-16603 44 37 media,27 media,27 NOUN crl-16603 44 38 looking look VERB crl-16603 44 39 at at ADP crl-16603 44 40 how how SCONJ crl-16603 44 41 prospective prospective ADJ crl-16603 44 42 students student NOUN crl-16603 44 43 interact interact VERB crl-16603 44 44 with with ADP crl-16603 44 45 their their PRON crl-16603 44 46 institution institution NOUN crl-16603 44 47 ’s ’s NOUN crl-16603 44 48 website,28 website,28 NOUN crl-16603 44 49 and and CCONJ crl-16603 44 50 consulting consult VERB crl-16603 44 51 with with ADP crl-16603 44 52 outside outside ADJ crl-16603 44 53 analytics analytic NOUN crl-16603 44 54 companies.29 companies.29 NOUN crl-16603 44 55 heis heis PROPN crl-16603 44 56 argue argue VERB crl-16603 44 57 that that SCONJ crl-16603 44 58 the the DET crl-16603 44 59 more more ADV crl-16603 44 60 they they PRON crl-16603 44 61 know know VERB crl-16603 44 62 about about ADP crl-16603 44 63 their their PRON crl-16603 44 64 potential potential ADJ crl-16603 44 65 incoming incoming ADJ crl-16603 44 66 class class NOUN crl-16603 44 67 , , PUNCT crl-16603 44 68 the the DET crl-16603 44 69 more more ADV crl-16603 44 70 informed informed ADJ crl-16603 44 71 and and CCONJ crl-16603 44 72 effective effective ADJ crl-16603 44 73 their their PRON crl-16603 44 74 admissions admission NOUN crl-16603 44 75 decisions decision NOUN crl-16603 44 76 will will AUX crl-16603 44 77 be.30 be.30 VERB crl-16603 44 78 comprehensive comprehensive ADJ crl-16603 44 79 data datum NOUN crl-16603 44 80 about about ADP crl-16603 44 81 prospective prospective ADJ crl-16603 44 82 students student NOUN crl-16603 44 83 can can AUX crl-16603 44 84 help help VERB crl-16603 44 85 heis heis PROPN crl-16603 44 86 understand understand VERB crl-16603 44 87 the the DET crl-16603 44 88 level level NOUN crl-16603 44 89 of of ADP crl-16603 44 90 a a DET crl-16603 44 91 given give VERB crl-16603 44 92 student student NOUN crl-16603 44 93 ’s ’s PART crl-16603 44 94 interest interest NOUN crl-16603 44 95 , , PUNCT crl-16603 44 96 the the DET crl-16603 44 97 probability probability NOUN crl-16603 44 98 that that PRON crl-16603 44 99 she she PRON crl-16603 44 100 will will AUX crl-16603 44 101 apply apply VERB crl-16603 44 102 and and CCONJ crl-16603 44 103 enroll enroll VERB crl-16603 44 104 , , PUNCT crl-16603 44 105 and and CCONJ crl-16603 44 106 whether whether SCONJ crl-16603 44 107 past past ADP crl-16603 44 108 personal personal ADJ crl-16603 44 109 information information NOUN crl-16603 44 110 and and CCONJ crl-16603 44 111 academic academic ADJ crl-16603 44 112 performance performance NOUN crl-16603 44 113 predict predict VERB crl-16603 44 114 her her PRON crl-16603 44 115 chances chance NOUN crl-16603 44 116 of of ADP crl-16603 44 117 future future ADJ crl-16603 44 118 success success NOUN crl-16603 44 119 and and CCONJ crl-16603 44 120 graduation graduation NOUN crl-16603 44 121 while while SCONJ crl-16603 44 122 enrolled enrol VERB crl-16603 44 123 . . PUNCT crl-16603 45 1 once once SCONJ crl-16603 45 2 students student NOUN crl-16603 45 3 enroll enroll VERB crl-16603 45 4 , , PUNCT crl-16603 45 5 institutions institution NOUN crl-16603 45 6 gather gather VERB crl-16603 45 7 data datum NOUN crl-16603 45 8 on on ADP crl-16603 45 9 “ " PUNCT crl-16603 45 10 engagement engagement NOUN crl-16603 45 11 , , PUNCT crl-16603 45 12 ” " PUNCT crl-16603 45 13 hoping hope VERB crl-16603 45 14 to to PART crl-16603 45 15 retain retain VERB crl-16603 45 16 them they PRON crl-16603 45 17 . . PUNCT crl-16603 46 1 whether whether SCONJ crl-16603 46 2 a a DET crl-16603 46 3 student student NOUN crl-16603 46 4 is be AUX crl-16603 46 5 participating participate VERB crl-16603 46 6 in in ADP crl-16603 46 7 campus campus NOUN crl-16603 46 8 life life NOUN crl-16603 46 9 has have AUX crl-16603 46 10 historically historically ADV crl-16603 46 11 been be AUX crl-16603 46 12 difficult difficult ADJ crl-16603 46 13 to to PART crl-16603 46 14 measure measure VERB crl-16603 46 15 , , PUNCT crl-16603 46 16 but but CCONJ crl-16603 46 17 campus campus NOUN crl-16603 46 18 mobile mobile NOUN crl-16603 46 19 applications application NOUN crl-16603 46 20 can can AUX crl-16603 46 21 log log VERB crl-16603 46 22 interactions interaction NOUN crl-16603 46 23 to to PART crl-16603 46 24 track track VERB crl-16603 46 25 what what PRON crl-16603 46 26 students student NOUN crl-16603 46 27 are be AUX crl-16603 46 28 interested interested ADJ crl-16603 46 29 in in ADP crl-16603 46 30 and and CCONJ crl-16603 46 31 need need VERB crl-16603 46 32 help help NOUN crl-16603 46 33 with with ADP crl-16603 46 34 , , PUNCT crl-16603 46 35 or or CCONJ crl-16603 46 36 whether whether SCONJ crl-16603 46 37 they they PRON crl-16603 46 38 have have AUX crl-16603 46 39 lost lose VERB crl-16603 46 40 contact contact NOUN crl-16603 46 41 with with ADP crl-16603 46 42 campus.31 campus.31 NOUN crl-16603 46 43 heis heis PROPN crl-16603 46 44 can can AUX crl-16603 46 45 also also ADV crl-16603 46 46 examine examine VERB crl-16603 46 47 rfid rfid ADV crl-16603 46 48 - - PUNCT crl-16603 46 49 embedded embed VERB crl-16603 46 50 student student NOUN crl-16603 46 51 ids ids NOUN crl-16603 46 52 and and CCONJ crl-16603 46 53 swipe swipe NOUN crl-16603 46 54 card card NOUN crl-16603 46 55 activity activity NOUN crl-16603 46 56 to to PART crl-16603 46 57 learn learn VERB crl-16603 46 58 what what PRON crl-16603 46 59 campus campus NOUN crl-16603 46 60 services service NOUN crl-16603 46 61 and and CCONJ crl-16603 46 62 events event NOUN crl-16603 46 63 they they PRON crl-16603 46 64 are be AUX crl-16603 46 65 participating participate VERB crl-16603 46 66 in in ADP crl-16603 46 67 and and CCONJ crl-16603 46 68 when.32 when.32 VERB crl-16603 46 69 similarly similarly ADV crl-16603 46 70 , , PUNCT crl-16603 46 71 campuses campus NOUN crl-16603 46 72 such such ADJ crl-16603 46 73 as as ADP crl-16603 46 74 northern northern PROPN crl-16603 46 75 arizona arizona PROPN crl-16603 46 76 university university PROPN crl-16603 46 77 have have AUX crl-16603 46 78 moved move VERB crl-16603 46 79 to to PART crl-16603 46 80 automate automate VERB crl-16603 46 81 attendance attendance NOUN crl-16603 46 82 tracking track VERB crl-16603 46 83 via via ADP crl-16603 46 84 rfid rfid ADJ crl-16603 46 85 technologies technology NOUN crl-16603 46 86 , , PUNCT crl-16603 46 87 arguing argue VERB crl-16603 46 88 that that SCONJ crl-16603 46 89 attendance attendance NOUN crl-16603 46 90 correlates correlate VERB crl-16603 46 91 with with ADP crl-16603 46 92 higher high ADJ crl-16603 46 93 academic academic ADJ crl-16603 46 94 achievement.33 achievement.33 ADP crl-16603 46 95 some some DET crl-16603 46 96 universities university NOUN crl-16603 46 97 automatically automatically ADV crl-16603 46 98 notify notify VERB crl-16603 46 99 a a DET crl-16603 46 100 student student NOUN crl-16603 46 101 ’s ’s NUM crl-16603 46 102 advisor advisor NOUN crl-16603 46 103 when when SCONJ crl-16603 46 104 an an DET crl-16603 46 105 attendance attendance NOUN crl-16603 46 106 system system NOUN crl-16603 46 107 records record VERB crl-16603 46 108 multiple multiple ADJ crl-16603 46 109 absences.34 absences.34 NOUN crl-16603 46 110 others other NOUN crl-16603 46 111 like like ADP crl-16603 46 112 class120 class120 NOUN crl-16603 46 113 use use VERB crl-16603 46 114 mobile mobile NOUN crl-16603 46 115 applications application NOUN crl-16603 46 116 ’ ' PUNCT crl-16603 46 117 geolocation geolocation NOUN crl-16603 46 118 ability ability NOUN crl-16603 46 119 to to PART crl-16603 46 120 create create VERB crl-16603 46 121 “ " PUNCT crl-16603 46 122 digital digital ADJ crl-16603 46 123 fences fence NOUN crl-16603 46 124 ” " PUNCT crl-16603 46 125 around around ADP crl-16603 46 126 classroom classroom NOUN crl-16603 46 127 areas area NOUN crl-16603 46 128 . . PUNCT crl-16603 47 1 when when SCONJ crl-16603 47 2 students student NOUN crl-16603 47 3 are be AUX crl-16603 47 4 not not PART crl-16603 47 5 inside inside ADP crl-16603 47 6 the the DET crl-16603 47 7 fence fence NOUN crl-16603 47 8 when when SCONJ crl-16603 47 9 the the DET crl-16603 47 10 class class NOUN crl-16603 47 11 is be AUX crl-16603 47 12 in in ADP crl-16603 47 13 session session NOUN crl-16603 47 14 , , PUNCT crl-16603 47 15 the the DET crl-16603 47 16 system system NOUN crl-16603 47 17 marks mark VERB crl-16603 47 18 them they PRON crl-16603 47 19 absent absent ADJ crl-16603 47 20 and and CCONJ crl-16603 47 21 can can AUX crl-16603 47 22 alert alert VERB crl-16603 47 23 institutional institutional ADJ crl-16603 47 24 representatives representative NOUN crl-16603 47 25 — — PUNCT crl-16603 47 26 or or CCONJ crl-16603 47 27 even even ADV crl-16603 47 28 the the DET crl-16603 47 29 students student NOUN crl-16603 47 30 ’ ’ PART crl-16603 47 31 parents.35 parents.35 NOUN crl-16603 47 32 advising advise VERB crl-16603 47 33 is be AUX crl-16603 47 34 a a DET crl-16603 47 35 key key ADJ crl-16603 47 36 variable variable NOUN crl-16603 47 37 in in ADP crl-16603 47 38 student student NOUN crl-16603 47 39 academic academic ADJ crl-16603 47 40 achievement,36 achievement,36 ADV crl-16603 47 41 so so SCONJ crl-16603 47 42 matching match VERB crl-16603 47 43 students student NOUN crl-16603 47 44 with with ADP crl-16603 47 45 the the DET crl-16603 47 46 most most ADV crl-16603 47 47 appropriate appropriate ADJ crl-16603 47 48 academic academic ADJ crl-16603 47 49 path path NOUN crl-16603 47 50 is be AUX crl-16603 47 51 often often ADV crl-16603 47 52 a a DET crl-16603 47 53 driving drive VERB crl-16603 47 54 goal goal NOUN crl-16603 47 55 for for ADP crl-16603 47 56 la la ADJ crl-16603 47 57 initiatives initiative NOUN crl-16603 47 58 . . PUNCT crl-16603 48 1 heis heis PROPN crl-16603 48 2 have have AUX crl-16603 48 3 turned turn VERB crl-16603 48 4 to to ADP crl-16603 48 5 eadvising eadvising NOUN crl-16603 48 6 systems system NOUN crl-16603 48 7 that that PRON crl-16603 48 8 use use VERB crl-16603 48 9 big big ADJ crl-16603 48 10 data datum NOUN crl-16603 48 11 tools tool NOUN crl-16603 48 12 and and CCONJ crl-16603 48 13 techniques technique NOUN crl-16603 48 14 to to PART crl-16603 48 15 analyze analyze VERB crl-16603 48 16 student student NOUN crl-16603 48 17 profiles profile NOUN crl-16603 48 18 , , PUNCT crl-16603 48 19 predict predict VERB crl-16603 48 20 a a DET crl-16603 48 21 student student NOUN crl-16603 48 22 ’s ’s PART crl-16603 48 23 chances chance NOUN crl-16603 48 24 of of ADP crl-16603 48 25 success success NOUN crl-16603 48 26 , , PUNCT crl-16603 48 27 and and CCONJ crl-16603 48 28 suggest suggest VERB crl-16603 48 29 interventions intervention NOUN crl-16603 48 30 to to PART crl-16603 48 31 keep keep VERB crl-16603 48 32 them they PRON crl-16603 48 33 on on ADP crl-16603 48 34 track track NOUN crl-16603 48 35 to to ADP crl-16603 48 36 graduation graduation NOUN crl-16603 48 37 . . PUNCT crl-16603 49 1 systems system NOUN crl-16603 49 2 like like ADP crl-16603 49 3 degree degree NOUN crl-16603 49 4 compass compass NOUN crl-16603 49 5 consider consider VERB crl-16603 49 6 a a DET crl-16603 49 7 student student NOUN crl-16603 49 8 ’s ’s NOUN crl-16603 49 9 selected select VERB crl-16603 49 10 major major ADJ crl-16603 49 11 and and CCONJ crl-16603 49 12 his his PRON crl-16603 49 13 or or CCONJ crl-16603 49 14 her her PRON crl-16603 49 15 achievement achievement NOUN crl-16603 49 16 in in ADP crl-16603 49 17 past past ADJ crl-16603 49 18 courses course NOUN crl-16603 49 19 , , PUNCT crl-16603 49 20 comparing compare VERB crl-16603 49 21 that that DET crl-16603 49 22 achievement achievement NOUN crl-16603 49 23 with with ADP crl-16603 49 24 similar similar ADJ crl-16603 49 25 peers.37 peers.37 NOUN crl-16603 49 26 the the DET crl-16603 49 27 system system NOUN crl-16603 49 28 then then ADV crl-16603 49 29 nudges nudge VERB crl-16603 49 30 students student NOUN crl-16603 49 31 to to PART crl-16603 49 32 enroll enroll VERB crl-16603 49 33 in in ADP crl-16603 49 34 particular particular ADJ crl-16603 49 35 classes class NOUN crl-16603 49 36 that that PRON crl-16603 49 37 “ " PUNCT crl-16603 49 38 will will AUX crl-16603 49 39 best good ADJ crl-16603 49 40 help help VERB crl-16603 49 41 undergraduates undergraduate NOUN crl-16603 49 42 move move VERB crl-16603 49 43 through through ADP crl-16603 49 44 their their PRON crl-16603 49 45 programs program NOUN crl-16603 49 46 of of ADP crl-16603 49 47 study study NOUN crl-16603 49 48 most most ADV crl-16603 49 49 successfully successfully ADV crl-16603 49 50 — — PUNCT crl-16603 49 51 and and CCONJ crl-16603 49 52 most most ADV crl-16603 49 53 expeditiously expeditiously ADV crl-16603 49 54 . . PUNCT crl-16603 50 1 ”38 ”38 PROPN crl-16603 50 2 other other ADJ crl-16603 50 3 systems system NOUN crl-16603 50 4 penalize penalize VERB crl-16603 50 5 students student NOUN crl-16603 50 6 for for ADP crl-16603 50 7 not not PART crl-16603 50 8 making make VERB crl-16603 50 9 adequate adequate ADJ crl-16603 50 10 progress progress NOUN crl-16603 50 11 on on ADP crl-16603 50 12 their their PRON crl-16603 50 13 degrees degree NOUN crl-16603 50 14 or or CCONJ crl-16603 50 15 enrolling enrol VERB crl-16603 50 16 in in ADP crl-16603 50 17 courses course NOUN crl-16603 50 18 not not PART crl-16603 50 19 recommended recommend VERB crl-16603 50 20 to to PART crl-16603 50 21 them.39 them.39 VERB crl-16603 50 22 repercussions repercussion NOUN crl-16603 50 23 include include VERB crl-16603 50 24 forcing force VERB crl-16603 50 25 students student NOUN crl-16603 50 26 to to PART crl-16603 50 27 meet meet VERB crl-16603 50 28 with with ADP crl-16603 50 29 advisors advisor NOUN crl-16603 50 30 or or CCONJ crl-16603 50 31 choose choose VERB crl-16603 50 32 a a DET crl-16603 50 33 new new ADJ crl-16603 50 34 major major NOUN crl-16603 50 35 . . PUNCT crl-16603 51 1 learning learn VERB crl-16603 51 2 management management NOUN crl-16603 51 3 systems system NOUN crl-16603 51 4 ( ( PUNCT crl-16603 51 5 lmss lmss PROPN crl-16603 51 6 ) ) PUNCT crl-16603 51 7 , , PUNCT crl-16603 51 8 where where SCONJ crl-16603 51 9 instructors instructor NOUN crl-16603 51 10 facilitate facilitate VERB crl-16603 51 11 online online ADJ crl-16603 51 12 learning learning NOUN crl-16603 51 13 experiences experience NOUN crl-16603 51 14 for for ADP crl-16603 51 15 distance distance NOUN crl-16603 51 16 and and CCONJ crl-16603 51 17 on on ADP crl-16603 51 18 - - PUNCT crl-16603 51 19 campus campus NOUN crl-16603 51 20 students student NOUN crl-16603 51 21 alike alike ADV crl-16603 51 22 , , PUNCT crl-16603 51 23 often often ADV crl-16603 51 24 include include VERB crl-16603 51 25 relatively relatively ADV crl-16603 51 26 mature mature ADJ crl-16603 51 27 la la ADJ crl-16603 51 28 technology technology NOUN crl-16603 51 29 . . PUNCT crl-16603 52 1 these these DET crl-16603 52 2 spaces space NOUN crl-16603 52 3 capture capture VERB crl-16603 52 4 metadata metadata PROPN crl-16603 52 5 related relate VERB crl-16603 52 6 to to ADP crl-16603 52 7 system system NOUN crl-16603 52 8 ingress ingress NOUN crl-16603 52 9 and and CCONJ crl-16603 52 10 egress egress NOUN crl-16603 52 11 and and CCONJ crl-16603 52 12 student student NOUN crl-16603 52 13 interactions interaction NOUN crl-16603 52 14 with with ADP crl-16603 52 15 peers peer NOUN crl-16603 52 16 and and CCONJ crl-16603 52 17 learning learning NOUN crl-16603 52 18 objects object NOUN crl-16603 52 19 , , PUNCT crl-16603 52 20 in in ADP crl-16603 52 21 addition addition NOUN crl-16603 52 22 to to ADP crl-16603 52 23 content content NOUN crl-16603 52 24 that that SCONJ crl-16603 52 25 students student NOUN crl-16603 52 26 create create VERB crl-16603 52 27 and and CCONJ crl-16603 52 28 grades grade NOUN crl-16603 52 29 they they PRON crl-16603 52 30 earn earn VERB crl-16603 52 31 . . PUNCT crl-16603 53 1 la la ADJ crl-16603 53 2 tools tool NOUN crl-16603 53 3 like like ADP crl-16603 53 4 course course NOUN crl-16603 53 5 signals signal NOUN crl-16603 53 6 or or CCONJ crl-16603 53 7 desire2learn desire2learn VERB crl-16603 53 8 ’s ’s NUM crl-16603 53 9 insights insight NOUN crl-16603 53 10 measure measure VERB crl-16603 53 11 student student NOUN crl-16603 53 12 progress progress NOUN crl-16603 53 13 and and CCONJ crl-16603 53 14 peer peer NOUN crl-16603 53 15 engagement engagement NOUN crl-16603 53 16 via via ADP crl-16603 53 17 social social ADJ crl-16603 53 18 network network NOUN crl-16603 53 19 graphs graph NOUN crl-16603 53 20 , , PUNCT crl-16603 53 21 and and CCONJ crl-16603 53 22 from from ADP crl-16603 53 23 these these DET crl-16603 53 24 data datum NOUN crl-16603 53 25 try try VERB crl-16603 53 26 to to PART crl-16603 53 27 identify identify VERB crl-16603 53 28 at at ADP crl-16603 53 29 - - PUNCT crl-16603 53 30 risk risk NOUN crl-16603 53 31 students student NOUN crl-16603 53 32 . . PUNCT crl-16603 54 1 purdue purdue PROPN crl-16603 54 2 university university PROPN crl-16603 54 3 ’s ’s PART crl-16603 54 4 institutional institutional ADJ crl-16603 54 5 research research NOUN crl-16603 54 6 on on ADP crl-16603 54 7 their their PRON crl-16603 54 8 implementation implementation NOUN crl-16603 54 9 of of ADP crl-16603 54 10 course course NOUN crl-16603 54 11 signals signal NOUN crl-16603 54 12 found find VERB crl-16603 54 13 that that SCONJ crl-16603 54 14 it it PRON crl-16603 54 15 improved improve VERB crl-16603 54 16 retention retention NOUN crl-16603 54 17 , , PUNCT crl-16603 54 18 graduation graduation NOUN crl-16603 54 19 rates rate NOUN crl-16603 54 20 , , PUNCT crl-16603 54 21 and and CCONJ crl-16603 54 22 grades,40 grades,40 VERB crl-16603 54 23 though though SCONJ crl-16603 54 24 some some PRON crl-16603 54 25 have have AUX crl-16603 54 26 called call VERB crl-16603 54 27 into into ADP crl-16603 54 28 question question NOUN crl-16603 54 29 the the DET crl-16603 54 30 statistical statistical ADJ crl-16603 54 31 validity validity NOUN crl-16603 54 32 of of ADP crl-16603 54 33 the the DET crl-16603 54 34 university university NOUN crl-16603 54 35 ’s ’s NOUN crl-16603 54 36 findings.41 findings.41 NOUN crl-16603 54 37 some some DET crl-16603 54 38 institutions institution NOUN crl-16603 54 39 and and CCONJ crl-16603 54 40 researchers researcher NOUN crl-16603 54 41 seek seek VERB crl-16603 54 42 to to PART crl-16603 54 43 augment augment VERB crl-16603 54 44 learner learner NOUN crl-16603 54 45 data datum NOUN crl-16603 54 46 in in ADP crl-16603 54 47 lmss lmss PROPN crl-16603 54 48 with with ADP crl-16603 54 49 biometric biometric ADJ crl-16603 54 50 and and CCONJ crl-16603 54 51 other other ADJ crl-16603 54 52 sensor sensor NOUN crl-16603 54 53 data datum NOUN crl-16603 54 54 from from ADP crl-16603 54 55 fitness fitness NOUN crl-16603 54 56 trackers tracker NOUN crl-16603 54 57 . . PUNCT crl-16603 55 1 oral oral PROPN crl-16603 55 2 roberts roberts PROPN crl-16603 55 3 university university PROPN crl-16603 55 4 now now ADV crl-16603 55 5 pressures pressure VERB crl-16603 55 6 its its PRON crl-16603 55 7 incoming incoming ADJ crl-16603 55 8 classes class NOUN crl-16603 55 9 to to PART crl-16603 55 10 purchase purchase VERB crl-16603 55 11 fitbits fitbit NOUN crl-16603 55 12 , , PUNCT crl-16603 55 13 arguing argue VERB crl-16603 55 14 that that SCONJ crl-16603 55 15 measuring measure VERB crl-16603 55 16 student student NOUN crl-16603 55 17 movement movement NOUN crl-16603 55 18 is be AUX crl-16603 55 19 part part NOUN crl-16603 55 20 and and CCONJ crl-16603 55 21 parcel parcel NOUN crl-16603 55 22 of of ADP crl-16603 55 23 fulfilling fulfil VERB crl-16603 55 24 the the DET crl-16603 55 25 institution institution NOUN crl-16603 55 26 ’s ’s PART crl-16603 55 27 mission mission NOUN crl-16603 55 28 of of ADP crl-16603 55 29 educating educate VERB crl-16603 55 30 the the DET crl-16603 55 31 mind mind NOUN crl-16603 55 32 as as ADV crl-16603 55 33 well well ADV crl-16603 55 34 as as ADP crl-16603 55 35 308 308 NUM crl-16603 55 36 college college PROPN crl-16603 55 37 & & CCONJ crl-16603 55 38 research research PROPN crl-16603 55 39 libraries library NOUN crl-16603 55 40 april april PROPN crl-16603 55 41 2018 2018 NUM crl-16603 55 42 the the DET crl-16603 55 43 body body NOUN crl-16603 55 44 and and CCONJ crl-16603 55 45 spirit.42 spirit.42 NOUN crl-16603 55 46 step step NOUN crl-16603 55 47 and and CCONJ crl-16603 55 48 heart heart NOUN crl-16603 55 49 - - PUNCT crl-16603 55 50 rate rate NOUN crl-16603 55 51 data datum NOUN crl-16603 55 52 from from ADP crl-16603 55 53 the the DET crl-16603 55 54 fitbits fitbit NOUN crl-16603 55 55 are be AUX crl-16603 55 56 automatically automatically ADV crl-16603 55 57 sent send VERB crl-16603 55 58 to to ADP crl-16603 55 59 the the DET crl-16603 55 60 lms lm NOUN crl-16603 55 61 and and CCONJ crl-16603 55 62 graded grade VERB crl-16603 55 63 , , PUNCT crl-16603 55 64 but but CCONJ crl-16603 55 65 grades grade NOUN crl-16603 55 66 are be AUX crl-16603 55 67 lowered lower VERB crl-16603 55 68 if if SCONJ crl-16603 55 69 they they PRON crl-16603 55 70 opt opt VERB crl-16603 55 71 out.43 out.43 ADJ crl-16603 55 72 similarly similarly ADV crl-16603 55 73 , , PUNCT crl-16603 55 74 the the DET crl-16603 55 75 bill bill NOUN crl-16603 55 76 and and CCONJ crl-16603 55 77 melinda melinda PROPN crl-16603 55 78 gates gates PROPN crl-16603 55 79 foundation foundation NOUN crl-16603 55 80 has have AUX crl-16603 55 81 funded fund VERB crl-16603 55 82 $ $ SYM crl-16603 55 83 1.4 1.4 NUM crl-16603 55 84 million million NUM crl-16603 55 85 in in ADP crl-16603 55 86 research research NOUN crl-16603 55 87 to to PART crl-16603 55 88 build build VERB crl-16603 55 89 and and CCONJ crl-16603 55 90 develop develop VERB crl-16603 55 91 a a DET crl-16603 55 92 so so ADV crl-16603 55 93 - - PUNCT crl-16603 55 94 called call VERB crl-16603 55 95 “ " PUNCT crl-16603 55 96 engagement engagement NOUN crl-16603 55 97 pedometer pedometer NOUN crl-16603 55 98 , , PUNCT crl-16603 55 99 ” " PUNCT crl-16603 55 100 which which PRON crl-16603 55 101 uses use VERB crl-16603 55 102 galvanic galvanic ADJ crl-16603 55 103 skin skin NOUN crl-16603 55 104 response response NOUN crl-16603 55 105 sensors sensor NOUN crl-16603 55 106 to to PART crl-16603 55 107 inform inform VERB crl-16603 55 108 instructors instructor NOUN crl-16603 55 109 in in ADP crl-16603 55 110 real real ADJ crl-16603 55 111 time time NOUN crl-16603 55 112 “ " PUNCT crl-16603 55 113 which which DET crl-16603 55 114 kids kid NOUN crl-16603 55 115 are be AUX crl-16603 55 116 tuned tune VERB crl-16603 55 117 in in ADV crl-16603 55 118 and and CCONJ crl-16603 55 119 which which PRON crl-16603 55 120 are be AUX crl-16603 55 121 zoned zone VERB crl-16603 55 122 out out ADP crl-16603 55 123 . . PUNCT crl-16603 55 124 ”44 ”44 NOUN crl-16603 56 1 in in ADP crl-16603 56 2 the the DET crl-16603 56 3 same same ADJ crl-16603 56 4 vein vein NOUN crl-16603 56 5 , , PUNCT crl-16603 56 6 emerging emerge VERB crl-16603 56 7 research research NOUN crl-16603 56 8 is be AUX crl-16603 56 9 adapting adapt VERB crl-16603 56 10 facial facial ADJ crl-16603 56 11 recognition recognition NOUN crl-16603 56 12 software software NOUN crl-16603 56 13 to to PART crl-16603 56 14 manage manage VERB crl-16603 56 15 attendance attendance NOUN crl-16603 56 16 - - PUNCT crl-16603 56 17 taking taking NOUN crl-16603 56 18 in in ADP crl-16603 56 19 large large ADJ crl-16603 56 20 classrooms classroom NOUN crl-16603 56 21 and and CCONJ crl-16603 56 22 determine determine VERB crl-16603 56 23 how how SCONJ crl-16603 56 24 engaged engaged ADJ crl-16603 56 25 students student NOUN crl-16603 56 26 are be AUX crl-16603 56 27 in in ADP crl-16603 56 28 lessons lesson NOUN crl-16603 56 29 by by ADP crl-16603 56 30 analyzing analyze VERB crl-16603 56 31 facial facial ADJ crl-16603 56 32 movements.45 movements.45 NOUN crl-16603 56 33 other other ADJ crl-16603 56 34 research research NOUN crl-16603 56 35 used use VERB crl-16603 56 36 passive passive ADJ crl-16603 56 37 sensors sensor NOUN crl-16603 56 38 from from ADP crl-16603 56 39 mobile mobile ADJ crl-16603 56 40 phones phone NOUN crl-16603 56 41 to to PART crl-16603 56 42 infer infer VERB crl-16603 56 43 social social ADJ crl-16603 56 44 and and CCONJ crl-16603 56 45 study study NOUN crl-16603 56 46 behaviors behavior NOUN crl-16603 56 47 by by ADP crl-16603 56 48 analyzing analyze VERB crl-16603 56 49 conversations conversation NOUN crl-16603 56 50 and and CCONJ crl-16603 56 51 gps gps NOUN crl-16603 56 52 - - PUNCT crl-16603 56 53 plotted plot VERB crl-16603 56 54 movements.46 movements.46 NOUN crl-16603 56 55 the the DET crl-16603 56 56 data datum NOUN crl-16603 56 57 were be AUX crl-16603 56 58 then then ADV crl-16603 56 59 correlated correlate VERB crl-16603 56 60 with with ADP crl-16603 56 61 grade grade NOUN crl-16603 56 62 point point NOUN crl-16603 56 63 averages average NOUN crl-16603 56 64 to to PART crl-16603 56 65 determine determine VERB crl-16603 56 66 what what DET crl-16603 56 67 kind kind NOUN crl-16603 56 68 of of ADP crl-16603 56 69 behaviors behavior NOUN crl-16603 56 70 related relate VERB crl-16603 56 71 to to ADP crl-16603 56 72 higher high ADJ crl-16603 56 73 grade grade NOUN crl-16603 56 74 outcomes outcome NOUN crl-16603 56 75 . . PUNCT crl-16603 57 1 analytics analytic NOUN crl-16603 57 2 from from ADP crl-16603 57 3 emerging emerge VERB crl-16603 57 4 flows flow NOUN crl-16603 57 5 of of ADP crl-16603 57 6 student student NOUN crl-16603 57 7 information information NOUN crl-16603 57 8 are be AUX crl-16603 57 9 usually usually ADV crl-16603 57 10 accessible accessible ADJ crl-16603 57 11 to to ADP crl-16603 57 12 institutional institutional ADJ crl-16603 57 13 actors actor NOUN crl-16603 57 14 ( ( PUNCT crl-16603 57 15 such such ADJ crl-16603 57 16 as as ADP crl-16603 57 17 instructors instructor NOUN crl-16603 57 18 , , PUNCT crl-16603 57 19 advisors advisor NOUN crl-16603 57 20 , , PUNCT crl-16603 57 21 and and CCONJ crl-16603 57 22 administrators administrator NOUN crl-16603 57 23 ) ) PUNCT crl-16603 57 24 only only ADV crl-16603 57 25 , , PUNCT crl-16603 57 26 though though SCONJ crl-16603 57 27 some some DET crl-16603 57 28 proponents proponent NOUN crl-16603 57 29 of of ADP crl-16603 57 30 la la PROPN crl-16603 57 31 argue argue VERB crl-16603 57 32 that that SCONJ crl-16603 57 33 enabling enable VERB crl-16603 57 34 students student NOUN crl-16603 57 35 to to PART crl-16603 57 36 view view VERB crl-16603 57 37 their their PRON crl-16603 57 38 data data NOUN crl-16603 57 39 dashboards dashboard NOUN crl-16603 57 40 could could AUX crl-16603 57 41 reap reap VERB crl-16603 57 42 benefits benefit NOUN crl-16603 57 43 . . PUNCT crl-16603 58 1 couched couch VERB crl-16603 58 2 in in ADP crl-16603 58 3 terms term NOUN crl-16603 58 4 of of ADP crl-16603 58 5 the the DET crl-16603 58 6 quantified quantify VERB crl-16603 58 7 - - PUNCT crl-16603 58 8 self self NOUN crl-16603 58 9 movement movement NOUN crl-16603 58 10 , , PUNCT crl-16603 58 11 researchers researcher NOUN crl-16603 58 12 argue argue VERB crl-16603 58 13 that that SCONJ crl-16603 58 14 visualizing visualize VERB crl-16603 58 15 learning learn VERB crl-16603 58 16 progress progress NOUN crl-16603 58 17 and and CCONJ crl-16603 58 18 behaviors behavior NOUN crl-16603 58 19 can can AUX crl-16603 58 20 improve improve VERB crl-16603 58 21 student student NOUN crl-16603 58 22 decisions decision NOUN crl-16603 58 23 , , PUNCT crl-16603 58 24 motivate motivate VERB crl-16603 58 25 them they PRON crl-16603 58 26 , , PUNCT crl-16603 58 27 and and CCONJ crl-16603 58 28 enhance enhance VERB crl-16603 58 29 their their PRON crl-16603 58 30 autonomy autonomy NOUN crl-16603 58 31 as as ADV crl-16603 58 32 well well ADV crl-16603 58 33 as as ADP crl-16603 58 34 enabling enable VERB crl-16603 58 35 them they PRON crl-16603 58 36 to to PART crl-16603 58 37 set set VERB crl-16603 58 38 goals goal NOUN crl-16603 58 39 and and CCONJ crl-16603 58 40 see see VERB crl-16603 58 41 how how SCONJ crl-16603 58 42 behavioral behavioral ADJ crl-16603 58 43 changes change NOUN crl-16603 58 44 affect affect VERB crl-16603 58 45 learning learn VERB crl-16603 58 46 outcomes.47 outcomes.47 ADP crl-16603 58 47 la la PROPN crl-16603 58 48 tools tool NOUN crl-16603 58 49 like like ADP crl-16603 58 50 purdue purdue PROPN crl-16603 58 51 university university NOUN crl-16603 58 52 ’s ’s PART crl-16603 58 53 “ " PUNCT crl-16603 58 54 pattern pattern NOUN crl-16603 58 55 ” " PUNCT crl-16603 58 56 mobile mobile ADJ crl-16603 58 57 application application NOUN crl-16603 58 58 are be AUX crl-16603 58 59 beginning begin VERB crl-16603 58 60 to to PART crl-16603 58 61 integrate integrate VERB crl-16603 58 62 graphs graph NOUN crl-16603 58 63 and and CCONJ crl-16603 58 64 metrics metric NOUN crl-16603 58 65 to to PART crl-16603 58 66 inform inform VERB crl-16603 58 67 students student NOUN crl-16603 58 68 of of ADP crl-16603 58 69 their their PRON crl-16603 58 70 progress progress NOUN crl-16603 58 71 and and CCONJ crl-16603 58 72 how how SCONJ crl-16603 58 73 they they PRON crl-16603 58 74 compare compare VERB crl-16603 58 75 with with ADP crl-16603 58 76 their their PRON crl-16603 58 77 peers peer NOUN crl-16603 58 78 . . PUNCT crl-16603 59 1 to to ADP crl-16603 59 2 date date NOUN crl-16603 59 3 , , PUNCT crl-16603 59 4 the the DET crl-16603 59 5 level level NOUN crl-16603 59 6 of of ADP crl-16603 59 7 access access NOUN crl-16603 59 8 a a DET crl-16603 59 9 student student NOUN crl-16603 59 10 has have VERB crl-16603 59 11 to to ADP crl-16603 59 12 data datum NOUN crl-16603 59 13 and and CCONJ crl-16603 59 14 analytics analytic NOUN crl-16603 59 15 about about ADP crl-16603 59 16 herself herself PRON crl-16603 59 17 is be AUX crl-16603 59 18 still still ADV crl-16603 59 19 low low ADJ crl-16603 59 20 , , PUNCT crl-16603 59 21 but but CCONJ crl-16603 59 22 access access NOUN crl-16603 59 23 by by ADP crl-16603 59 24 institutional institutional ADJ crl-16603 59 25 actors actor NOUN crl-16603 59 26 is be AUX crl-16603 59 27 high high ADJ crl-16603 59 28 . . PUNCT crl-16603 60 1 academic academic ADJ crl-16603 60 2 libraries library NOUN crl-16603 60 3 , , PUNCT crl-16603 60 4 learning learn VERB crl-16603 60 5 analytics analytic NOUN crl-16603 60 6 , , PUNCT crl-16603 60 7 and and CCONJ crl-16603 60 8 ethical ethical ADJ crl-16603 60 9 challenges challenge NOUN crl-16603 60 10 academic academic ADJ crl-16603 60 11 libraries library NOUN crl-16603 60 12 and and CCONJ crl-16603 60 13 learning learn VERB crl-16603 60 14 analytics analytic NOUN crl-16603 60 15 academic academic ADJ crl-16603 60 16 libraries library NOUN crl-16603 60 17 have have AUX crl-16603 60 18 rigorously rigorously ADV crl-16603 60 19 evaluated evaluate VERB crl-16603 60 20 their their PRON crl-16603 60 21 services service NOUN crl-16603 60 22 and and CCONJ crl-16603 60 23 collections collection NOUN crl-16603 60 24 with with ADP crl-16603 60 25 quantitative quantitative ADJ crl-16603 60 26 and and CCONJ crl-16603 60 27 qualitative qualitative ADJ crl-16603 60 28 methods method NOUN crl-16603 60 29 for for ADP crl-16603 60 30 decades decade NOUN crl-16603 60 31 . . PUNCT crl-16603 61 1 more more ADV crl-16603 61 2 recently recently ADV crl-16603 61 3 , , PUNCT crl-16603 61 4 some some DET crl-16603 61 5 libraries library NOUN crl-16603 61 6 have have AUX crl-16603 61 7 built build VERB crl-16603 61 8 la la PRON crl-16603 61 9 capacity capacity NOUN crl-16603 61 10 to to PART crl-16603 61 11 analyze analyze VERB crl-16603 61 12 student student NOUN crl-16603 61 13 behaviors behavior NOUN crl-16603 61 14 in in ADP crl-16603 61 15 library library PROPN crl-16603 61 16 information information NOUN crl-16603 61 17 systems system NOUN crl-16603 61 18 , , PUNCT crl-16603 61 19 often often ADV crl-16603 61 20 to to PART crl-16603 61 21 attest attest VERB crl-16603 61 22 to to ADP crl-16603 61 23 a a DET crl-16603 61 24 library library NOUN crl-16603 61 25 ’s ’s PART crl-16603 61 26 value value NOUN crl-16603 61 27 with with ADP crl-16603 61 28 respect respect NOUN crl-16603 61 29 to to ADP crl-16603 61 30 student student NOUN crl-16603 61 31 learning learn VERB crl-16603 61 32 outcomes.48 outcomes.48 NOUN crl-16603 61 33 research research NOUN crl-16603 61 34 projects project NOUN crl-16603 61 35 have have AUX crl-16603 61 36 begun begin VERB crl-16603 61 37 to to PART crl-16603 61 38 consider consider VERB crl-16603 61 39 the the DET crl-16603 61 40 relationship relationship NOUN crl-16603 61 41 between between ADP crl-16603 61 42 library library NOUN crl-16603 61 43 services service NOUN crl-16603 61 44 and and CCONJ crl-16603 61 45 grades grade NOUN crl-16603 61 46 , , PUNCT crl-16603 61 47 retention retention NOUN crl-16603 61 48 , , PUNCT crl-16603 61 49 and and CCONJ crl-16603 61 50 achievement achievement NOUN crl-16603 61 51 , , PUNCT crl-16603 61 52 representing represent VERB crl-16603 61 53 a a DET crl-16603 61 54 “ " PUNCT crl-16603 61 55 significant significant ADJ crl-16603 61 56 turn turn NOUN crl-16603 61 57 ” " PUNCT crl-16603 61 58 in in ADP crl-16603 61 59 assessment assessment NOUN crl-16603 61 60 and and CCONJ crl-16603 61 61 evaluation.49 evaluation.49 VERB crl-16603 61 62 the the DET crl-16603 61 63 shift shift NOUN crl-16603 61 64 from from ADP crl-16603 61 65 studying study VERB crl-16603 61 66 student student NOUN crl-16603 61 67 experience experience NOUN crl-16603 61 68 in in ADP crl-16603 61 69 libraries library NOUN crl-16603 61 70 to to PART crl-16603 61 71 student student NOUN crl-16603 61 72 achievement achievement NOUN crl-16603 61 73 reflects reflect VERB crl-16603 61 74 contemporary contemporary ADJ crl-16603 61 75 pressures pressure NOUN crl-16603 61 76 on on ADP crl-16603 61 77 heis heis PROPN crl-16603 61 78 , , PUNCT crl-16603 61 79 according accord VERB crl-16603 61 80 to to ADP crl-16603 61 81 the the DET crl-16603 61 82 association association NOUN crl-16603 61 83 of of ADP crl-16603 61 84 college college PROPN crl-16603 61 85 and and CCONJ crl-16603 61 86 research research NOUN crl-16603 61 87 libraries.50 libraries.50 NOUN crl-16603 61 88 its its PRON crl-16603 61 89 report report NOUN crl-16603 61 90 stresses stress VERB crl-16603 61 91 that that SCONJ crl-16603 61 92 libraries library NOUN crl-16603 61 93 are be AUX crl-16603 61 94 under under ADP crl-16603 61 95 increased increase VERB crl-16603 61 96 scrutiny scrutiny NOUN crl-16603 61 97 by by ADP crl-16603 61 98 institutional institutional ADJ crl-16603 61 99 accreditors accreditor NOUN crl-16603 61 100 and and CCONJ crl-16603 61 101 other other ADJ crl-16603 61 102 stakeholders stakeholder NOUN crl-16603 61 103 to to PART crl-16603 61 104 prove prove VERB crl-16603 61 105 that that SCONJ crl-16603 61 106 library library NOUN crl-16603 61 107 practices practice NOUN crl-16603 61 108 are be AUX crl-16603 61 109 aligned align VERB crl-16603 61 110 with with ADP crl-16603 61 111 institutional institutional ADJ crl-16603 61 112 needs need NOUN crl-16603 61 113 and and CCONJ crl-16603 61 114 enable enable VERB crl-16603 61 115 positive positive ADJ crl-16603 61 116 learning learning NOUN crl-16603 61 117 outcomes outcome NOUN crl-16603 61 118 . . PUNCT crl-16603 62 1 duderstadt duderstadt NOUN crl-16603 62 2 argues argue VERB crl-16603 62 3 that that SCONJ crl-16603 62 4 “ " PUNCT crl-16603 62 5 the the DET crl-16603 62 6 university university NOUN crl-16603 62 7 library library NOUN crl-16603 62 8 may may AUX crl-16603 62 9 be be AUX crl-16603 62 10 the the DET crl-16603 62 11 most most ADV crl-16603 62 12 important important ADJ crl-16603 62 13 observation observation NOUN crl-16603 62 14 post post NOUN crl-16603 62 15 for for ADP crl-16603 62 16 studying study VERB crl-16603 62 17 how how SCONJ crl-16603 62 18 students student NOUN crl-16603 62 19 really really ADV crl-16603 62 20 learn learn VERB crl-16603 62 21 , , PUNCT crl-16603 62 22 ” " PUNCT crl-16603 62 23 such such ADJ crl-16603 62 24 that that SCONJ crl-16603 62 25 joining join VERB crl-16603 62 26 datasets dataset NOUN crl-16603 62 27 within within ADP crl-16603 62 28 and and CCONJ crl-16603 62 29 outside outside ADV crl-16603 62 30 of of ADP crl-16603 62 31 the the DET crl-16603 62 32 library library NOUN crl-16603 62 33 will will AUX crl-16603 62 34 be be AUX crl-16603 62 35 key key ADJ crl-16603 62 36 to to ADP crl-16603 62 37 discovering discover VERB crl-16603 62 38 the the DET crl-16603 62 39 impact impact NOUN crl-16603 62 40 of of ADP crl-16603 62 41 library library NOUN crl-16603 62 42 services service NOUN crl-16603 62 43 and and CCONJ crl-16603 62 44 spaces space NOUN crl-16603 62 45 on on ADP crl-16603 62 46 student student NOUN crl-16603 62 47 learning.51 learning.51 NOUN crl-16603 62 48 while while SCONJ crl-16603 62 49 libraries library NOUN crl-16603 62 50 and and CCONJ crl-16603 62 51 library library NOUN crl-16603 62 52 researchers researcher NOUN crl-16603 62 53 have have AUX crl-16603 62 54 pursued pursue VERB crl-16603 62 55 data data NOUN crl-16603 62 56 mining mining NOUN crl-16603 62 57 for for ADP crl-16603 62 58 niche niche NOUN crl-16603 62 59 projects,52 projects,52 NOUN crl-16603 62 60 larger large ADJ crl-16603 62 61 - - PUNCT crl-16603 62 62 scale scale NOUN crl-16603 62 63 , , PUNCT crl-16603 62 64 big big ADJ crl-16603 62 65 data data NOUN crl-16603 62 66 - - PUNCT crl-16603 62 67 style style NOUN crl-16603 62 68 mining mining NOUN crl-16603 62 69 has have AUX crl-16603 62 70 proven prove VERB crl-16603 62 71 difficult difficult ADJ crl-16603 62 72 until until SCONJ crl-16603 62 73 libraries library NOUN crl-16603 62 74 began begin VERB crl-16603 62 75 working work VERB crl-16603 62 76 with with ADP crl-16603 62 77 other other ADJ crl-16603 62 78 campus campus NOUN crl-16603 62 79 departments department NOUN crl-16603 62 80 to to PART crl-16603 62 81 develop develop VERB crl-16603 62 82 data data NOUN crl-16603 62 83 warehouses warehouse NOUN crl-16603 62 84 and and CCONJ crl-16603 62 85 analytic analytic ADJ crl-16603 62 86 capacity.53 capacity.53 NOUN crl-16603 62 87 for for ADP crl-16603 62 88 instance instance NOUN crl-16603 62 89 , , PUNCT crl-16603 62 90 jantti jantti PROPN crl-16603 62 91 and and CCONJ crl-16603 62 92 cox cox PROPN crl-16603 62 93 joined join VERB crl-16603 62 94 “ " PUNCT crl-16603 62 95 as as ADV crl-16603 62 96 many many ADJ crl-16603 62 97 datasets dataset NOUN crl-16603 62 98 as as ADP crl-16603 62 99 ethically ethically ADV crl-16603 62 100 , , PUNCT crl-16603 62 101 politically politically ADV crl-16603 62 102 , , PUNCT crl-16603 62 103 and and CCONJ crl-16603 62 104 technically technically ADV crl-16603 62 105 possible possible ADJ crl-16603 62 106 , , PUNCT crl-16603 62 107 ” " PUNCT crl-16603 62 108 mirroring mirror VERB crl-16603 62 109 the the DET crl-16603 62 110 big big ADJ crl-16603 62 111 data data NOUN crl-16603 62 112 ethos ethos NOUN crl-16603 62 113 motivating motivating NOUN crl-16603 62 114 many many ADJ crl-16603 62 115 la la ADV crl-16603 62 116 initiatives.54 initiatives.54 PROPN crl-16603 62 117 the the DET crl-16603 62 118 huddersfield huddersfield PROPN crl-16603 62 119 university university PROPN crl-16603 62 120 ( ( PUNCT crl-16603 62 121 hu hu PROPN crl-16603 62 122 ) ) PUNCT crl-16603 62 123 library library PROPN crl-16603 62 124 impact impact NOUN crl-16603 62 125 data datum NOUN crl-16603 62 126 project project NOUN crl-16603 62 127 ( ( PUNCT crl-16603 62 128 lidp lidp PROPN crl-16603 62 129 ) ) PUNCT crl-16603 62 130 sought seek VERB crl-16603 62 131 a a DET crl-16603 62 132 correlation correlation NOUN crl-16603 62 133 between between ADP crl-16603 62 134 library library NOUN crl-16603 62 135 activity activity NOUN crl-16603 62 136 data datum NOUN crl-16603 62 137 and and CCONJ crl-16603 62 138 degree degree NOUN crl-16603 62 139 attainment.55 attainment.55 NOUN crl-16603 62 140 researchers researcher NOUN crl-16603 62 141 analyzed analyze VERB crl-16603 62 142 circulation circulation NOUN crl-16603 62 143 data datum NOUN crl-16603 62 144 from from ADP crl-16603 62 145 the the DET crl-16603 62 146 university university NOUN crl-16603 62 147 ’s ’s PART crl-16603 62 148 integrated integrate VERB crl-16603 62 149 library library NOUN crl-16603 62 150 system system NOUN crl-16603 62 151 , , PUNCT crl-16603 62 152 eresource eresource NOUN crl-16603 62 153 access access NOUN crl-16603 62 154 , , PUNCT crl-16603 62 155 and and CCONJ crl-16603 62 156 student student NOUN crl-16603 62 157 entries entry NOUN crl-16603 62 158 into into ADP crl-16603 62 159 the the DET crl-16603 62 160 library library NOUN crl-16603 62 161 . . PUNCT crl-16603 63 1 they they PRON crl-16603 63 2 removed remove VERB crl-16603 63 3 student student NOUN crl-16603 63 4 identifiers identifier NOUN crl-16603 63 5 and and CCONJ crl-16603 63 6 minimized minimized ADJ crl-16603 63 7 datasets dataset NOUN crl-16603 63 8 , , PUNCT crl-16603 63 9 which which PRON crl-16603 63 10 maximized maximize VERB crl-16603 63 11 analyses analysis NOUN crl-16603 63 12 of of ADP crl-16603 63 13 demographic demographic ADJ crl-16603 63 14 and and CCONJ crl-16603 63 15 academic academic ADJ crl-16603 63 16 trends trend NOUN crl-16603 63 17 ( ( PUNCT crl-16603 63 18 for for ADP crl-16603 63 19 instance instance NOUN crl-16603 63 20 , , PUNCT crl-16603 63 21 to to PART crl-16603 63 22 find find VERB crl-16603 63 23 out out ADP crl-16603 63 24 correlations correlation NOUN crl-16603 63 25 among among ADP crl-16603 63 26 undergraduates undergraduate NOUN crl-16603 63 27 in in ADP crl-16603 63 28 humanities humanity NOUN crl-16603 63 29 departments department NOUN crl-16603 63 30 ) ) PUNCT crl-16603 63 31 while while SCONJ crl-16603 63 32 nominally nominally ADV crl-16603 63 33 protecting protect VERB crl-16603 63 34 against against ADP crl-16603 63 35 student student NOUN crl-16603 63 36 privacy privacy NOUN crl-16603 63 37 invasions invasion NOUN crl-16603 63 38 . . PUNCT crl-16603 64 1 learning learn VERB crl-16603 64 2 analytics analytic NOUN crl-16603 64 3 and and CCONJ crl-16603 64 4 the the DET crl-16603 64 5 academic academic ADJ crl-16603 64 6 library library NOUN crl-16603 64 7 309 309 NUM crl-16603 64 8 the the DET crl-16603 64 9 university university PROPN crl-16603 64 10 of of ADP crl-16603 64 11 minnesota minnesota PROPN crl-16603 64 12 – – PUNCT crl-16603 64 13 twin twin ADJ crl-16603 64 14 cities city NOUN crl-16603 64 15 ( ( PUNCT crl-16603 64 16 um um INTJ crl-16603 64 17 - - PUNCT crl-16603 64 18 tc tc NOUN crl-16603 64 19 ) ) PUNCT crl-16603 64 20 also also ADV crl-16603 64 21 researched research VERB crl-16603 64 22 the the DET crl-16603 64 23 correlation correlation NOUN crl-16603 64 24 between between ADP crl-16603 64 25 library library NOUN crl-16603 64 26 usage usage NOUN crl-16603 64 27 and and CCONJ crl-16603 64 28 student student NOUN crl-16603 64 29 outcomes outcome NOUN crl-16603 64 30 such such ADJ crl-16603 64 31 as as ADP crl-16603 64 32 retention retention NOUN crl-16603 64 33 and and CCONJ crl-16603 64 34 grade grade NOUN crl-16603 64 35 point point NOUN crl-16603 64 36 average.56 average.56 VERB crl-16603 64 37 um um INTJ crl-16603 64 38 - - PUNCT crl-16603 64 39 tc tc NOUN crl-16603 64 40 aggregated aggregated ADJ crl-16603 64 41 usage usage NOUN crl-16603 64 42 data datum NOUN crl-16603 64 43 from from ADP crl-16603 64 44 “ " PUNCT crl-16603 64 45 as as ADV crl-16603 64 46 many many ADJ crl-16603 64 47 different different ADJ crl-16603 64 48 library library NOUN crl-16603 64 49 services service NOUN crl-16603 64 50 and and CCONJ crl-16603 64 51 resources resource NOUN crl-16603 64 52 as as ADP crl-16603 64 53 possible possible ADJ crl-16603 64 54 , , PUNCT crl-16603 64 55 ” " PUNCT crl-16603 64 56 including include VERB crl-16603 64 57 : : PUNCT crl-16603 64 58 circulation circulation NOUN crl-16603 64 59 loans loan NOUN crl-16603 64 60 and and CCONJ crl-16603 64 61 renewals renewal NOUN crl-16603 64 62 ; ; PUNCT crl-16603 64 63 interlibrary interlibrary ADJ crl-16603 64 64 loan loan NOUN crl-16603 64 65 request request NOUN crl-16603 64 66 ; ; PUNCT crl-16603 64 67 database database PROPN crl-16603 64 68 , , PUNCT crl-16603 64 69 e e NOUN crl-16603 64 70 - - NOUN crl-16603 64 71 journal journal NOUN crl-16603 64 72 , , PUNCT crl-16603 64 73 e e NOUN crl-16603 64 74 - - NOUN crl-16603 64 75 book book NOUN crl-16603 64 76 , , PUNCT crl-16603 64 77 and and CCONJ crl-16603 64 78 website website NOUN crl-16603 64 79 usage usage NOUN crl-16603 64 80 ; ; PUNCT crl-16603 64 81 instruction instruction NOUN crl-16603 64 82 activity activity NOUN crl-16603 64 83 such such ADJ crl-16603 64 84 as as ADP crl-16603 64 85 workshop workshop NOUN crl-16603 64 86 registrations registration NOUN crl-16603 64 87 ; ; PUNCT crl-16603 64 88 and and CCONJ crl-16603 64 89 online online ADJ crl-16603 64 90 reference reference NOUN crl-16603 64 91 transactions.57 transactions.57 PROPN crl-16603 64 92 whereas whereas SCONJ crl-16603 64 93 hu hu PROPN crl-16603 64 94 stripped strip VERB crl-16603 64 95 identifying identify VERB crl-16603 64 96 characteristics characteristic NOUN crl-16603 64 97 from from ADP crl-16603 64 98 their their PRON crl-16603 64 99 datasets dataset NOUN crl-16603 64 100 , , PUNCT crl-16603 64 101 um um INTJ crl-16603 64 102 - - PUNCT crl-16603 64 103 tc tc NOUN crl-16603 64 104 kept keep VERB crl-16603 64 105 them they PRON crl-16603 64 106 intact intact ADJ crl-16603 64 107 at at ADP crl-16603 64 108 the the DET crl-16603 64 109 “ " PUNCT crl-16603 64 110 broad broad ADJ crl-16603 64 111 activity activity NOUN crl-16603 64 112 ” " PUNCT crl-16603 64 113 level level NOUN crl-16603 64 114 without without ADP crl-16603 64 115 tracking track VERB crl-16603 64 116 granular granular ADJ crl-16603 64 117 digital digital ADJ crl-16603 64 118 footprints footprint NOUN crl-16603 64 119 . . PUNCT crl-16603 65 1 for for ADP crl-16603 65 2 example example NOUN crl-16603 65 3 , , PUNCT crl-16603 65 4 um um INTJ crl-16603 65 5 - - PUNCT crl-16603 65 6 tc tc NOUN crl-16603 65 7 tracked track VERB crl-16603 65 8 a a DET crl-16603 65 9 student student NOUN crl-16603 65 10 ’s ’s NOUN crl-16603 65 11 entry entry NOUN crl-16603 65 12 into into ADP crl-16603 65 13 a a DET crl-16603 65 14 database database NOUN crl-16603 65 15 , , PUNCT crl-16603 65 16 but but CCONJ crl-16603 65 17 not not PART crl-16603 65 18 specific specific ADJ crl-16603 65 19 queries query NOUN crl-16603 65 20 ; ; PUNCT crl-16603 65 21 they they PRON crl-16603 65 22 collected collect VERB crl-16603 65 23 checkout checkout NOUN crl-16603 65 24 data datum NOUN crl-16603 65 25 , , PUNCT crl-16603 65 26 but but CCONJ crl-16603 65 27 without without ADP crl-16603 65 28 item item NOUN crl-16603 65 29 titles title NOUN crl-16603 65 30 and and CCONJ crl-16603 65 31 metadata metadata PROPN crl-16603 65 32 . . PUNCT crl-16603 66 1 the the DET crl-16603 66 2 library library PROPN crl-16603 66 3 la la PROPN crl-16603 66 4 literature literature PROPN crl-16603 66 5 cites cite VERB crl-16603 66 6 the the DET crl-16603 66 7 university university PROPN crl-16603 66 8 of of ADP crl-16603 66 9 wollongong wollongong PROPN crl-16603 66 10 ( ( PUNCT crl-16603 66 11 uow uow PROPN crl-16603 66 12 ) ) PUNCT crl-16603 66 13 for for ADP crl-16603 66 14 pioneering pioneering ADJ crl-16603 66 15 projects project NOUN crl-16603 66 16 in in ADP crl-16603 66 17 electronic electronic ADJ crl-16603 66 18 resource resource NOUN crl-16603 66 19 tracking.58 tracking.58 PROPN crl-16603 66 20 rubel rubel PROPN crl-16603 66 21 and and CCONJ crl-16603 66 22 zhang zhang PROPN crl-16603 66 23 explain explain VERB crl-16603 66 24 how how SCONJ crl-16603 66 25 academic academic ADJ crl-16603 66 26 libraries library NOUN crl-16603 66 27 use use VERB crl-16603 66 28 authentication authentication NOUN crl-16603 66 29 technologies technology NOUN crl-16603 66 30 , , PUNCT crl-16603 67 1 namely namely ADV crl-16603 67 2 internet internet NOUN crl-16603 67 3 protocol protocol NOUN crl-16603 67 4 ( ( PUNCT crl-16603 67 5 ip ip NOUN crl-16603 67 6 ) ) PUNCT crl-16603 67 7 address address NOUN crl-16603 67 8 filtering filtering NOUN crl-16603 67 9 and and CCONJ crl-16603 67 10 proxy proxy NOUN crl-16603 67 11 servers server NOUN crl-16603 67 12 , , PUNCT crl-16603 67 13 to to PART crl-16603 67 14 serve serve VERB crl-16603 67 15 licensed license VERB crl-16603 67 16 content.59 content.59 PRON crl-16603 67 17 students student NOUN crl-16603 67 18 identify identify VERB crl-16603 67 19 themselves themselves PRON crl-16603 67 20 to to ADP crl-16603 67 21 authentication authentication NOUN crl-16603 67 22 systems system NOUN crl-16603 67 23 by by ADP crl-16603 67 24 logging log VERB crl-16603 67 25 in in ADP crl-16603 67 26 ; ; PUNCT crl-16603 67 27 once once ADV crl-16603 67 28 logged log VERB crl-16603 67 29 in in ADP crl-16603 67 30 , , PUNCT crl-16603 67 31 they they PRON crl-16603 67 32 leave leave VERB crl-16603 67 33 traceable traceable ADJ crl-16603 67 34 digital digital ADJ crl-16603 67 35 exhaust exhaust NOUN crl-16603 67 36 that that PRON crl-16603 67 37 reveals reveal VERB crl-16603 67 38 their their PRON crl-16603 67 39 behavior behavior NOUN crl-16603 67 40 to to ADP crl-16603 67 41 libraries library NOUN crl-16603 67 42 , , PUNCT crl-16603 67 43 campus campus NOUN crl-16603 67 44 information information NOUN crl-16603 67 45 technology technology NOUN crl-16603 67 46 departments department NOUN crl-16603 67 47 , , PUNCT crl-16603 67 48 and and CCONJ crl-16603 67 49 even even ADV crl-16603 67 50 publishers publisher NOUN crl-16603 67 51 . . PUNCT crl-16603 68 1 uow uow PROPN crl-16603 68 2 ’s ’s PART crl-16603 68 3 “ " PUNCT crl-16603 68 4 library library NOUN crl-16603 68 5 cube cube NOUN crl-16603 68 6 ” " PUNCT crl-16603 68 7 is be AUX crl-16603 68 8 “ " PUNCT crl-16603 68 9 a a DET crl-16603 68 10 dataset dataset NOUN crl-16603 68 11 that that PRON crl-16603 68 12 joins join VERB crl-16603 68 13 usage usage NOUN crl-16603 68 14 of of ADP crl-16603 68 15 [ [ PUNCT crl-16603 68 16 uow uow PROPN crl-16603 68 17 library library PROPN crl-16603 68 18 ] ] PUNCT crl-16603 69 1 resources resource NOUN crl-16603 69 2 with with ADP crl-16603 69 3 enterprise enterprise NOUN crl-16603 69 4 systems system NOUN crl-16603 69 5 containing contain VERB crl-16603 69 6 student student NOUN crl-16603 69 7 demographic demographic ADJ crl-16603 69 8 data datum NOUN crl-16603 69 9 and and CCONJ crl-16603 69 10 academic academic ADJ crl-16603 69 11 performance performance NOUN crl-16603 69 12 using use VERB crl-16603 69 13 a a DET crl-16603 69 14 unique unique ADJ crl-16603 69 15 identifier identifier NOUN crl-16603 69 16 , , PUNCT crl-16603 69 17 the the DET crl-16603 69 18 student student NOUN crl-16603 69 19 number number NOUN crl-16603 69 20 . . PUNCT crl-16603 70 1 ”60 ”60 PUNCT crl-16603 71 1 the the DET crl-16603 71 2 cube cube PROPN crl-16603 71 3 tracks track VERB crl-16603 71 4 library library NOUN crl-16603 71 5 - - PUNCT crl-16603 71 6 related relate VERB crl-16603 71 7 data datum NOUN crl-16603 71 8 also also ADV crl-16603 71 9 , , PUNCT crl-16603 71 10 such such ADJ crl-16603 71 11 as as ADP crl-16603 71 12 the the DET crl-16603 71 13 total total ADJ crl-16603 71 14 number number NOUN crl-16603 71 15 of of ADP crl-16603 71 16 student student NOUN crl-16603 71 17 item item NOUN crl-16603 71 18 loans loan NOUN crl-16603 71 19 and and CCONJ crl-16603 71 20 electronic electronic ADJ crl-16603 71 21 usage usage NOUN crl-16603 71 22 information information NOUN crl-16603 71 23 from from ADP crl-16603 71 24 proxy proxy ADJ crl-16603 71 25 server server NOUN crl-16603 71 26 logs log NOUN crl-16603 71 27 , , PUNCT crl-16603 71 28 including include VERB crl-16603 71 29 access access NOUN crl-16603 71 30 points point NOUN crl-16603 71 31 , , PUNCT crl-16603 71 32 timestamps timestamp NOUN crl-16603 71 33 , , PUNCT crl-16603 71 34 duration duration NOUN crl-16603 71 35 data datum NOUN crl-16603 71 36 , , PUNCT crl-16603 71 37 and and CCONJ crl-16603 71 38 the the DET crl-16603 71 39 specific specific ADJ crl-16603 71 40 electronic electronic ADJ crl-16603 71 41 resources resource NOUN crl-16603 71 42 with with ADP crl-16603 71 43 which which PRON crl-16603 71 44 students student NOUN crl-16603 71 45 engage engage VERB crl-16603 71 46 . . PUNCT crl-16603 72 1 system system NOUN crl-16603 72 2 limitations limitation NOUN crl-16603 72 3 reduced reduce VERB crl-16603 72 4 the the DET crl-16603 72 5 authors author NOUN crl-16603 72 6 ’ ’ PART crl-16603 72 7 ability ability NOUN crl-16603 72 8 to to PART crl-16603 72 9 glean glean VERB crl-16603 72 10 more more ADJ crl-16603 72 11 information information NOUN crl-16603 72 12 about about ADP crl-16603 72 13 student student NOUN crl-16603 72 14 item item NOUN crl-16603 72 15 loans loan NOUN crl-16603 72 16 , , PUNCT crl-16603 72 17 though though SCONJ crl-16603 72 18 they they PRON crl-16603 72 19 leave leave VERB crl-16603 72 20 unclear unclear ADJ crl-16603 72 21 what what PRON crl-16603 72 22 they they PRON crl-16603 72 23 would would AUX crl-16603 72 24 have have AUX crl-16603 72 25 preferred prefer VERB crl-16603 72 26 to to PART crl-16603 72 27 analyze analyze VERB crl-16603 72 28 . . PUNCT crl-16603 73 1 in in ADP crl-16603 73 2 a a DET crl-16603 73 3 recent recent ADJ crl-16603 73 4 update update NOUN crl-16603 73 5 , , PUNCT crl-16603 73 6 jantti jantti PROPN crl-16603 73 7 notes note VERB crl-16603 73 8 that that SCONJ crl-16603 73 9 library library PROPN crl-16603 73 10 data datum NOUN crl-16603 73 11 now now ADV crl-16603 73 12 tells tell VERB crl-16603 73 13 instructors instructor NOUN crl-16603 73 14 whether whether SCONJ crl-16603 73 15 students student NOUN crl-16603 73 16 use use VERB crl-16603 73 17 library library NOUN crl-16603 73 18 resources resource NOUN crl-16603 73 19 , , PUNCT crl-16603 73 20 assuming assume VERB crl-16603 73 21 that that SCONJ crl-16603 73 22 students student NOUN crl-16603 73 23 are be AUX crl-16603 73 24 at at ADP crl-16603 73 25 academic academic ADJ crl-16603 73 26 risk risk NOUN crl-16603 73 27 when when SCONJ crl-16603 73 28 resource resource NOUN crl-16603 73 29 usage usage NOUN crl-16603 73 30 is be AUX crl-16603 73 31 low.61 low.61 ADJ crl-16603 73 32 they they PRON crl-16603 73 33 report report VERB crl-16603 73 34 that that SCONJ crl-16603 73 35 “ " PUNCT crl-16603 73 36 [ [ X crl-16603 73 37 t]he t]he PROPN crl-16603 73 38 act act NOUN crl-16603 73 39 of of ADP crl-16603 73 40 intervention intervention NOUN crl-16603 73 41 has have AUX crl-16603 73 42 been be AUX crl-16603 73 43 positive positive ADJ crl-16603 73 44 . . PUNCT crl-16603 74 1 when when SCONJ crl-16603 74 2 students student NOUN crl-16603 74 3 have have AUX crl-16603 74 4 been be AUX crl-16603 74 5 contacted contact VERB crl-16603 74 6 by by ADP crl-16603 74 7 their their PRON crl-16603 74 8 lecturer lecturer NOUN crl-16603 74 9 to to PART crl-16603 74 10 query query VERB crl-16603 74 11 their their PRON crl-16603 74 12 limited limited ADJ crl-16603 74 13 use use NOUN crl-16603 74 14 of of ADP crl-16603 74 15 library library NOUN crl-16603 74 16 [ [ X crl-16603 74 17 sic sic X crl-16603 74 18 ] ] X crl-16603 74 19 resources resource NOUN crl-16603 74 20 , , PUNCT crl-16603 74 21 uptake uptake PROPN crl-16603 74 22 was be AUX crl-16603 74 23 immediate immediate ADJ crl-16603 74 24 . . PUNCT crl-16603 74 25 ”62 ”62 PUNCT crl-16603 75 1 e e NOUN crl-16603 75 2 - - NOUN crl-16603 75 3 books book NOUN crl-16603 75 4 also also ADV crl-16603 75 5 enable enable VERB crl-16603 75 6 data data NOUN crl-16603 75 7 mining mining NOUN crl-16603 75 8 of of ADP crl-16603 75 9 student student NOUN crl-16603 75 10 behavior behavior NOUN crl-16603 75 11 . . PUNCT crl-16603 76 1 not not PART crl-16603 76 2 only only ADV crl-16603 76 3 do do AUX crl-16603 76 4 e e NOUN crl-16603 76 5 - - NOUN crl-16603 76 6 book book NOUN crl-16603 76 7 providers provider NOUN crl-16603 76 8 commonly commonly ADV crl-16603 76 9 track track VERB crl-16603 76 10 what what PRON crl-16603 76 11 individuals individual NOUN crl-16603 76 12 read read VERB crl-16603 76 13 and and CCONJ crl-16603 76 14 when when SCONJ crl-16603 76 15 , , PUNCT crl-16603 76 16 but but CCONJ crl-16603 76 17 they they PRON crl-16603 76 18 also also ADV crl-16603 76 19 analyze analyze VERB crl-16603 76 20 the the DET crl-16603 76 21 data datum NOUN crl-16603 76 22 to to PART crl-16603 76 23 provide provide VERB crl-16603 76 24 insight insight NOUN crl-16603 76 25 into into ADP crl-16603 76 26 how how SCONJ crl-16603 76 27 students student NOUN crl-16603 76 28 read read VERB crl-16603 76 29 and and CCONJ crl-16603 76 30 their their PRON crl-16603 76 31 comprehension comprehension NOUN crl-16603 76 32 rate.63 rate.63 NOUN crl-16603 76 33 moreover moreover ADV crl-16603 76 34 , , PUNCT crl-16603 76 35 ebook ebook VERB crl-16603 76 36 add add VERB crl-16603 76 37 - - PUNCT crl-16603 76 38 on on ADP crl-16603 76 39 services service NOUN crl-16603 76 40 include include VERB crl-16603 76 41 user user NOUN crl-16603 76 42 profiles profile NOUN crl-16603 76 43 that that PRON crl-16603 76 44 track track VERB crl-16603 76 45 reader reader NOUN crl-16603 76 46 interests interest NOUN crl-16603 76 47 and and CCONJ crl-16603 76 48 preferences.64 preferences.64 NOUN crl-16603 76 49 combined combine VERB crl-16603 76 50 with with ADP crl-16603 76 51 student student NOUN crl-16603 76 52 demographic demographic ADJ crl-16603 76 53 data datum NOUN crl-16603 76 54 and and CCONJ crl-16603 76 55 participatory participatory ADJ crl-16603 76 56 content content NOUN crl-16603 76 57 from from ADP crl-16603 76 58 e e NOUN crl-16603 76 59 - - NOUN crl-16603 76 60 book book NOUN crl-16603 76 61 spaces space NOUN crl-16603 76 62 ( ( PUNCT crl-16603 76 63 such such ADJ crl-16603 76 64 as as ADP crl-16603 76 65 collaborative collaborative ADJ crl-16603 76 66 annotations annotation NOUN crl-16603 76 67 and and CCONJ crl-16603 76 68 resource resource NOUN crl-16603 76 69 sharing sharing NOUN crl-16603 76 70 ) ) PUNCT crl-16603 76 71 , , PUNCT crl-16603 76 72 e e NOUN crl-16603 76 73 - - NOUN crl-16603 76 74 book book NOUN crl-16603 76 75 activity activity NOUN crl-16603 76 76 data datum NOUN crl-16603 76 77 may may AUX crl-16603 76 78 be be AUX crl-16603 76 79 used use VERB crl-16603 76 80 in in ADP crl-16603 76 81 la la PROPN crl-16603 76 82 research.65 research.65 NOUN crl-16603 76 83 like like ADP crl-16603 76 84 wider wide ADJ crl-16603 76 85 institutional institutional ADJ crl-16603 76 86 la la ADJ crl-16603 76 87 projects project NOUN crl-16603 76 88 , , PUNCT crl-16603 76 89 academic academic ADJ crl-16603 76 90 libraries library NOUN crl-16603 76 91 seek seek VERB crl-16603 76 92 data datum NOUN crl-16603 76 93 from from ADP crl-16603 76 94 their their PRON crl-16603 76 95 physical physical ADJ crl-16603 76 96 environments environment NOUN crl-16603 76 97 via via ADP crl-16603 76 98 so so ADV crl-16603 76 99 - - PUNCT crl-16603 76 100 called call VERB crl-16603 76 101 “ " PUNCT crl-16603 76 102 location location NOUN crl-16603 76 103 intelligence intelligence NOUN crl-16603 76 104 ” " PUNCT crl-16603 76 105 technologies.66 technologies.66 ADP crl-16603 76 106 the the DET crl-16603 76 107 measure measure NOUN crl-16603 76 108 the the DET crl-16603 76 109 future future ADJ crl-16603 76 110 team team NOUN crl-16603 76 111 is be AUX crl-16603 76 112 building build VERB crl-16603 76 113 technical technical ADJ crl-16603 76 114 capacity capacity NOUN crl-16603 76 115 for for ADP crl-16603 76 116 physical physical ADJ crl-16603 76 117 - - PUNCT crl-16603 76 118 space space NOUN crl-16603 76 119 surveillance surveillance NOUN crl-16603 76 120 , , PUNCT crl-16603 76 121 using use VERB crl-16603 76 122 computer computer NOUN crl-16603 76 123 vision vision NOUN crl-16603 76 124 techniques technique NOUN crl-16603 76 125 with with ADP crl-16603 76 126 open open ADJ crl-16603 76 127 source source NOUN crl-16603 76 128 hardware hardware NOUN crl-16603 76 129 and and CCONJ crl-16603 76 130 software software NOUN crl-16603 76 131 to to PART crl-16603 76 132 record record VERB crl-16603 76 133 and and CCONJ crl-16603 76 134 analyze analyze VERB crl-16603 76 135 user user NOUN crl-16603 76 136 movements movement NOUN crl-16603 76 137 . . PUNCT crl-16603 77 1 the the DET crl-16603 77 2 project project NOUN crl-16603 77 3 ’s ’s PART crl-16603 77 4 leaders leader NOUN crl-16603 77 5 argue argue VERB crl-16603 77 6 that that SCONJ crl-16603 77 7 sensor sensor NOUN crl-16603 77 8 data datum NOUN crl-16603 77 9 will will AUX crl-16603 77 10 “ " PUNCT crl-16603 77 11 allow allow VERB crl-16603 77 12 librarians librarian NOUN crl-16603 77 13 to to PART crl-16603 77 14 make make VERB crl-16603 77 15 strategic strategic ADJ crl-16603 77 16 decisions decision NOUN crl-16603 77 17 that that PRON crl-16603 77 18 create create VERB crl-16603 77 19 more more ADV crl-16603 77 20 efficient efficient ADJ crl-16603 77 21 and and CCONJ crl-16603 77 22 effective effective ADJ crl-16603 77 23 experiences experience NOUN crl-16603 77 24 for for ADP crl-16603 77 25 their their PRON crl-16603 77 26 patrons patron NOUN crl-16603 77 27 . . PUNCT crl-16603 77 28 ”67 ”67 PUNCT crl-16603 78 1 academic academic ADJ crl-16603 78 2 libraries library NOUN crl-16603 78 3 are be AUX crl-16603 78 4 also also ADV crl-16603 78 5 refining refine VERB crl-16603 78 6 gate gate PROPN crl-16603 78 7 count count NOUN crl-16603 78 8 statistics statistic NOUN crl-16603 78 9 by by ADP crl-16603 78 10 capturing capture VERB crl-16603 78 11 swipe swipe NOUN crl-16603 78 12 - - PUNCT crl-16603 78 13 card card NOUN crl-16603 78 14 and and CCONJ crl-16603 78 15 rfid rfid ADJ crl-16603 78 16 data datum NOUN crl-16603 78 17 from from ADP crl-16603 78 18 student student NOUN crl-16603 78 19 ids ids NOUN crl-16603 78 20 . . PUNCT crl-16603 79 1 for for ADP crl-16603 79 2 instance instance NOUN crl-16603 79 3 , , PUNCT crl-16603 79 4 kent kent PROPN crl-16603 79 5 state state PROPN crl-16603 79 6 university university PROPN crl-16603 79 7 kept keep VERB crl-16603 79 8 detailed detailed ADJ crl-16603 79 9 demographic demographic ADJ crl-16603 79 10 and and CCONJ crl-16603 79 11 timestamp timestamp NOUN crl-16603 79 12 information information NOUN crl-16603 79 13 obtained obtain VERB crl-16603 79 14 from from ADP crl-16603 79 15 card card NOUN crl-16603 79 16 swipes swipe NOUN crl-16603 79 17 , , PUNCT crl-16603 79 18 which which PRON crl-16603 79 19 students student NOUN crl-16603 79 20 were be AUX crl-16603 79 21 required require VERB crl-16603 79 22 to to PART crl-16603 79 23 provide provide VERB crl-16603 79 24 after after SCONJ crl-16603 79 25 the the DET crl-16603 79 26 library library NOUN crl-16603 79 27 went go VERB crl-16603 79 28 to to ADP crl-16603 79 29 a a DET crl-16603 79 30 24 24 NUM crl-16603 79 31 - - PUNCT crl-16603 79 32 hour hour NOUN crl-16603 79 33 open open ADJ crl-16603 79 34 schedule.68 schedule.68 NOUN crl-16603 79 35 similarly similarly ADV crl-16603 79 36 , , PUNCT crl-16603 79 37 georgia georgia PROPN crl-16603 79 38 state state PROPN crl-16603 79 39 university university PROPN crl-16603 79 40 captured capture VERB crl-16603 79 41 student student NOUN crl-16603 79 42 information information NOUN crl-16603 79 43 from from ADP crl-16603 79 44 card card NOUN crl-16603 79 45 swipes swipe NOUN crl-16603 79 46 , , PUNCT crl-16603 79 47 correlating correlating NOUN crl-16603 79 48 ingress ingress NOUN crl-16603 79 49 and and CCONJ crl-16603 79 50 egress egress NOUN crl-16603 79 51 at at ADP crl-16603 79 52 specific specific ADJ crl-16603 79 53 points point NOUN crl-16603 79 54 in in ADP crl-16603 79 55 the the DET crl-16603 79 56 library library NOUN crl-16603 79 57 with with ADP crl-16603 79 58 student student NOUN crl-16603 79 59 residential residential ADJ crl-16603 79 60 status status NOUN crl-16603 79 61 and and CCONJ crl-16603 79 62 grade grade NOUN crl-16603 79 63 point point NOUN crl-16603 79 64 average average NOUN crl-16603 79 65 , , PUNCT crl-16603 79 66 among among ADP crl-16603 79 67 other other ADJ crl-16603 79 68 data datum NOUN crl-16603 79 69 points.69 points.69 VERB crl-16603 79 70 other other ADJ crl-16603 79 71 libraries library NOUN crl-16603 79 72 , , PUNCT crl-16603 79 73 such such ADJ crl-16603 79 74 as as ADP crl-16603 79 75 the the DET crl-16603 79 76 university university PROPN crl-16603 79 77 of of ADP crl-16603 79 78 oklahoma oklahoma PROPN crl-16603 79 79 , , PUNCT crl-16603 79 80 have have AUX crl-16603 79 81 explored explore VERB crl-16603 79 82 using use VERB crl-16603 79 83 beacon beacon NOUN crl-16603 79 84 sensors sensor NOUN crl-16603 79 85 and and CCONJ crl-16603 79 86 ios io NOUN crl-16603 79 87 devices device NOUN crl-16603 79 88 to to PART crl-16603 79 89 push push VERB crl-16603 79 90 customized customized ADJ crl-16603 79 91 content content NOUN crl-16603 79 92 and and CCONJ crl-16603 79 93 just just ADV crl-16603 79 94 - - PUNCT crl-16603 79 95 in in ADP crl-16603 79 96 - - PUNCT crl-16603 79 97 time time NOUN crl-16603 79 98 information information NOUN crl-16603 79 99 to to ADP crl-16603 79 100 users user NOUN crl-16603 79 101 ’ ’ PART crl-16603 79 102 mobile mobile ADJ crl-16603 79 103 devices device NOUN crl-16603 79 104 while while SCONJ crl-16603 79 105 track310 track310 PROPN crl-16603 79 106 college college PROPN crl-16603 79 107 & & CCONJ crl-16603 79 108 research research PROPN crl-16603 79 109 libraries library NOUN crl-16603 79 110 april april PROPN crl-16603 79 111 2018 2018 NUM crl-16603 79 112 ing ing ADJ crl-16603 79 113 foot foot NOUN crl-16603 79 114 traffic.70 traffic.70 X crl-16603 79 115 walsh walsh NOUN crl-16603 79 116 argues argue VERB crl-16603 79 117 that that SCONJ crl-16603 79 118 analyzing analyze VERB crl-16603 79 119 sensor sensor NOUN crl-16603 79 120 data datum NOUN crl-16603 79 121 about about ADP crl-16603 79 122 identifiable identifiable ADJ crl-16603 79 123 students student NOUN crl-16603 79 124 moves move VERB crl-16603 79 125 libraries library NOUN crl-16603 79 126 toward toward ADP crl-16603 79 127 a a DET crl-16603 79 128 more more ADV crl-16603 79 129 informed informed ADJ crl-16603 79 130 understanding understanding NOUN crl-16603 79 131 of of ADP crl-16603 79 132 how how SCONJ crl-16603 79 133 students student NOUN crl-16603 79 134 interact interact VERB crl-16603 79 135 with with ADP crl-16603 79 136 and and CCONJ crl-16603 79 137 learn learn VERB crl-16603 79 138 in in ADP crl-16603 79 139 these these DET crl-16603 79 140 spaces.71 spaces.71 NOUN crl-16603 79 141 ethical ethical ADJ crl-16603 79 142 problems problem NOUN crl-16603 79 143 with with ADP crl-16603 79 144 la la ADJ crl-16603 79 145 participation participation NOUN crl-16603 79 146 it it PRON crl-16603 79 147 is be AUX crl-16603 79 148 worthwhile worthwhile ADJ crl-16603 79 149 for for SCONJ crl-16603 79 150 libraries library NOUN crl-16603 79 151 to to PART crl-16603 79 152 positively positively ADV crl-16603 79 153 influence influence VERB crl-16603 79 154 student student NOUN crl-16603 79 155 learning learn VERB crl-16603 79 156 outcomes outcome NOUN crl-16603 79 157 and and CCONJ crl-16603 79 158 develop develop VERB crl-16603 79 159 tighter tight ADJ crl-16603 79 160 ties tie NOUN crl-16603 79 161 to to ADP crl-16603 79 162 institutional institutional ADJ crl-16603 79 163 goals goal NOUN crl-16603 79 164 . . PUNCT crl-16603 80 1 it it PRON crl-16603 80 2 is be AUX crl-16603 80 3 also also ADV crl-16603 80 4 beneficial beneficial ADJ crl-16603 80 5 for for SCONJ crl-16603 80 6 libraries library NOUN crl-16603 80 7 to to PART crl-16603 80 8 seek seek VERB crl-16603 80 9 insight insight NOUN crl-16603 80 10 into into ADP crl-16603 80 11 their their PRON crl-16603 80 12 value value NOUN crl-16603 80 13 , , PUNCT crl-16603 80 14 especially especially ADV crl-16603 80 15 given give VERB crl-16603 80 16 that that SCONJ crl-16603 80 17 library library NOUN crl-16603 80 18 expenditures expenditure NOUN crl-16603 80 19 continue continue VERB crl-16603 80 20 to to PART crl-16603 80 21 increase increase VERB crl-16603 80 22 at at ADP crl-16603 80 23 significant significant ADJ crl-16603 80 24 rates rate NOUN crl-16603 80 25 while while SCONJ crl-16603 80 26 receiving receive VERB crl-16603 80 27 less less ADJ crl-16603 80 28 and and CCONJ crl-16603 80 29 less less ADJ crl-16603 80 30 of of ADP crl-16603 80 31 their their PRON crl-16603 80 32 institution institution NOUN crl-16603 80 33 ’s ’s PART crl-16603 80 34 overall overall ADJ crl-16603 80 35 budget.72 budget.72 NOUN crl-16603 80 36 despite despite SCONJ crl-16603 80 37 its its PRON crl-16603 80 38 potential potential ADJ crl-16603 80 39 benefits benefit NOUN crl-16603 80 40 , , PUNCT crl-16603 80 41 la la PROPN crl-16603 80 42 is be AUX crl-16603 80 43 intertwined intertwine VERB crl-16603 80 44 with with ADP crl-16603 80 45 moral moral ADJ crl-16603 80 46 problems problem NOUN crl-16603 80 47 given give VERB crl-16603 80 48 the the DET crl-16603 80 49 sensitivity sensitivity NOUN crl-16603 80 50 of of ADP crl-16603 80 51 emerging emerge VERB crl-16603 80 52 datasets dataset NOUN crl-16603 80 53 and and CCONJ crl-16603 80 54 the the DET crl-16603 80 55 creation creation NOUN crl-16603 80 56 of of ADP crl-16603 80 57 new new ADJ crl-16603 80 58 information information NOUN crl-16603 80 59 flows.73 flows.73 ADP crl-16603 80 60 these these DET crl-16603 80 61 initiatives initiative NOUN crl-16603 80 62 increasingly increasingly ADV crl-16603 80 63 develop develop VERB crl-16603 80 64 student student NOUN crl-16603 80 65 surveillance surveillance NOUN crl-16603 80 66 systems system NOUN crl-16603 80 67 , , PUNCT crl-16603 80 68 otherwise otherwise ADV crl-16603 80 69 known know VERB crl-16603 80 70 as as SCONJ crl-16603 80 71 dataveillance dataveillance NOUN crl-16603 80 72 systems.74 systems.74 NOUN crl-16603 80 73 such such ADJ crl-16603 80 74 systems system NOUN crl-16603 80 75 allow allow VERB crl-16603 80 76 for for ADP crl-16603 80 77 the the DET crl-16603 80 78 creation creation NOUN crl-16603 80 79 of of ADP crl-16603 80 80 comprehensive comprehensive ADJ crl-16603 80 81 digital digital ADJ crl-16603 80 82 dossiers dossier NOUN crl-16603 80 83 that that SCONJ crl-16603 80 84 institutional institutional ADJ crl-16603 80 85 actors actor NOUN crl-16603 80 86 can can AUX crl-16603 80 87 use use VERB crl-16603 80 88 to to PART crl-16603 80 89 make make VERB crl-16603 80 90 consequential consequential ADJ crl-16603 80 91 decisions decision NOUN crl-16603 80 92 about about ADP crl-16603 80 93 students student NOUN crl-16603 80 94 that that PRON crl-16603 80 95 risk risk VERB crl-16603 80 96 their their PRON crl-16603 80 97 autonomy.75 autonomy.75 ADJ crl-16603 80 98 institutions institution NOUN crl-16603 80 99 are be AUX crl-16603 80 100 purposefully purposefully ADV crl-16603 80 101 aggregating aggregate VERB crl-16603 80 102 massive massive ADJ crl-16603 80 103 amounts amount NOUN crl-16603 80 104 of of ADP crl-16603 80 105 student student NOUN crl-16603 80 106 data datum NOUN crl-16603 80 107 without without ADP crl-16603 80 108 limiting limit VERB crl-16603 80 109 “ " PUNCT crl-16603 80 110 data datum NOUN crl-16603 80 111 dredging dredging NOUN crl-16603 80 112 ” " PUNCT crl-16603 80 113 for for ADP crl-16603 80 114 correlations correlation NOUN crl-16603 80 115 that that PRON crl-16603 80 116 could could AUX crl-16603 80 117 favor favor VERB crl-16603 80 118 values value NOUN crl-16603 80 119 and and CCONJ crl-16603 80 120 interests interest NOUN crl-16603 80 121 of of ADP crl-16603 80 122 powerful powerful ADJ crl-16603 80 123 actors actor NOUN crl-16603 80 124 while while SCONJ crl-16603 80 125 disenfranchising disenfranchise VERB crl-16603 80 126 students.76 students.76 NOUN crl-16603 80 127 also also ADV crl-16603 80 128 important important ADJ crl-16603 80 129 to to PART crl-16603 80 130 note note VERB crl-16603 80 131 is be AUX crl-16603 80 132 that that SCONJ crl-16603 80 133 the the DET crl-16603 80 134 correlation correlation NOUN crl-16603 80 135 studies study NOUN crl-16603 80 136 on on ADP crl-16603 80 137 which which PRON crl-16603 80 138 la la ADJ crl-16603 80 139 advocates advocate NOUN crl-16603 80 140 build build VERB crl-16603 80 141 their their PRON crl-16603 80 142 argument argument NOUN crl-16603 80 143 do do AUX crl-16603 80 144 not not PART crl-16603 80 145 always always ADV crl-16603 80 146 account account VERB crl-16603 80 147 for for ADP crl-16603 80 148 or or CCONJ crl-16603 80 149 prevent prevent VERB crl-16603 80 150 against against ADP crl-16603 80 151 false false ADJ crl-16603 80 152 positives positive NOUN crl-16603 80 153 in in ADP crl-16603 80 154 the the DET crl-16603 80 155 statistics statistic NOUN crl-16603 80 156 ; ; PUNCT crl-16603 80 157 thus thus ADV crl-16603 80 158 , , PUNCT crl-16603 80 159 data datum NOUN crl-16603 80 160 dredging dredging NOUN crl-16603 80 161 - - PUNCT crl-16603 80 162 based base VERB crl-16603 80 163 correlation correlation NOUN crl-16603 80 164 studies study NOUN crl-16603 80 165 may may AUX crl-16603 80 166 create create VERB crl-16603 80 167 misleading misleading ADJ crl-16603 80 168 and and CCONJ crl-16603 80 169 harmful harmful ADJ crl-16603 80 170 paths path NOUN crl-16603 80 171 of of ADP crl-16603 80 172 action action NOUN crl-16603 80 173 . . PUNCT crl-16603 81 1 contemporary contemporary ADJ crl-16603 81 2 scholarship scholarship NOUN crl-16603 81 3 is be AUX crl-16603 81 4 interrogating interrogate VERB crl-16603 81 5 the the DET crl-16603 81 6 social social ADJ crl-16603 81 7 , , PUNCT crl-16603 81 8 technical technical ADJ crl-16603 81 9 , , PUNCT crl-16603 81 10 and and CCONJ crl-16603 81 11 policy policy NOUN crl-16603 81 12 - - PUNCT crl-16603 81 13 related relate VERB crl-16603 81 14 issues issue NOUN crl-16603 81 15 associated associate VERB crl-16603 81 16 with with ADP crl-16603 81 17 la la PROPN crl-16603 81 18 practices.77 practices.77 NOUN crl-16603 81 19 little little ADJ crl-16603 81 20 has have AUX crl-16603 81 21 yet yet ADV crl-16603 81 22 been be AUX crl-16603 81 23 written write VERB crl-16603 81 24 , , PUNCT crl-16603 81 25 however however ADV crl-16603 81 26 , , PUNCT crl-16603 81 27 concerning concern VERB crl-16603 81 28 the the DET crl-16603 81 29 specific specific ADJ crl-16603 81 30 challenges challenge NOUN crl-16603 81 31 facing face VERB crl-16603 81 32 libraries library NOUN crl-16603 81 33 participating participate VERB crl-16603 81 34 in in ADP crl-16603 81 35 la la ADJ crl-16603 81 36 initiatives initiative NOUN crl-16603 81 37 . . PUNCT crl-16603 82 1 a a DET crl-16603 82 2 notable notable ADJ crl-16603 82 3 exception exception NOUN crl-16603 82 4 is be AUX crl-16603 82 5 in in ADP crl-16603 82 6 showers shower NOUN crl-16603 82 7 ’ ’ PART crl-16603 82 8 library library NOUN crl-16603 82 9 analytics analytic NOUN crl-16603 82 10 and and CCONJ crl-16603 82 11 metrics metric NOUN crl-16603 82 12 book.78 book.78 PROPN crl-16603 82 13 citing cite VERB crl-16603 82 14 hellman hellman PROPN crl-16603 82 15 , , PUNCT crl-16603 82 16 showers shower NOUN crl-16603 82 17 argues argue VERB crl-16603 82 18 that that SCONJ crl-16603 82 19 academic academic ADJ crl-16603 82 20 libraries library NOUN crl-16603 82 21 have have AUX crl-16603 82 22 been be AUX crl-16603 82 23 struggling struggle VERB crl-16603 82 24 with with ADP crl-16603 82 25 problems problem NOUN crl-16603 82 26 — — PUNCT crl-16603 82 27 privacy privacy NOUN crl-16603 82 28 and and CCONJ crl-16603 82 29 otherwise otherwise ADV crl-16603 82 30 — — PUNCT crl-16603 82 31 associated associate VERB crl-16603 82 32 with with ADP crl-16603 82 33 emerging emerge VERB crl-16603 82 34 data datum NOUN crl-16603 82 35 and and CCONJ crl-16603 82 36 information information NOUN crl-16603 82 37 flows flow NOUN crl-16603 82 38 since since SCONJ crl-16603 82 39 social social ADJ crl-16603 82 40 media medium NOUN crl-16603 82 41 matured matured ADJ crl-16603 82 42 and and CCONJ crl-16603 82 43 data datum NOUN crl-16603 82 44 analytics analytic NOUN crl-16603 82 45 became become VERB crl-16603 82 46 more more ADV crl-16603 82 47 accessible.79 accessible.79 NOUN crl-16603 82 48 naturally naturally ADV crl-16603 82 49 , , PUNCT crl-16603 82 50 libraries library NOUN crl-16603 82 51 want want VERB crl-16603 82 52 to to PART crl-16603 82 53 use use VERB crl-16603 82 54 these these DET crl-16603 82 55 data datum NOUN crl-16603 82 56 flows flow NOUN crl-16603 82 57 to to ADP crl-16603 82 58 their their PRON crl-16603 82 59 benefit benefit NOUN crl-16603 82 60 and and CCONJ crl-16603 82 61 to to ADP crl-16603 82 62 that that PRON crl-16603 82 63 of of ADP crl-16603 82 64 their their PRON crl-16603 82 65 users user NOUN crl-16603 82 66 , , PUNCT crl-16603 82 67 but but CCONJ crl-16603 82 68 at at ADP crl-16603 82 69 what what PRON crl-16603 82 70 cost cost NOUN crl-16603 82 71 ? ? PUNCT crl-16603 83 1 “ " PUNCT crl-16603 83 2 libraries library NOUN crl-16603 83 3 , , PUNCT crl-16603 83 4 ” " PUNCT crl-16603 83 5 showers shower NOUN crl-16603 83 6 writes write VERB crl-16603 83 7 , , PUNCT crl-16603 83 8 “ " PUNCT crl-16603 83 9 may may AUX crl-16603 83 10 also also ADV crl-16603 83 11 be be AUX crl-16603 83 12 undermining undermine VERB crl-16603 83 13 some some PRON crl-16603 83 14 of of ADP crl-16603 83 15 the the DET crl-16603 83 16 values value NOUN crl-16603 83 17 they they PRON crl-16603 83 18 have have AUX crl-16603 83 19 traditionally traditionally ADV crl-16603 83 20 held hold VERB crl-16603 83 21 so so ADV crl-16603 83 22 dear dear ADJ crl-16603 83 23 ” " PUNCT crl-16603 83 24 by by ADP crl-16603 83 25 pursuing pursue VERB crl-16603 83 26 analytical analytical ADJ crl-16603 83 27 insights insight NOUN crl-16603 83 28 and and CCONJ crl-16603 83 29 creating create VERB crl-16603 83 30 data data NOUN crl-16603 83 31 - - PUNCT crl-16603 83 32 driven drive VERB crl-16603 83 33 services.80 services.80 NOUN crl-16603 83 34 ethical ethical ADJ crl-16603 83 35 codes code NOUN crl-16603 83 36 in in ADP crl-16603 83 37 addition addition NOUN crl-16603 83 38 to to ADP crl-16603 83 39 pursuing pursue VERB crl-16603 83 40 answers answer NOUN crl-16603 83 41 to to ADP crl-16603 83 42 questions question NOUN crl-16603 83 43 regarding regard VERB crl-16603 83 44 legal legal ADJ crl-16603 83 45 compliance compliance NOUN crl-16603 83 46 , , PUNCT crl-16603 83 47 la la ADJ crl-16603 83 48 advocates advocate NOUN crl-16603 83 49 inside inside ADP crl-16603 83 50 libraries library NOUN crl-16603 83 51 and and CCONJ crl-16603 83 52 throughout throughout ADP crl-16603 83 53 higher high ADJ crl-16603 83 54 education education NOUN crl-16603 83 55 are be AUX crl-16603 83 56 seeking seek VERB crl-16603 83 57 ethical ethical ADJ crl-16603 83 58 guidance guidance NOUN crl-16603 83 59 . . PUNCT crl-16603 84 1 thus thus ADV crl-16603 84 2 far far ADV crl-16603 84 3 , , PUNCT crl-16603 84 4 la la PROPN crl-16603 84 5 ’s ’s NOUN crl-16603 84 6 problems problem NOUN crl-16603 84 7 are be AUX crl-16603 84 8 so so ADV crl-16603 84 9 novel novel ADJ crl-16603 84 10 and and CCONJ crl-16603 84 11 complex complex ADJ crl-16603 84 12 that that SCONJ crl-16603 84 13 many many ADJ crl-16603 84 14 have have VERB crl-16603 84 15 more more ADJ crl-16603 84 16 questions question NOUN crl-16603 84 17 than than ADP crl-16603 84 18 answers answer NOUN crl-16603 84 19 . . PUNCT crl-16603 85 1 some some DET crl-16603 85 2 useful useful ADJ crl-16603 85 3 ethical ethical ADJ crl-16603 85 4 guidance guidance NOUN crl-16603 85 5 has have AUX crl-16603 85 6 developed develop VERB crl-16603 85 7 out out ADP crl-16603 85 8 of of ADP crl-16603 85 9 the the DET crl-16603 85 10 two two NUM crl-16603 85 11 asilomar asilomar NOUN crl-16603 85 12 conventions convention NOUN crl-16603 85 13 on on ADP crl-16603 85 14 “ " PUNCT crl-16603 85 15 learning learn VERB crl-16603 85 16 research research NOUN crl-16603 85 17 in in ADP crl-16603 85 18 higher high ADJ crl-16603 85 19 education education NOUN crl-16603 85 20 ” " PUNCT crl-16603 85 21 and and CCONJ crl-16603 85 22 “ " PUNCT crl-16603 85 23 student student NOUN crl-16603 85 24 data datum NOUN crl-16603 85 25 and and CCONJ crl-16603 85 26 records record NOUN crl-16603 85 27 in in ADP crl-16603 85 28 the the DET crl-16603 85 29 digital digital ADJ crl-16603 85 30 era era NOUN crl-16603 85 31 . . PUNCT crl-16603 86 1 ”81 ”81 PROPN crl-16603 86 2 similarly similarly ADV crl-16603 86 3 , , PUNCT crl-16603 86 4 jisc jisc PROPN crl-16603 86 5 ’s ’s PART crl-16603 86 6 “ " PUNCT crl-16603 86 7 code code NOUN crl-16603 86 8 of of ADP crl-16603 86 9 practice practice NOUN crl-16603 86 10 for for ADP crl-16603 86 11 learning learn VERB crl-16603 86 12 analytics analytic NOUN crl-16603 86 13 ” " PUNCT crl-16603 86 14 sets set VERB crl-16603 86 15 out out ADP crl-16603 86 16 fundamental fundamental ADJ crl-16603 86 17 principles principle NOUN crl-16603 86 18 for for SCONJ crl-16603 86 19 institutions institution NOUN crl-16603 86 20 to to PART crl-16603 86 21 deploy deploy VERB crl-16603 86 22 la la ADV crl-16603 86 23 “ " PUNCT crl-16603 86 24 responsibly responsibly ADV crl-16603 86 25 , , PUNCT crl-16603 86 26 appropriately appropriately ADV crl-16603 86 27 and and CCONJ crl-16603 86 28 effectively effectively ADV crl-16603 86 29 . . PUNCT crl-16603 87 1 ”82 ”82 PROPN crl-16603 88 1 however however ADV crl-16603 88 2 , , PUNCT crl-16603 88 3 overarching overarch VERB crl-16603 88 4 codes code NOUN crl-16603 88 5 such such ADJ crl-16603 88 6 as as ADP crl-16603 88 7 jisc jisc PROPN crl-16603 88 8 ’s ’s PART crl-16603 88 9 have have VERB crl-16603 88 10 weaknesses weakness NOUN crl-16603 88 11 . . PUNCT crl-16603 89 1 these these DET crl-16603 89 2 codes code NOUN crl-16603 89 3 generally generally ADV crl-16603 89 4 address address VERB crl-16603 89 5 la la PROPN crl-16603 89 6 ’s ’s PART crl-16603 89 7 potential potential ADJ crl-16603 89 8 harms harm NOUN crl-16603 89 9 without without ADP crl-16603 89 10 considering consider VERB crl-16603 89 11 contextual contextual ADJ crl-16603 89 12 “ " PUNCT crl-16603 89 13 norms norm NOUN crl-16603 89 14 and and CCONJ crl-16603 89 15 established establish VERB crl-16603 89 16 values value NOUN crl-16603 89 17 . . PUNCT crl-16603 90 1 ”83 ”83 PUNCT crl-16603 91 1 these these DET crl-16603 91 2 contexts context NOUN crl-16603 91 3 are be AUX crl-16603 91 4 bound bind VERB crl-16603 91 5 by by ADP crl-16603 91 6 “ " PUNCT crl-16603 91 7 canonical canonical ADJ crl-16603 91 8 activities activity NOUN crl-16603 91 9 , , PUNCT crl-16603 91 10 roles role NOUN crl-16603 91 11 , , PUNCT crl-16603 91 12 relationships relationship NOUN crl-16603 91 13 , , PUNCT crl-16603 91 14 power power NOUN crl-16603 91 15 structures structure NOUN crl-16603 91 16 , , PUNCT crl-16603 91 17 norms norm NOUN crl-16603 91 18 ( ( PUNCT crl-16603 91 19 or or CCONJ crl-16603 91 20 rules rule NOUN crl-16603 91 21 ) ) PUNCT crl-16603 91 22 , , PUNCT crl-16603 91 23 and and CCONJ crl-16603 91 24 internal internal ADJ crl-16603 91 25 values value NOUN crl-16603 91 26 ( ( PUNCT crl-16603 91 27 goals goal NOUN crl-16603 91 28 , , PUNCT crl-16603 91 29 ends end NOUN crl-16603 91 30 , , PUNCT crl-16603 91 31 purposes purpose NOUN crl-16603 91 32 ) ) PUNCT crl-16603 91 33 , , PUNCT crl-16603 91 34 ” " PUNCT crl-16603 91 35 according accord VERB crl-16603 91 36 to to ADP crl-16603 91 37 nissenbaum.84 nissenbaum.84 PROPN crl-16603 91 38 so so ADV crl-16603 91 39 , , PUNCT crl-16603 91 40 ethical ethical ADJ crl-16603 91 41 codes code NOUN crl-16603 91 42 written write VERB crl-16603 91 43 to to PART crl-16603 91 44 address address VERB crl-16603 91 45 la la ADJ crl-16603 91 46 issues issue NOUN crl-16603 91 47 at at ADP crl-16603 91 48 the the DET crl-16603 91 49 macro macro ADJ crl-16603 91 50 level level NOUN crl-16603 91 51 ( ( PUNCT crl-16603 91 52 such such ADJ crl-16603 91 53 as as ADP crl-16603 91 54 for for ADP crl-16603 91 55 higher high ADJ crl-16603 91 56 education education NOUN crl-16603 91 57 writ writ VERB crl-16603 91 58 large large ADJ crl-16603 91 59 ) ) PUNCT crl-16603 91 60 fail fail VERB crl-16603 91 61 to to PART crl-16603 91 62 account account VERB crl-16603 91 63 for for ADP crl-16603 91 64 the the DET crl-16603 91 65 nuances nuance NOUN crl-16603 91 66 of of ADP crl-16603 91 67 meso meso NOUN crl-16603 91 68 - - PUNCT crl-16603 91 69 level level NOUN crl-16603 91 70 contexts context NOUN crl-16603 91 71 ( ( PUNCT crl-16603 91 72 such such ADJ crl-16603 91 73 as as ADP crl-16603 91 74 particular particular ADJ crl-16603 91 75 institutions institution NOUN crl-16603 91 76 ) ) PUNCT crl-16603 91 77 or or CCONJ crl-16603 91 78 even even ADV crl-16603 91 79 micro micro ADJ crl-16603 91 80 - - ADJ crl-16603 91 81 level level ADJ crl-16603 91 82 contexts context NOUN crl-16603 91 83 ( ( PUNCT crl-16603 91 84 such such ADJ crl-16603 91 85 as as ADP crl-16603 91 86 libraries library NOUN crl-16603 91 87 ) ) PUNCT crl-16603 91 88 , , PUNCT crl-16603 91 89 much much ADV crl-16603 91 90 less less ADV crl-16603 91 91 particular particular ADJ crl-16603 91 92 populations population NOUN crl-16603 91 93 those those DET crl-16603 91 94 departments department NOUN crl-16603 91 95 serve serve VERB crl-16603 91 96 . . PUNCT crl-16603 92 1 for for ADP crl-16603 92 2 instance instance NOUN crl-16603 92 3 , , PUNCT crl-16603 92 4 broad broad ADJ crl-16603 92 5 ethics ethic NOUN crl-16603 92 6 codes code NOUN crl-16603 92 7 are be AUX crl-16603 92 8 not not PART crl-16603 92 9 typically typically ADV crl-16603 92 10 tuned tune VERB crl-16603 92 11 to to ADP crl-16603 92 12 the the DET crl-16603 92 13 needs need NOUN crl-16603 92 14 of of ADP crl-16603 92 15 vulnerable vulnerable ADJ crl-16603 92 16 student student NOUN crl-16603 92 17 populations population NOUN crl-16603 92 18 ( ( PUNCT crl-16603 92 19 examples example NOUN crl-16603 92 20 : : PUNCT crl-16603 92 21 firstin firstin NOUN crl-16603 92 22 - - PUNCT crl-16603 92 23 family family NOUN crl-16603 92 24 , , PUNCT crl-16603 92 25 poor poor ADJ crl-16603 92 26 , , PUNCT crl-16603 92 27 of of ADP crl-16603 92 28 color color NOUN crl-16603 92 29 , , PUNCT crl-16603 92 30 with with ADP crl-16603 92 31 disabilities disability NOUN crl-16603 92 32 ) ) PUNCT crl-16603 92 33 . . PUNCT crl-16603 93 1 ethical ethical ADJ crl-16603 93 2 codes code NOUN crl-16603 93 3 tuned tune VERB crl-16603 93 4 for for ADP crl-16603 93 5 the the DET crl-16603 93 6 needs need NOUN crl-16603 93 7 of of ADP crl-16603 93 8 more more ADV crl-16603 93 9 tightly tightly ADV crl-16603 93 10 bound bind VERB crl-16603 93 11 contexts context NOUN crl-16603 93 12 will will AUX crl-16603 93 13 often often ADV crl-16603 93 14 be be AUX crl-16603 93 15 able able ADJ crl-16603 93 16 to to PART crl-16603 93 17 address address VERB crl-16603 93 18 the the DET crl-16603 93 19 conflicts conflict NOUN crl-16603 93 20 and and CCONJ crl-16603 93 21 compatibilities compatibility NOUN crl-16603 93 22 with with ADP crl-16603 93 23 la la PROPN crl-16603 93 24 , , PUNCT crl-16603 93 25 whereas whereas SCONJ crl-16603 93 26 general general ADJ crl-16603 93 27 codes code NOUN crl-16603 93 28 may may AUX crl-16603 93 29 not not PART crl-16603 93 30 be be AUX crl-16603 93 31 able able ADJ crl-16603 93 32 to to PART crl-16603 93 33 address address VERB crl-16603 93 34 specific specific ADJ crl-16603 93 35 friction friction NOUN crl-16603 93 36 points point NOUN crl-16603 93 37 with with ADP crl-16603 93 38 learning learn VERB crl-16603 93 39 analytics analytic NOUN crl-16603 93 40 and and CCONJ crl-16603 93 41 the the DET crl-16603 93 42 academic academic ADJ crl-16603 93 43 library library NOUN crl-16603 93 44 311 311 NUM crl-16603 93 45 existing exist VERB crl-16603 93 46 norms norm NOUN crl-16603 93 47 and and CCONJ crl-16603 93 48 values value NOUN crl-16603 93 49 . . PUNCT crl-16603 94 1 the the DET crl-16603 94 2 american american PROPN crl-16603 94 3 library library PROPN crl-16603 94 4 association association PROPN crl-16603 94 5 ’s ’s PART crl-16603 94 6 ( ( PUNCT crl-16603 94 7 ala ala PROPN crl-16603 94 8 ) ) PUNCT crl-16603 94 9 code code PROPN crl-16603 94 10 of of ADP crl-16603 94 11 ethics ethic NOUN crl-16603 94 12 is be AUX crl-16603 94 13 one one NUM crl-16603 94 14 such such ADJ crl-16603 94 15 fine fine ADV crl-16603 94 16 - - PUNCT crl-16603 94 17 tuned tune VERB crl-16603 94 18 code code NOUN crl-16603 94 19 that that PRON crl-16603 94 20 can can AUX crl-16603 94 21 directly directly ADV crl-16603 94 22 address address VERB crl-16603 94 23 issues issue NOUN crl-16603 94 24 with with ADP crl-16603 94 25 la la PROPN crl-16603 94 26 . . PUNCT crl-16603 95 1 the the DET crl-16603 95 2 code code NOUN crl-16603 95 3 of of ADP crl-16603 95 4 ethics ethic NOUN crl-16603 95 5 , , PUNCT crl-16603 95 6 which which PRON crl-16603 95 7 has have AUX crl-16603 95 8 been be AUX crl-16603 95 9 consistently consistently ADV crl-16603 95 10 reviewed review VERB crl-16603 95 11 and and CCONJ crl-16603 95 12 amended amend VERB crl-16603 95 13 since since SCONJ crl-16603 95 14 1939 1939 NUM crl-16603 95 15 , , PUNCT crl-16603 95 16 guides guide VERB crl-16603 95 17 academic academic ADJ crl-16603 95 18 librarians librarian NOUN crl-16603 95 19 in in ADP crl-16603 95 20 the the DET crl-16603 95 21 united united PROPN crl-16603 95 22 states states PROPN crl-16603 95 23 . . PUNCT crl-16603 96 1 in in ADP crl-16603 96 2 a a DET crl-16603 96 3 preface preface NOUN crl-16603 96 4 to to ADP crl-16603 96 5 its its PRON crl-16603 96 6 eight eight NUM crl-16603 96 7 principles principle NOUN crl-16603 96 8 , , PUNCT crl-16603 96 9 the the DET crl-16603 96 10 code code NOUN crl-16603 96 11 reads read VERB crl-16603 96 12 : : PUNCT crl-16603 96 13 “ " PUNCT crl-16603 96 14 ethical ethical ADJ crl-16603 96 15 dilemmas dilemma NOUN crl-16603 96 16 occur occur VERB crl-16603 96 17 when when SCONJ crl-16603 96 18 values value NOUN crl-16603 96 19 are be AUX crl-16603 96 20 in in ADP crl-16603 96 21 conflict conflict NOUN crl-16603 96 22 . . PUNCT crl-16603 97 1 the the DET crl-16603 97 2 [ [ X crl-16603 97 3 ala ala X crl-16603 97 4 ] ] X crl-16603 97 5 code code NOUN crl-16603 97 6 of of ADP crl-16603 97 7 ethics ethic NOUN crl-16603 97 8 states state VERB crl-16603 97 9 the the DET crl-16603 97 10 values value NOUN crl-16603 97 11 to to PART crl-16603 97 12 which which PRON crl-16603 97 13 we we PRON crl-16603 97 14 are be AUX crl-16603 97 15 committed commit VERB crl-16603 97 16 , , PUNCT crl-16603 97 17 and and CCONJ crl-16603 97 18 embodies embody VERB crl-16603 97 19 the the DET crl-16603 97 20 ethical ethical ADJ crl-16603 97 21 responsibilities responsibility NOUN crl-16603 97 22 of of ADP crl-16603 97 23 the the DET crl-16603 97 24 profession profession NOUN crl-16603 97 25 in in ADP crl-16603 97 26 this this DET crl-16603 97 27 changing change VERB crl-16603 97 28 information information NOUN crl-16603 97 29 environment environment NOUN crl-16603 97 30 . . PUNCT crl-16603 98 1 ”85 ”85 PUNCT crl-16603 99 1 the the DET crl-16603 99 2 ala ala NOUN crl-16603 99 3 recognizes recognize VERB crl-16603 99 4 that that SCONJ crl-16603 99 5 the the DET crl-16603 99 6 code code NOUN crl-16603 99 7 is be AUX crl-16603 99 8 a a DET crl-16603 99 9 “ " PUNCT crl-16603 99 10 framework framework NOUN crl-16603 99 11 ” " PUNCT crl-16603 99 12 for for ADP crl-16603 99 13 ethical ethical ADJ crl-16603 99 14 decision decision NOUN crl-16603 99 15 making making NOUN crl-16603 99 16 , , PUNCT crl-16603 99 17 not not PART crl-16603 99 18 a a DET crl-16603 99 19 series series NOUN crl-16603 99 20 of of ADP crl-16603 99 21 commandments commandment NOUN crl-16603 99 22 , , PUNCT crl-16603 99 23 and and CCONJ crl-16603 99 24 that that SCONJ crl-16603 99 25 its its PRON crl-16603 99 26 principles principle NOUN crl-16603 99 27 “ " PUNCT crl-16603 99 28 can can AUX crl-16603 99 29 not not PART crl-16603 99 30 and and CCONJ crl-16603 99 31 do do AUX crl-16603 99 32 not not PART crl-16603 99 33 dictate dictate VERB crl-16603 99 34 conduct conduct NOUN crl-16603 99 35 to to PART crl-16603 99 36 cover cover VERB crl-16603 99 37 particular particular ADJ crl-16603 99 38 situations situation NOUN crl-16603 99 39 . . PUNCT crl-16603 99 40 ” " PUNCT crl-16603 100 1 research research NOUN crl-16603 100 2 on on ADP crl-16603 100 3 ethical ethical ADJ crl-16603 100 4 conflicts conflict NOUN crl-16603 100 5 in in ADP crl-16603 100 6 the the DET crl-16603 100 7 library library NOUN crl-16603 100 8 and and CCONJ crl-16603 100 9 information information NOUN crl-16603 100 10 science science NOUN crl-16603 100 11 literature literature NOUN crl-16603 100 12 have have AUX crl-16603 100 13 shown show VERB crl-16603 100 14 that that SCONJ crl-16603 100 15 the the DET crl-16603 100 16 code code NOUN crl-16603 100 17 of of ADP crl-16603 100 18 ethics ethic NOUN crl-16603 100 19 only only ADV crl-16603 100 20 serves serve VERB crl-16603 100 21 as as ADP crl-16603 100 22 a a DET crl-16603 100 23 starting starting NOUN crl-16603 100 24 point point NOUN crl-16603 100 25 for for ADP crl-16603 100 26 navigating navigate VERB crl-16603 100 27 ethical ethical ADJ crl-16603 100 28 issues.86 issues.86 NOUN crl-16603 100 29 but but CCONJ crl-16603 100 30 even even ADV crl-16603 100 31 though though SCONJ crl-16603 100 32 the the DET crl-16603 100 33 code code NOUN crl-16603 100 34 of of ADP crl-16603 100 35 ethics ethic NOUN crl-16603 100 36 does do AUX crl-16603 100 37 not not PART crl-16603 100 38 provide provide VERB crl-16603 100 39 an an DET crl-16603 100 40 action action NOUN crl-16603 100 41 pathway pathway NOUN crl-16603 100 42 for for ADP crl-16603 100 43 specific specific ADJ crl-16603 100 44 circumstances circumstance NOUN crl-16603 100 45 , , PUNCT crl-16603 100 46 it it PRON crl-16603 100 47 still still ADV crl-16603 100 48 informs inform VERB crl-16603 100 49 librarians librarian NOUN crl-16603 100 50 of of ADP crl-16603 100 51 the the DET crl-16603 100 52 profession profession NOUN crl-16603 100 53 ’s ’s PART crl-16603 100 54 values value NOUN crl-16603 100 55 in in ADP crl-16603 100 56 ways way NOUN crl-16603 100 57 that that PRON crl-16603 100 58 more more ADJ crl-16603 100 59 general general ADJ crl-16603 100 60 codes code NOUN crl-16603 100 61 can can AUX crl-16603 100 62 not not PART crl-16603 100 63 . . PUNCT crl-16603 101 1 we we PRON crl-16603 101 2 see see VERB crl-16603 101 3 several several ADJ crl-16603 101 4 conflicts conflict NOUN crl-16603 101 5 with with ADP crl-16603 101 6 the the DET crl-16603 101 7 code code NOUN crl-16603 101 8 of of ADP crl-16603 101 9 ethics ethic NOUN crl-16603 101 10 when when SCONJ crl-16603 101 11 libraries library NOUN crl-16603 101 12 provide provide VERB crl-16603 101 13 data datum NOUN crl-16603 101 14 to to PART crl-16603 101 15 , , PUNCT crl-16603 101 16 help help VERB crl-16603 101 17 with with ADP crl-16603 101 18 data datum NOUN crl-16603 101 19 analysis analysis NOUN crl-16603 101 20 for for ADP crl-16603 101 21 , , PUNCT crl-16603 101 22 or or CCONJ crl-16603 101 23 conduct conduct VERB crl-16603 101 24 la la ADJ crl-16603 101 25 initiatives initiative NOUN crl-16603 101 26 themselves themselves PRON crl-16603 101 27 . . PUNCT crl-16603 102 1 la la ADV crl-16603 102 2 does do AUX crl-16603 102 3 not not PART crl-16603 102 4 conflict conflict VERB crl-16603 102 5 with with ADP crl-16603 102 6 all all DET crl-16603 102 7 eight eight NUM crl-16603 102 8 principles principle NOUN crl-16603 102 9 in in ADP crl-16603 102 10 the the DET crl-16603 102 11 code code NOUN crl-16603 102 12 of of ADP crl-16603 102 13 ethics ethic NOUN crl-16603 102 14 , , PUNCT crl-16603 102 15 but but CCONJ crl-16603 102 16 the the DET crl-16603 102 17 practice practice NOUN crl-16603 102 18 clearly clearly ADV crl-16603 102 19 implicates implicate VERB crl-16603 102 20 the the DET crl-16603 102 21 following follow VERB crl-16603 102 22 three three NUM crl-16603 102 23 principles principle NOUN crl-16603 102 24 ( ( PUNCT crl-16603 102 25 following follow VERB crl-16603 102 26 their their PRON crl-16603 102 27 numbering numbering NOUN crl-16603 102 28 in in ADP crl-16603 102 29 the the DET crl-16603 102 30 code code NOUN crl-16603 102 31 of of ADP crl-16603 102 32 ethics ethic NOUN crl-16603 102 33 ): ): PUNCT crl-16603 102 34 ii ii PROPN crl-16603 102 35 . . PUNCT crl-16603 103 1 we we PRON crl-16603 103 2 uphold uphold VERB crl-16603 103 3 the the DET crl-16603 103 4 principles principle NOUN crl-16603 103 5 of of ADP crl-16603 103 6 intellectual intellectual ADJ crl-16603 103 7 freedom freedom NOUN crl-16603 103 8 and and CCONJ crl-16603 103 9 resist resist VERB crl-16603 103 10 all all DET crl-16603 103 11 efforts effort NOUN crl-16603 103 12 to to PART crl-16603 103 13 censor censor VERB crl-16603 103 14 library library NOUN crl-16603 103 15 resources resource NOUN crl-16603 103 16 . . PUNCT crl-16603 104 1 iii iii PROPN crl-16603 104 2 . . PUNCT crl-16603 105 1 we we PRON crl-16603 105 2 protect protect VERB crl-16603 105 3 each each DET crl-16603 105 4 library library NOUN crl-16603 105 5 user user NOUN crl-16603 105 6 ’s ’s PART crl-16603 105 7 right right ADJ crl-16603 105 8 to to ADP crl-16603 105 9 privacy privacy NOUN crl-16603 105 10 and and CCONJ crl-16603 105 11 confidentiality confidentiality NOUN crl-16603 105 12 with with ADP crl-16603 105 13 respect respect NOUN crl-16603 105 14 to to ADP crl-16603 105 15 information information NOUN crl-16603 105 16 sought seek VERB crl-16603 105 17 or or CCONJ crl-16603 105 18 received receive VERB crl-16603 105 19 and and CCONJ crl-16603 105 20 resources resource NOUN crl-16603 105 21 consulted consult VERB crl-16603 105 22 , , PUNCT crl-16603 105 23 borrowed borrow VERB crl-16603 105 24 , , PUNCT crl-16603 105 25 acquired acquire VERB crl-16603 105 26 or or CCONJ crl-16603 105 27 transmitted transmit VERB crl-16603 105 28 . . PUNCT crl-16603 106 1 iv iv NOUN crl-16603 106 2 . . PUNCT crl-16603 107 1 we we PRON crl-16603 107 2 respect respect VERB crl-16603 107 3 intellectual intellectual ADJ crl-16603 107 4 property property NOUN crl-16603 107 5 rights right NOUN crl-16603 107 6 and and CCONJ crl-16603 107 7 advocate advocate VERB crl-16603 107 8 balance balance NOUN crl-16603 107 9 between between ADP crl-16603 107 10 the the DET crl-16603 107 11 interests interest NOUN crl-16603 107 12 of of ADP crl-16603 107 13 information information NOUN crl-16603 107 14 users user NOUN crl-16603 107 15 and and CCONJ crl-16603 107 16 rights right NOUN crl-16603 107 17 holders holder NOUN crl-16603 107 18 . . PUNCT crl-16603 108 1 we we PRON crl-16603 108 2 take take VERB crl-16603 108 3 each each DET crl-16603 108 4 ethical ethical ADJ crl-16603 108 5 conflict conflict NOUN crl-16603 108 6 in in ADP crl-16603 108 7 turn turn NOUN crl-16603 108 8 below below ADV crl-16603 108 9 in in ADP crl-16603 108 10 relationship relationship NOUN crl-16603 108 11 to to ADP crl-16603 108 12 actual actual ADJ crl-16603 108 13 and and CCONJ crl-16603 108 14 reasonable reasonable ADJ crl-16603 108 15 hypothetical hypothetical ADJ crl-16603 108 16 practices practice NOUN crl-16603 108 17 . . PUNCT crl-16603 109 1 ethical ethical ADJ crl-16603 109 2 frictions friction NOUN crl-16603 109 3 with with ADP crl-16603 109 4 learning learn VERB crl-16603 109 5 analytics analytic NOUN crl-16603 109 6 intellectual intellectual ADJ crl-16603 109 7 freedom freedom NOUN crl-16603 109 8 and and CCONJ crl-16603 109 9 censorship censorship NOUN crl-16603 109 10 modern modern ADJ crl-16603 109 11 academic academic ADJ crl-16603 109 12 librarianship librarianship NOUN crl-16603 109 13 staunchly staunchly ADV crl-16603 109 14 advocates advocate VERB crl-16603 109 15 for for ADP crl-16603 109 16 intellectual intellectual ADJ crl-16603 109 17 freedom freedom NOUN crl-16603 109 18 , , PUNCT crl-16603 109 19 defined define VERB crl-16603 109 20 as as ADP crl-16603 109 21 “ " PUNCT crl-16603 109 22 the the DET crl-16603 109 23 right right NOUN crl-16603 109 24 of of ADP crl-16603 109 25 every every DET crl-16603 109 26 individual individual NOUN crl-16603 109 27 to to PART crl-16603 109 28 both both CCONJ crl-16603 109 29 seek seek VERB crl-16603 109 30 and and CCONJ crl-16603 109 31 receive receive VERB crl-16603 109 32 information information NOUN crl-16603 109 33 from from ADP crl-16603 109 34 all all DET crl-16603 109 35 points point NOUN crl-16603 109 36 of of ADP crl-16603 109 37 view view NOUN crl-16603 109 38 without without ADP crl-16603 109 39 restriction restriction NOUN crl-16603 110 1 [ [ X crl-16603 110 2 that that PRON crl-16603 110 3 is be AUX crl-16603 110 4 to to PART crl-16603 110 5 say say VERB crl-16603 110 6 , , PUNCT crl-16603 110 7 censorship].”87 censorship].”87 NOUN crl-16603 110 8 this this DET crl-16603 110 9 focus focus VERB crl-16603 110 10 on on ADP crl-16603 110 11 receiving receive VERB crl-16603 110 12 information information NOUN crl-16603 110 13 , , PUNCT crl-16603 110 14 however however ADV crl-16603 110 15 , , PUNCT crl-16603 110 16 is be AUX crl-16603 110 17 only only ADV crl-16603 110 18 one one NUM crl-16603 110 19 aspect aspect NOUN crl-16603 110 20 of of ADP crl-16603 110 21 intellectual intellectual ADJ crl-16603 110 22 freedom freedom NOUN crl-16603 110 23 . . PUNCT crl-16603 111 1 dresang dresang PROPN crl-16603 111 2 adds add VERB crl-16603 111 3 that that SCONJ crl-16603 111 4 intellectual intellectual ADJ crl-16603 111 5 freedom freedom NOUN crl-16603 111 6 requires require VERB crl-16603 111 7 particular particular ADJ crl-16603 111 8 conditions condition NOUN crl-16603 111 9 that that PRON crl-16603 111 10 do do AUX crl-16603 111 11 not not PART crl-16603 111 12 restrict restrict VERB crl-16603 111 13 thoughts thought NOUN crl-16603 111 14 , , PUNCT crl-16603 111 15 beliefs belief NOUN crl-16603 111 16 , , PUNCT crl-16603 111 17 and and CCONJ crl-16603 111 18 association association NOUN crl-16603 111 19 with with ADP crl-16603 111 20 others.88 others.88 PROPN crl-16603 111 21 and and CCONJ crl-16603 111 22 johnson johnson PROPN crl-16603 111 23 contends contend VERB crl-16603 111 24 that that SCONJ crl-16603 111 25 intellectual intellectual ADJ crl-16603 111 26 freedom freedom NOUN crl-16603 111 27 also also ADV crl-16603 111 28 enables enable VERB crl-16603 111 29 an an DET crl-16603 111 30 individual individual NOUN crl-16603 111 31 to to PART crl-16603 111 32 create create VERB crl-16603 111 33 information information NOUN crl-16603 111 34 , , PUNCT crl-16603 111 35 not not PART crl-16603 111 36 just just ADV crl-16603 111 37 consume consume AUX crl-16603 111 38 it.89 it.89 PROPN crl-16603 111 39 summarized summarize VERB crl-16603 111 40 , , PUNCT crl-16603 111 41 intellectual intellectual ADJ crl-16603 111 42 freedom freedom NOUN crl-16603 111 43 concerns concern NOUN crl-16603 111 44 which which DET crl-16603 111 45 information information NOUN crl-16603 111 46 one one PRON crl-16603 111 47 can can AUX crl-16603 111 48 access access VERB crl-16603 111 49 , , PUNCT crl-16603 111 50 how how SCONJ crl-16603 111 51 one one PRON crl-16603 111 52 engages engage VERB crl-16603 111 53 with with ADP crl-16603 111 54 that that DET crl-16603 111 55 information information NOUN crl-16603 111 56 in in ADP crl-16603 111 57 association association NOUN crl-16603 111 58 with with ADP crl-16603 111 59 others other NOUN crl-16603 111 60 , , PUNCT crl-16603 111 61 and and CCONJ crl-16603 111 62 the the DET crl-16603 111 63 degree degree NOUN crl-16603 111 64 to to PART crl-16603 111 65 which which PRON crl-16603 111 66 one one PRON crl-16603 111 67 may may AUX crl-16603 111 68 create create VERB crl-16603 111 69 new new ADJ crl-16603 111 70 information information NOUN crl-16603 111 71 . . PUNCT crl-16603 112 1 la la PROPN crl-16603 112 2 compromises compromise VERB crl-16603 112 3 intellectual intellectual ADJ crl-16603 112 4 freedom freedom NOUN crl-16603 112 5 when when SCONJ crl-16603 112 6 institutional institutional ADJ crl-16603 112 7 actors actor NOUN crl-16603 112 8 , , PUNCT crl-16603 112 9 system system NOUN crl-16603 112 10 designers designer NOUN crl-16603 112 11 , , PUNCT crl-16603 112 12 and and CCONJ crl-16603 112 13 algorithms algorithms NOUN crl-16603 112 14 limit limit VERB crl-16603 112 15 opportunities opportunity NOUN crl-16603 112 16 to to PART crl-16603 112 17 engage engage VERB crl-16603 112 18 in in ADP crl-16603 112 19 the the DET crl-16603 112 20 creation creation NOUN crl-16603 112 21 and and CCONJ crl-16603 112 22 consumption consumption NOUN crl-16603 112 23 of of ADP crl-16603 112 24 intellectual intellectual ADJ crl-16603 112 25 materials material NOUN crl-16603 112 26 . . PUNCT crl-16603 113 1 so so ADV crl-16603 113 2 - - PUNCT crl-16603 113 3 called call VERB crl-16603 113 4 “ " PUNCT crl-16603 113 5 nudging nudging ADJ crl-16603 113 6 ” " PUNCT crl-16603 113 7 techniques technique NOUN crl-16603 113 8 direct direct ADJ crl-16603 113 9 students student NOUN crl-16603 113 10 toward toward ADP crl-16603 113 11 particular particular ADJ crl-16603 113 12 learning learning NOUN crl-16603 113 13 resources resource NOUN crl-16603 113 14 or or CCONJ crl-16603 113 15 to to PART crl-16603 113 16 change change VERB crl-16603 113 17 their their PRON crl-16603 113 18 behaviors.90 behaviors.90 NOUN crl-16603 113 19 what what PRON crl-16603 113 20 connects connect VERB crl-16603 113 21 nudging nudging ADJ crl-16603 113 22 in in ADP crl-16603 113 23 learning learn VERB crl-16603 113 24 environments environment NOUN crl-16603 113 25 to to ADP crl-16603 113 26 intellectual intellectual ADJ crl-16603 113 27 freedom freedom NOUN crl-16603 113 28 concerns concern NOUN crl-16603 113 29 is be AUX crl-16603 113 30 the the DET crl-16603 113 31 ability ability NOUN crl-16603 113 32 of of ADP crl-16603 113 33 an an DET crl-16603 113 34 instructor instructor NOUN crl-16603 113 35 to to PART crl-16603 113 36 assess assess VERB crl-16603 113 37 and and CCONJ crl-16603 113 38 penalize penalize VERB crl-16603 113 39 students student NOUN crl-16603 113 40 for for ADP crl-16603 113 41 not not PART crl-16603 113 42 responding respond VERB crl-16603 113 43 to to ADP crl-16603 113 44 the the DET crl-16603 113 45 nudge nudge NOUN crl-16603 113 46 . . PUNCT crl-16603 114 1 subsequently subsequently ADV crl-16603 114 2 , , PUNCT crl-16603 114 3 the the DET crl-16603 114 4 student student NOUN crl-16603 114 5 may may AUX crl-16603 114 6 decide decide VERB crl-16603 114 7 always always ADV crl-16603 114 8 and and CCONJ crl-16603 114 9 only only ADV crl-16603 114 10 to to PART crl-16603 114 11 pursue pursue VERB crl-16603 114 12 materials material NOUN crl-16603 114 13 suggested suggest VERB crl-16603 114 14 by by ADP crl-16603 114 15 la la PROPN crl-16603 114 16 systems system NOUN crl-16603 114 17 , , PUNCT crl-16603 114 18 replacing replace VERB crl-16603 114 19 personal personal ADJ crl-16603 114 20 intellectual intellectual ADJ crl-16603 114 21 values value NOUN crl-16603 114 22 with with ADP crl-16603 114 23 those those PRON crl-16603 114 24 pushed push VERB crl-16603 114 25 by by ADP crl-16603 114 26 his his PRON crl-16603 114 27 or or CCONJ crl-16603 114 28 her her PRON crl-16603 114 29 institution.91 institution.91 NOUN crl-16603 114 30 312 312 NUM crl-16603 114 31 college college PROPN crl-16603 114 32 & & CCONJ crl-16603 114 33 research research PROPN crl-16603 114 34 libraries library NOUN crl-16603 114 35 april april PROPN crl-16603 114 36 2018 2018 NUM crl-16603 114 37 consider consider VERB crl-16603 114 38 the the DET crl-16603 114 39 following follow VERB crl-16603 114 40 example example NOUN crl-16603 114 41 . . PUNCT crl-16603 115 1 professor professor PROPN crl-16603 115 2 gutierrez gutierrez PROPN crl-16603 115 3 uses use VERB crl-16603 115 4 la la PROPN crl-16603 115 5 to to PART crl-16603 115 6 track track VERB crl-16603 115 7 his his PRON crl-16603 115 8 students student NOUN crl-16603 115 9 ’ ’ PART crl-16603 115 10 interactions interaction NOUN crl-16603 115 11 with with ADP crl-16603 115 12 library library NOUN crl-16603 115 13 resources resource NOUN crl-16603 115 14 . . PUNCT crl-16603 116 1 he he PRON crl-16603 116 2 uses use VERB crl-16603 116 3 the the DET crl-16603 116 4 system system NOUN crl-16603 116 5 ’s ’s PART crl-16603 116 6 features feature NOUN crl-16603 116 7 to to PART crl-16603 116 8 nudge nudge VERB crl-16603 116 9 students student NOUN crl-16603 116 10 away away ADV crl-16603 116 11 from from ADP crl-16603 116 12 and and CCONJ crl-16603 116 13 to to ADP crl-16603 116 14 other other ADJ crl-16603 116 15 resources resource NOUN crl-16603 116 16 he he PRON crl-16603 116 17 believes believe VERB crl-16603 116 18 are be AUX crl-16603 116 19 trustworthy trustworthy ADJ crl-16603 116 20 and and CCONJ crl-16603 116 21 valuable valuable ADJ crl-16603 116 22 for for ADP crl-16603 116 23 student student NOUN crl-16603 116 24 learning learning NOUN crl-16603 116 25 . . PUNCT crl-16603 117 1 surely surely ADV crl-16603 117 2 , , PUNCT crl-16603 117 3 the the DET crl-16603 117 4 professor professor NOUN crl-16603 117 5 has have VERB crl-16603 117 6 an an DET crl-16603 117 7 instructional instructional ADJ crl-16603 117 8 responsibility responsibility NOUN crl-16603 117 9 to to PART crl-16603 117 10 lead lead VERB crl-16603 117 11 students student NOUN crl-16603 117 12 to to PART crl-16603 117 13 engage engage VERB crl-16603 117 14 with with ADP crl-16603 117 15 materials material NOUN crl-16603 117 16 that that PRON crl-16603 117 17 will will AUX crl-16603 117 18 yield yield VERB crl-16603 117 19 positive positive ADJ crl-16603 117 20 learning learning NOUN crl-16603 117 21 outcomes outcome NOUN crl-16603 117 22 and and CCONJ crl-16603 117 23 experiences experience NOUN crl-16603 117 24 . . PUNCT crl-16603 118 1 yet yet ADV crl-16603 118 2 , , PUNCT crl-16603 118 3 it it PRON crl-16603 118 4 is be AUX crl-16603 118 5 just just ADV crl-16603 118 6 as as ADV crl-16603 118 7 plausible plausible ADJ crl-16603 118 8 that that SCONJ crl-16603 118 9 the the DET crl-16603 118 10 professor professor NOUN crl-16603 118 11 could could AUX crl-16603 118 12 “ " PUNCT crl-16603 118 13 whitelist whitelist ADJ crl-16603 118 14 ” " PUNCT crl-16603 118 15 some some DET crl-16603 118 16 texts text NOUN crl-16603 118 17 and and CCONJ crl-16603 118 18 “ " PUNCT crl-16603 118 19 blacklist blacklist NOUN crl-16603 118 20 ” " PUNCT crl-16603 118 21 others other NOUN crl-16603 118 22 based base VERB crl-16603 118 23 on on ADP crl-16603 118 24 personal personal ADJ crl-16603 118 25 preference preference NOUN crl-16603 118 26 or or CCONJ crl-16603 118 27 political political ADJ crl-16603 118 28 persuasion persuasion NOUN crl-16603 118 29 — — PUNCT crl-16603 118 30 not not PART crl-16603 118 31 instructional instructional ADJ crl-16603 118 32 merit merit NOUN crl-16603 118 33 — — PUNCT crl-16603 118 34 using use VERB crl-16603 118 35 la la PROPN crl-16603 118 36 to to PART crl-16603 118 37 nudge nudge VERB crl-16603 118 38 students student NOUN crl-16603 118 39 away away ADV crl-16603 118 40 from from ADP crl-16603 118 41 these these DET crl-16603 118 42 texts text NOUN crl-16603 118 43 . . PUNCT crl-16603 119 1 students student NOUN crl-16603 119 2 would would AUX crl-16603 119 3 not not PART crl-16603 119 4 be be AUX crl-16603 119 5 provided provide VERB crl-16603 119 6 the the DET crl-16603 119 7 opportunity opportunity NOUN crl-16603 119 8 to to PART crl-16603 119 9 engage engage VERB crl-16603 119 10 with with ADP crl-16603 119 11 these these DET crl-16603 119 12 materials material NOUN crl-16603 119 13 , , PUNCT crl-16603 119 14 or or CCONJ crl-16603 119 15 professor professor NOUN crl-16603 119 16 gutierrez gutierrez PROPN crl-16603 119 17 could could AUX crl-16603 119 18 penalize penalize VERB crl-16603 119 19 them they PRON crl-16603 119 20 for for ADP crl-16603 119 21 doing do VERB crl-16603 119 22 so so ADV crl-16603 119 23 once once SCONJ crl-16603 119 24 the the DET crl-16603 119 25 system system NOUN crl-16603 119 26 alerts alert VERB crl-16603 119 27 him he PRON crl-16603 119 28 of of ADP crl-16603 119 29 his his PRON crl-16603 119 30 students student NOUN crl-16603 119 31 ’ ’ PART crl-16603 119 32 behaviors behavior NOUN crl-16603 119 33 . . PUNCT crl-16603 120 1 either either CCONJ crl-16603 120 2 way way NOUN crl-16603 120 3 , , PUNCT crl-16603 120 4 tracking tracking NOUN crl-16603 120 5 and and CCONJ crl-16603 120 6 nudging nudging NOUN crl-16603 120 7 supported support VERB crl-16603 120 8 by by ADP crl-16603 120 9 la la PROPN crl-16603 120 10 limits limit NOUN crl-16603 120 11 the the DET crl-16603 120 12 degree degree NOUN crl-16603 120 13 to to PART crl-16603 120 14 which which PRON crl-16603 120 15 his his PRON crl-16603 120 16 students student NOUN crl-16603 120 17 can can AUX crl-16603 120 18 pursue pursue VERB crl-16603 120 19 intellectual intellectual ADJ crl-16603 120 20 materials material NOUN crl-16603 120 21 according accord VERB crl-16603 120 22 to to ADP crl-16603 120 23 their their PRON crl-16603 120 24 own own ADJ crl-16603 120 25 interests interest NOUN crl-16603 120 26 . . PUNCT crl-16603 121 1 third third ADJ crl-16603 121 2 - - PUNCT crl-16603 121 3 party party NOUN crl-16603 121 4 learning learning NOUN crl-16603 121 5 environments environment NOUN crl-16603 121 6 that that PRON crl-16603 121 7 track track VERB crl-16603 121 8 student student NOUN crl-16603 121 9 behaviors behavior NOUN crl-16603 121 10 also also ADV crl-16603 121 11 present present VERB crl-16603 121 12 intellectual intellectual ADJ crl-16603 121 13 freedom freedom NOUN crl-16603 121 14 issues issue NOUN crl-16603 121 15 . . PUNCT crl-16603 122 1 educational educational ADJ crl-16603 122 2 platforms platform NOUN crl-16603 122 3 that that PRON crl-16603 122 4 provide provide VERB crl-16603 122 5 students student NOUN crl-16603 122 6 access access NOUN crl-16603 122 7 to to ADP crl-16603 122 8 packaged package VERB crl-16603 122 9 articles article NOUN crl-16603 122 10 , , PUNCT crl-16603 122 11 e e NOUN crl-16603 122 12 - - NOUN crl-16603 122 13 books book NOUN crl-16603 122 14 , , PUNCT crl-16603 122 15 and and CCONJ crl-16603 122 16 other other ADJ crl-16603 122 17 resources resource NOUN crl-16603 122 18 via via ADP crl-16603 122 19 library library NOUN crl-16603 122 20 - - PUNCT crl-16603 122 21 vendor vendor NOUN crl-16603 122 22 relationships relationship NOUN crl-16603 122 23 may may AUX crl-16603 122 24 suppress suppress VERB crl-16603 122 25 access access NOUN crl-16603 122 26 to to ADP crl-16603 122 27 specific specific ADJ crl-16603 122 28 materials material NOUN crl-16603 122 29 to to PART crl-16603 122 30 promote promote VERB crl-16603 122 31 their their PRON crl-16603 122 32 contractual contractual ADJ crl-16603 122 33 goods good NOUN crl-16603 122 34 . . PUNCT crl-16603 123 1 in in ADP crl-16603 123 2 this this DET crl-16603 123 3 case case NOUN crl-16603 123 4 , , PUNCT crl-16603 123 5 students student NOUN crl-16603 123 6 have have VERB crl-16603 123 7 less less ADJ crl-16603 123 8 intellectual intellectual ADJ crl-16603 123 9 freedom freedom NOUN crl-16603 123 10 in in ADP crl-16603 123 11 that that PRON crl-16603 123 12 surveilling surveille VERB crl-16603 123 13 actors actor NOUN crl-16603 123 14 and and CCONJ crl-16603 123 15 systems system NOUN crl-16603 123 16 can can AUX crl-16603 123 17 carefully carefully ADV crl-16603 123 18 craft craft VERB crl-16603 123 19 via via ADP crl-16603 123 20 rewards reward NOUN crl-16603 123 21 , , PUNCT crl-16603 123 22 disciplinary disciplinary ADJ crl-16603 123 23 processes process NOUN crl-16603 123 24 , , PUNCT crl-16603 123 25 and and CCONJ crl-16603 123 26 censorship censorship NOUN crl-16603 123 27 practices practice VERB crl-16603 123 28 the the DET crl-16603 123 29 environment environment NOUN crl-16603 123 30 and and CCONJ crl-16603 123 31 the the DET crl-16603 123 32 materials material NOUN crl-16603 123 33 students student NOUN crl-16603 123 34 encounter encounter VERB crl-16603 123 35 ; ; PUNCT crl-16603 123 36 in in ADP crl-16603 123 37 so so ADV crl-16603 123 38 doing do VERB crl-16603 123 39 , , PUNCT crl-16603 123 40 they they PRON crl-16603 123 41 limit limit VERB crl-16603 123 42 a a DET crl-16603 123 43 student student NOUN crl-16603 123 44 ’s ’s NOUN crl-16603 123 45 opportunity opportunity NOUN crl-16603 123 46 to to PART crl-16603 123 47 “ " PUNCT crl-16603 123 48 seek seek VERB crl-16603 123 49 and and CCONJ crl-16603 123 50 receive receive VERB crl-16603 123 51 ” " PUNCT crl-16603 123 52 information information NOUN crl-16603 123 53 . . PUNCT crl-16603 124 1 when when SCONJ crl-16603 124 2 students student NOUN crl-16603 124 3 depart depart VERB crl-16603 124 4 their their PRON crl-16603 124 5 institutions institution NOUN crl-16603 124 6 and and CCONJ crl-16603 124 7 lose lose VERB crl-16603 124 8 access access NOUN crl-16603 124 9 to to ADP crl-16603 124 10 vendor vendor NOUN crl-16603 124 11 - - PUNCT crl-16603 124 12 controlled control VERB crl-16603 124 13 walled walled ADJ crl-16603 124 14 gardens garden NOUN crl-16603 124 15 , , PUNCT crl-16603 124 16 they they PRON crl-16603 124 17 are be AUX crl-16603 124 18 liable liable ADJ crl-16603 124 19 not not PART crl-16603 124 20 to to PART crl-16603 124 21 know know VERB crl-16603 124 22 how how SCONJ crl-16603 124 23 to to PART crl-16603 124 24 seek seek VERB crl-16603 124 25 appropriate appropriate ADJ crl-16603 124 26 information information NOUN crl-16603 124 27 elsewhere elsewhere ADV crl-16603 124 28 . . PUNCT crl-16603 125 1 ethical ethical ADJ crl-16603 125 2 concerns concern NOUN crl-16603 125 3 also also ADV crl-16603 125 4 arise arise VERB crl-16603 125 5 around around ADP crl-16603 125 6 tracking track VERB crl-16603 125 7 student student NOUN crl-16603 125 8 social social ADJ crl-16603 125 9 networks network NOUN crl-16603 125 10 within within ADP crl-16603 125 11 and and CCONJ crl-16603 125 12 outside outside ADJ crl-16603 125 13 lmss lmss PROPN crl-16603 125 14 . . PUNCT crl-16603 126 1 desire2learn desire2learn VERB crl-16603 126 2 , , PUNCT crl-16603 126 3 a a DET crl-16603 126 4 commonly commonly ADV crl-16603 126 5 used use VERB crl-16603 126 6 lms lm NOUN crl-16603 126 7 , , PUNCT crl-16603 126 8 can can AUX crl-16603 126 9 map map VERB crl-16603 126 10 social social ADJ crl-16603 126 11 networks network NOUN crl-16603 126 12 as as SCONJ crl-16603 126 13 they they PRON crl-16603 126 14 develop develop VERB crl-16603 126 15 in in ADP crl-16603 126 16 course course NOUN crl-16603 126 17 sites site NOUN crl-16603 126 18 to to PART crl-16603 126 19 provide provide VERB crl-16603 126 20 instructors instructor NOUN crl-16603 126 21 insights insight NOUN crl-16603 126 22 into into ADP crl-16603 126 23 who who PRON crl-16603 126 24 is be AUX crl-16603 126 25 communicating communicate VERB crl-16603 126 26 with with ADP crl-16603 126 27 whom whom PRON crl-16603 126 28 , , PUNCT crl-16603 126 29 when when SCONJ crl-16603 126 30 , , PUNCT crl-16603 126 31 and and CCONJ crl-16603 126 32 how how SCONJ crl-16603 126 33 often often ADV crl-16603 126 34 . . PUNCT crl-16603 127 1 instructors instructor NOUN crl-16603 127 2 and and CCONJ crl-16603 127 3 advisors advisor NOUN crl-16603 127 4 could could AUX crl-16603 127 5 use use VERB crl-16603 127 6 such such ADJ crl-16603 127 7 maps map NOUN crl-16603 127 8 to to PART crl-16603 127 9 route route VERB crl-16603 127 10 students student NOUN crl-16603 127 11 to to PART crl-16603 127 12 communicate communicate VERB crl-16603 127 13 with with ADP crl-16603 127 14 particular particular ADJ crl-16603 127 15 peers peer NOUN crl-16603 127 16 . . PUNCT crl-16603 128 1 while while SCONJ crl-16603 128 2 it it PRON crl-16603 128 3 may may AUX crl-16603 128 4 be be AUX crl-16603 128 5 beneficial beneficial ADJ crl-16603 128 6 to to PART crl-16603 128 7 redirect redirect VERB crl-16603 128 8 student student NOUN crl-16603 128 9 communications communication NOUN crl-16603 128 10 to to PART crl-16603 128 11 include include VERB crl-16603 128 12 students student NOUN crl-16603 128 13 on on ADP crl-16603 128 14 the the DET crl-16603 128 15 fringes fringe NOUN crl-16603 128 16 of of ADP crl-16603 128 17 the the DET crl-16603 128 18 network network NOUN crl-16603 128 19 or or CCONJ crl-16603 128 20 even even ADV crl-16603 128 21 match match VERB crl-16603 128 22 students student NOUN crl-16603 128 23 who who PRON crl-16603 128 24 have have AUX crl-16603 128 25 not not PART crl-16603 128 26 connected connect VERB crl-16603 128 27 , , PUNCT crl-16603 128 28 individuals individual NOUN crl-16603 128 29 may may AUX crl-16603 128 30 just just ADV crl-16603 128 31 as as ADV crl-16603 128 32 easily easily ADV crl-16603 128 33 manipulate manipulate VERB crl-16603 128 34 the the DET crl-16603 128 35 network network NOUN crl-16603 128 36 and and CCONJ crl-16603 128 37 do do VERB crl-16603 128 38 harm harm NOUN crl-16603 128 39 . . PUNCT crl-16603 129 1 for for ADP crl-16603 129 2 instance instance NOUN crl-16603 129 3 , , PUNCT crl-16603 129 4 instructors instructor NOUN crl-16603 129 5 may may AUX crl-16603 129 6 direct direct VERB crl-16603 129 7 students student NOUN crl-16603 129 8 away away ADV crl-16603 129 9 from from ADP crl-16603 129 10 peers peer NOUN crl-16603 129 11 that that SCONJ crl-16603 129 12 present present ADJ crl-16603 129 13 opinions opinion NOUN crl-16603 129 14 in in ADP crl-16603 129 15 opposition opposition NOUN crl-16603 129 16 to to ADP crl-16603 129 17 their their PRON crl-16603 129 18 own own ADJ crl-16603 129 19 , , PUNCT crl-16603 129 20 or or CCONJ crl-16603 129 21 individuals individual NOUN crl-16603 129 22 they they PRON crl-16603 129 23 deem deem VERB crl-16603 129 24 trouble trouble NOUN crl-16603 129 25 students student NOUN crl-16603 129 26 . . PUNCT crl-16603 130 1 research research NOUN crl-16603 130 2 has have AUX crl-16603 130 3 uncovered uncover VERB crl-16603 130 4 how how SCONJ crl-16603 130 5 institutions institution NOUN crl-16603 130 6 are be AUX crl-16603 130 7 already already ADV crl-16603 130 8 correlating correlate VERB crl-16603 130 9 student student NOUN crl-16603 130 10 presence presence NOUN crl-16603 130 11 in in ADP crl-16603 130 12 campus campus NOUN crl-16603 130 13 physical physical ADJ crl-16603 130 14 spaces space NOUN crl-16603 130 15 such such ADJ crl-16603 130 16 as as ADP crl-16603 130 17 libraries library NOUN crl-16603 130 18 via via ADP crl-16603 130 19 wifi wifi PROPN crl-16603 130 20 access access NOUN crl-16603 130 21 logs.92 logs.92 NOUN crl-16603 130 22 using use VERB crl-16603 130 23 such such ADJ crl-16603 130 24 analytics analytic NOUN crl-16603 130 25 to to PART crl-16603 130 26 try try VERB crl-16603 130 27 to to PART crl-16603 130 28 direct direct VERB crl-16603 130 29 student student NOUN crl-16603 130 30 relationships relationship NOUN crl-16603 130 31 ( ( PUNCT crl-16603 130 32 for for ADP crl-16603 130 33 instance instance NOUN crl-16603 130 34 , , PUNCT crl-16603 130 35 to to PART crl-16603 130 36 nudge nudge VERB crl-16603 130 37 students student NOUN crl-16603 130 38 to to PART crl-16603 130 39 interact interact VERB crl-16603 130 40 with with ADP crl-16603 130 41 higher high ADJ crl-16603 130 42 - - PUNCT crl-16603 130 43 achieving achieve VERB crl-16603 130 44 peers peer NOUN crl-16603 130 45 ) ) PUNCT crl-16603 130 46 would would AUX crl-16603 130 47 be be AUX crl-16603 130 48 egregious egregious ADJ crl-16603 130 49 , , PUNCT crl-16603 130 50 but but CCONJ crl-16603 130 51 institutions institution NOUN crl-16603 130 52 might might AUX crl-16603 130 53 believe believe VERB crl-16603 130 54 this this DET crl-16603 130 55 surveillance surveillance NOUN crl-16603 130 56 - - PUNCT crl-16603 130 57 based base VERB crl-16603 130 58 practice practice NOUN crl-16603 130 59 may may AUX crl-16603 130 60 bolster bolster VERB crl-16603 130 61 student student NOUN crl-16603 130 62 achievement achievement NOUN crl-16603 130 63 . . PUNCT crl-16603 131 1 associated associate VERB crl-16603 131 2 intellectual intellectual ADJ crl-16603 131 3 freedom freedom NOUN crl-16603 131 4 issues issue NOUN crl-16603 131 5 are be AUX crl-16603 131 6 less less ADJ crl-16603 131 7 about about ADP crl-16603 131 8 the the DET crl-16603 131 9 liberty liberty NOUN crl-16603 131 10 to to PART crl-16603 131 11 interact interact VERB crl-16603 131 12 with with ADP crl-16603 131 13 and and CCONJ crl-16603 131 14 consume consume VERB crl-16603 131 15 materials material NOUN crl-16603 131 16 , , PUNCT crl-16603 131 17 and and CCONJ crl-16603 131 18 more more ADJ crl-16603 131 19 about about ADP crl-16603 131 20 the the DET crl-16603 131 21 social social ADJ crl-16603 131 22 conditions condition NOUN crl-16603 131 23 necessary necessary ADJ crl-16603 131 24 to to PART crl-16603 131 25 exchange exchange VERB crl-16603 131 26 ideas idea NOUN crl-16603 131 27 freely freely ADV crl-16603 131 28 among among ADP crl-16603 131 29 peers peer NOUN crl-16603 131 30 . . PUNCT crl-16603 132 1 when when SCONJ crl-16603 132 2 institutions institution NOUN crl-16603 132 3 use use VERB crl-16603 132 4 social social ADJ crl-16603 132 5 network network NOUN crl-16603 132 6 data datum NOUN crl-16603 132 7 to to PART crl-16603 132 8 manipulate manipulate VERB crl-16603 132 9 interactions interaction NOUN crl-16603 132 10 in in ADP crl-16603 132 11 academic academic ADJ crl-16603 132 12 spaces space NOUN crl-16603 132 13 , , PUNCT crl-16603 132 14 they they PRON crl-16603 132 15 damage damage VERB crl-16603 132 16 the the DET crl-16603 132 17 free free ADJ crl-16603 132 18 and and CCONJ crl-16603 132 19 organic organic ADJ crl-16603 132 20 exchange exchange NOUN crl-16603 132 21 of of ADP crl-16603 132 22 ideas idea NOUN crl-16603 132 23 . . PUNCT crl-16603 133 1 privacy privacy NOUN crl-16603 133 2 and and CCONJ crl-16603 133 3 confidentiality confidentiality NOUN crl-16603 133 4 la la X crl-16603 133 5 naturally naturally ADV crl-16603 133 6 invokes invoke VERB crl-16603 133 7 privacy privacy NOUN crl-16603 133 8 issues issue NOUN crl-16603 133 9 and and CCONJ crl-16603 133 10 concerns concern NOUN crl-16603 133 11 about about ADP crl-16603 133 12 confidentiality confidentiality NOUN crl-16603 133 13 of of ADP crl-16603 133 14 personal personal ADJ crl-16603 133 15 information information NOUN crl-16603 133 16 . . PUNCT crl-16603 134 1 student student NOUN crl-16603 134 2 use use NOUN crl-16603 134 3 of of ADP crl-16603 134 4 materials material NOUN crl-16603 134 5 ( ( PUNCT crl-16603 134 6 such such ADJ crl-16603 134 7 as as ADP crl-16603 134 8 books book NOUN crl-16603 134 9 , , PUNCT crl-16603 134 10 articles article NOUN crl-16603 134 11 , , PUNCT crl-16603 134 12 and and CCONJ crl-16603 134 13 other other ADJ crl-16603 134 14 materials material NOUN crl-16603 134 15 ) ) PUNCT crl-16603 134 16 may may AUX crl-16603 134 17 be be AUX crl-16603 134 18 recorded record VERB crl-16603 134 19 , , PUNCT crl-16603 134 20 analyzed analyze VERB crl-16603 134 21 , , PUNCT crl-16603 134 22 shared share VERB crl-16603 134 23 with with ADP crl-16603 134 24 a a DET crl-16603 134 25 variety variety NOUN crl-16603 134 26 of of ADP crl-16603 134 27 actors actor NOUN crl-16603 134 28 , , PUNCT crl-16603 134 29 and and CCONJ crl-16603 134 30 used use VERB crl-16603 134 31 to to PART crl-16603 134 32 intervene intervene VERB crl-16603 134 33 in in ADP crl-16603 134 34 student student NOUN crl-16603 134 35 learning learning NOUN crl-16603 134 36 and and CCONJ crl-16603 134 37 life life NOUN crl-16603 134 38 choices choice NOUN crl-16603 134 39 . . PUNCT crl-16603 135 1 these these DET crl-16603 135 2 practices practice NOUN crl-16603 135 3 in in ADP crl-16603 135 4 turn turn NOUN crl-16603 135 5 damage damage NOUN crl-16603 135 6 intellectual intellectual ADJ crl-16603 135 7 freedom freedom NOUN crl-16603 135 8 . . PUNCT crl-16603 136 1 while while SCONJ crl-16603 136 2 not not PART crl-16603 136 3 explicitly explicitly ADV crl-16603 136 4 developed develop VERB crl-16603 136 5 in in ADP crl-16603 136 6 the the DET crl-16603 136 7 code code NOUN crl-16603 136 8 of of ADP crl-16603 136 9 ethics ethic NOUN crl-16603 136 10 , , PUNCT crl-16603 136 11 the the DET crl-16603 136 12 concern concern NOUN crl-16603 136 13 over over ADP crl-16603 136 14 intellectual intellectual ADJ crl-16603 136 15 freedom freedom NOUN crl-16603 136 16 and and CCONJ crl-16603 136 17 user user NOUN crl-16603 136 18 privacy privacy NOUN crl-16603 136 19 and and CCONJ crl-16603 136 20 confidentiality confidentiality NOUN crl-16603 136 21 refers refer VERB crl-16603 136 22 to to ADP crl-16603 136 23 theories theory NOUN crl-16603 136 24 of of ADP crl-16603 136 25 “ " PUNCT crl-16603 136 26 intellectual intellectual ADJ crl-16603 136 27 privacy privacy NOUN crl-16603 136 28 ” " PUNCT crl-16603 136 29 developed develop VERB crl-16603 136 30 by by ADP crl-16603 136 31 richards.93 richards.93 PROPN crl-16603 136 32 intellectual intellectual ADJ crl-16603 136 33 privacy privacy NOUN crl-16603 136 34 is be AUX crl-16603 136 35 the the DET crl-16603 136 36 protected protected ADJ crl-16603 136 37 sphere sphere NOUN crl-16603 136 38 in in ADP crl-16603 136 39 which which PRON crl-16603 136 40 we we PRON crl-16603 136 41 can can AUX crl-16603 136 42 cognitively cognitively ADV crl-16603 136 43 function function VERB crl-16603 136 44 and and CCONJ crl-16603 136 45 safely safely ADV crl-16603 136 46 develop develop VERB crl-16603 136 47 speech speech NOUN crl-16603 136 48 without without ADP crl-16603 136 49 intrusion intrusion NOUN crl-16603 136 50 . . PUNCT crl-16603 137 1 learning learn VERB crl-16603 137 2 analytics analytic NOUN crl-16603 137 3 and and CCONJ crl-16603 137 4 the the DET crl-16603 137 5 academic academic ADJ crl-16603 137 6 library library NOUN crl-16603 137 7 313 313 NUM crl-16603 137 8 librarians librarians PROPN crl-16603 137 9 commonly commonly ADV crl-16603 137 10 help help VERB crl-16603 137 11 instructors instructor NOUN crl-16603 137 12 develop develop VERB crl-16603 137 13 lms lm NOUN crl-16603 137 14 - - PUNCT crl-16603 137 15 hosted host VERB crl-16603 137 16 courses course NOUN crl-16603 137 17 by by ADP crl-16603 137 18 embedding embed VERB crl-16603 137 19 resources resource NOUN crl-16603 137 20 — — PUNCT crl-16603 137 21 articles article NOUN crl-16603 137 22 , , PUNCT crl-16603 137 23 links link NOUN crl-16603 137 24 , , PUNCT crl-16603 137 25 and and CCONJ crl-16603 137 26 the the DET crl-16603 137 27 like like ADJ crl-16603 137 28 — — PUNCT crl-16603 137 29 for for SCONJ crl-16603 137 30 students student NOUN crl-16603 137 31 to to PART crl-16603 137 32 access access NOUN crl-16603 137 33 . . PUNCT crl-16603 138 1 this this DET crl-16603 138 2 service service NOUN crl-16603 138 3 was be AUX crl-16603 138 4 benign benign ADJ crl-16603 138 5 and and CCONJ crl-16603 138 6 welcome welcome ADJ crl-16603 138 7 in in ADP crl-16603 138 8 the the DET crl-16603 138 9 past past NOUN crl-16603 138 10 . . PUNCT crl-16603 139 1 today today NOUN crl-16603 139 2 , , PUNCT crl-16603 139 3 however however ADV crl-16603 139 4 , , PUNCT crl-16603 139 5 la la PROPN crl-16603 139 6 technology technology NOUN crl-16603 139 7 tracks track NOUN crl-16603 139 8 when when SCONJ crl-16603 139 9 students student NOUN crl-16603 139 10 click click VERB crl-16603 139 11 on on ADP crl-16603 139 12 resources resource NOUN crl-16603 139 13 linked link VERB crl-16603 139 14 from from ADP crl-16603 139 15 or or CCONJ crl-16603 139 16 embedded embed VERB crl-16603 139 17 within within ADP crl-16603 139 18 course course NOUN crl-16603 139 19 sites site NOUN crl-16603 139 20 , , PUNCT crl-16603 139 21 as as ADV crl-16603 139 22 well well ADV crl-16603 139 23 as as ADP crl-16603 139 24 how how SCONJ crl-16603 139 25 long long ADJ crl-16603 139 26 students student NOUN crl-16603 139 27 read read VERB crl-16603 139 28 ( ( PUNCT crl-16603 139 29 that that PRON crl-16603 139 30 is be AUX crl-16603 139 31 to to PART crl-16603 139 32 say say VERB crl-16603 139 33 , , PUNCT crl-16603 139 34 view view NOUN crl-16603 139 35 ) ) PUNCT crl-16603 139 36 the the DET crl-16603 139 37 resource resource NOUN crl-16603 139 38 , , PUNCT crl-16603 139 39 which which PRON crl-16603 139 40 enables enable VERB crl-16603 139 41 actors actor NOUN crl-16603 139 42 with with ADP crl-16603 139 43 the the DET crl-16603 139 44 right right ADJ crl-16603 139 45 privileges privilege NOUN crl-16603 139 46 to to PART crl-16603 139 47 keep keep VERB crl-16603 139 48 a a DET crl-16603 139 49 detailed detailed ADJ crl-16603 139 50 audit audit NOUN crl-16603 139 51 of of ADP crl-16603 139 52 these these DET crl-16603 139 53 activities activity NOUN crl-16603 139 54 and and CCONJ crl-16603 139 55 , , PUNCT crl-16603 139 56 consequently consequently ADV crl-16603 139 57 , , PUNCT crl-16603 139 58 judge judge NOUN crl-16603 139 59 students student NOUN crl-16603 139 60 ’ ’ PART crl-16603 139 61 behaviors behavior NOUN crl-16603 139 62 . . PUNCT crl-16603 140 1 la la ADJ crl-16603 140 2 data datum NOUN crl-16603 140 3 are be AUX crl-16603 140 4 often often ADV crl-16603 140 5 inaccurate inaccurate ADJ crl-16603 140 6 because because SCONJ crl-16603 140 7 they they PRON crl-16603 140 8 can can AUX crl-16603 140 9 not not PART crl-16603 140 10 discern discern VERB crl-16603 140 11 when when SCONJ crl-16603 140 12 students student NOUN crl-16603 140 13 are be AUX crl-16603 140 14 actively actively ADV crl-16603 140 15 reading read VERB crl-16603 140 16 and and CCONJ crl-16603 140 17 interacting interact VERB crl-16603 140 18 with with ADP crl-16603 140 19 a a DET crl-16603 140 20 resource resource NOUN crl-16603 140 21 based base VERB crl-16603 140 22 on on ADP crl-16603 140 23 clickstream clickstream NOUN crl-16603 140 24 data datum NOUN crl-16603 140 25 alone alone ADV crl-16603 140 26 . . PUNCT crl-16603 141 1 it it PRON crl-16603 141 2 may may AUX crl-16603 141 3 be be AUX crl-16603 141 4 that that SCONJ crl-16603 141 5 students student NOUN crl-16603 141 6 open open VERB crl-16603 141 7 a a DET crl-16603 141 8 pdf pdf NOUN crl-16603 141 9 in in ADP crl-16603 141 10 the the DET crl-16603 141 11 lms lm NOUN crl-16603 141 12 only only ADV crl-16603 141 13 to to PART crl-16603 141 14 walk walk VERB crl-16603 141 15 away away ADV crl-16603 141 16 to to PART crl-16603 141 17 socialize socialize VERB crl-16603 141 18 with with ADP crl-16603 141 19 peers peer NOUN crl-16603 141 20 in in ADP crl-16603 141 21 the the DET crl-16603 141 22 hall hall NOUN crl-16603 141 23 of of ADP crl-16603 141 24 their their PRON crl-16603 141 25 dormitory dormitory NOUN crl-16603 141 26 or or CCONJ crl-16603 141 27 purchase purchase VERB crl-16603 141 28 a a DET crl-16603 141 29 cup cup NOUN crl-16603 141 30 of of ADP crl-16603 141 31 coffee coffee NOUN crl-16603 141 32 ; ; PUNCT crl-16603 141 33 alternately alternately ADV crl-16603 141 34 , , PUNCT crl-16603 141 35 students student NOUN crl-16603 141 36 could could AUX crl-16603 141 37 simply simply ADV crl-16603 141 38 print print VERB crl-16603 141 39 off off ADP crl-16603 141 40 the the DET crl-16603 141 41 pdf pdf NOUN crl-16603 141 42 . . PUNCT crl-16603 142 1 furthermore furthermore ADV crl-16603 142 2 , , PUNCT crl-16603 142 3 it it PRON crl-16603 142 4 could could AUX crl-16603 142 5 also also ADV crl-16603 142 6 be be AUX crl-16603 142 7 that that SCONJ crl-16603 142 8 students student NOUN crl-16603 142 9 track track VERB crl-16603 142 10 down down ADP crl-16603 142 11 the the DET crl-16603 142 12 reading reading NOUN crl-16603 142 13 using use VERB crl-16603 142 14 a a DET crl-16603 142 15 citation citation NOUN crl-16603 142 16 instead instead ADV crl-16603 142 17 of of ADP crl-16603 142 18 clicking click VERB crl-16603 142 19 through through ADP crl-16603 142 20 to to ADP crl-16603 142 21 the the DET crl-16603 142 22 reading reading NOUN crl-16603 142 23 in in ADP crl-16603 142 24 the the DET crl-16603 142 25 lms lm NOUN crl-16603 142 26 . . PUNCT crl-16603 143 1 any any PRON crl-16603 143 2 of of ADP crl-16603 143 3 these these DET crl-16603 143 4 three three NUM crl-16603 143 5 situations situation NOUN crl-16603 143 6 would would AUX crl-16603 143 7 incorrectly incorrectly ADV crl-16603 143 8 calculate calculate VERB crl-16603 143 9 student student NOUN crl-16603 143 10 engagement engagement NOUN crl-16603 143 11 scores score NOUN crl-16603 143 12 . . PUNCT crl-16603 144 1 as as SCONJ crl-16603 144 2 la la ADP crl-16603 144 3 matures mature NOUN crl-16603 144 4 and and CCONJ crl-16603 144 5 the the DET crl-16603 144 6 technology technology NOUN crl-16603 144 7 moves move VERB crl-16603 144 8 away away ADV crl-16603 144 9 from from ADP crl-16603 144 10 clickstream clickstream NOUN crl-16603 144 11 data datum NOUN crl-16603 144 12 , , PUNCT crl-16603 144 13 it it PRON crl-16603 144 14 could could AUX crl-16603 144 15 get get VERB crl-16603 144 16 more more ADV crl-16603 144 17 accurate accurate ADJ crl-16603 144 18 engagement engagement NOUN crl-16603 144 19 data datum NOUN crl-16603 144 20 by by ADP crl-16603 144 21 capturing capture VERB crl-16603 144 22 mouse mouse NOUN crl-16603 144 23 movements movement NOUN crl-16603 144 24 or or CCONJ crl-16603 144 25 eye eye NOUN crl-16603 144 26 movements movement NOUN crl-16603 144 27 via via ADP crl-16603 144 28 computer computer NOUN crl-16603 144 29 cameras camera NOUN crl-16603 144 30 . . PUNCT crl-16603 145 1 we we PRON crl-16603 145 2 have have AUX crl-16603 145 3 seen see VERB crl-16603 145 4 in in ADP crl-16603 145 5 our our PRON crl-16603 145 6 own own ADJ crl-16603 145 7 experience experience NOUN crl-16603 145 8 how how SCONJ crl-16603 145 9 instructors instructor NOUN crl-16603 145 10 are be AUX crl-16603 145 11 increasingly increasingly ADV crl-16603 145 12 relying rely VERB crl-16603 145 13 on on ADP crl-16603 145 14 these these DET crl-16603 145 15 inadequate inadequate ADJ crl-16603 145 16 data datum NOUN crl-16603 145 17 as as ADP crl-16603 145 18 proxies proxy NOUN crl-16603 145 19 for for ADP crl-16603 145 20 attendance attendance NOUN crl-16603 145 21 and and CCONJ crl-16603 145 22 to to PART crl-16603 145 23 assess assess VERB crl-16603 145 24 student student NOUN crl-16603 145 25 engagement engagement NOUN crl-16603 145 26 , , PUNCT crl-16603 145 27 which which PRON crl-16603 145 28 aligns align VERB crl-16603 145 29 with with ADP crl-16603 145 30 insights insight NOUN crl-16603 145 31 from from ADP crl-16603 145 32 kruse kruse NOUN crl-16603 145 33 and and CCONJ crl-16603 145 34 pongsajapan.94 pongsajapan.94 NOUN crl-16603 145 35 besides besides SCONJ crl-16603 145 36 being be AUX crl-16603 145 37 unfairly unfairly ADV crl-16603 145 38 graded grade VERB crl-16603 145 39 , , PUNCT crl-16603 145 40 the the DET crl-16603 145 41 harm harm NOUN crl-16603 145 42 for for ADP crl-16603 145 43 students student NOUN crl-16603 145 44 is be AUX crl-16603 145 45 that that SCONJ crl-16603 145 46 they they PRON crl-16603 145 47 may may AUX crl-16603 145 48 shift shift VERB crl-16603 145 49 the the DET crl-16603 145 50 intellectual intellectual ADJ crl-16603 145 51 resources resource NOUN crl-16603 145 52 they they PRON crl-16603 145 53 pursue pursue VERB crl-16603 145 54 toward toward ADP crl-16603 145 55 those those PRON crl-16603 145 56 included include VERB crl-16603 145 57 in in ADP crl-16603 145 58 the the DET crl-16603 145 59 surveillance surveillance NOUN crl-16603 145 60 net net NOUN crl-16603 145 61 and and CCONJ crl-16603 145 62 used use VERB crl-16603 145 63 to to PART crl-16603 145 64 grade grade VERB crl-16603 145 65 their their PRON crl-16603 145 66 progress progress NOUN crl-16603 145 67 , , PUNCT crl-16603 145 68 eliminating eliminate VERB crl-16603 145 69 other other ADJ crl-16603 145 70 options option NOUN crl-16603 145 71 . . PUNCT crl-16603 146 1 moreover moreover ADV crl-16603 146 2 , , PUNCT crl-16603 146 3 they they PRON crl-16603 146 4 may may AUX crl-16603 146 5 look look VERB crl-16603 146 6 upon upon SCONJ crl-16603 146 7 their their PRON crl-16603 146 8 instructors instructor NOUN crl-16603 146 9 , , PUNCT crl-16603 146 10 librarians librarian NOUN crl-16603 146 11 , , PUNCT crl-16603 146 12 and and CCONJ crl-16603 146 13 others other NOUN crl-16603 146 14 with with ADP crl-16603 146 15 access access NOUN crl-16603 146 16 to to ADP crl-16603 146 17 their their PRON crl-16603 146 18 data datum NOUN crl-16603 146 19 with with ADP crl-16603 146 20 “ " PUNCT crl-16603 146 21 coded code VERB crl-16603 146 22 suspicion,”95 suspicion,”95 NOUN crl-16603 146 23 which which PRON crl-16603 146 24 can can AUX crl-16603 146 25 lead lead VERB crl-16603 146 26 to to ADP crl-16603 146 27 distrustful distrustful ADJ crl-16603 146 28 relationships relationship NOUN crl-16603 146 29 and and CCONJ crl-16603 146 30 negatively negatively ADV crl-16603 146 31 impact impact NOUN crl-16603 146 32 “ " PUNCT crl-16603 146 33 intellectual intellectual ADJ crl-16603 146 34 risk risk NOUN crl-16603 146 35 - - PUNCT crl-16603 146 36 taking taking NOUN crl-16603 146 37 . . PUNCT crl-16603 147 1 ”96 ”96 PROPN crl-16603 147 2 uow uow PROPN crl-16603 147 3 ’s ’s PART crl-16603 147 4 library library PROPN crl-16603 147 5 cube cube PROPN crl-16603 147 6 analytics analytic NOUN crl-16603 147 7 project project NOUN crl-16603 147 8 tracked track VERB crl-16603 147 9 student student NOUN crl-16603 147 10 use use NOUN crl-16603 147 11 of of ADP crl-16603 147 12 library library NOUN crl-16603 147 13 resources resource NOUN crl-16603 147 14 , , PUNCT crl-16603 147 15 noting note VERB crl-16603 147 16 how how SCONJ crl-16603 147 17 usage usage NOUN crl-16603 147 18 of of ADP crl-16603 147 19 library library NOUN crl-16603 147 20 sources source NOUN crl-16603 147 21 immediately immediately ADV crl-16603 147 22 increased increase VERB crl-16603 147 23 when when SCONJ crl-16603 147 24 instructors instructor NOUN crl-16603 147 25 informed inform VERB crl-16603 147 26 students student NOUN crl-16603 147 27 that that SCONJ crl-16603 147 28 their their PRON crl-16603 147 29 usage usage NOUN crl-16603 147 30 was be AUX crl-16603 147 31 low low ADJ crl-16603 147 32 . . PUNCT crl-16603 148 1 uptake uptake VERB crl-16603 148 2 responding respond VERB crl-16603 148 3 to to ADP crl-16603 148 4 an an DET crl-16603 148 5 intervention intervention NOUN crl-16603 148 6 may may AUX crl-16603 148 7 seem seem VERB crl-16603 148 8 to to PART crl-16603 148 9 be be AUX crl-16603 148 10 a a DET crl-16603 148 11 benefit benefit NOUN crl-16603 148 12 of of ADP crl-16603 148 13 library library PROPN crl-16603 148 14 la la PROPN crl-16603 148 15 projects project NOUN crl-16603 148 16 , , PUNCT crl-16603 148 17 but but CCONJ crl-16603 148 18 this this DET crl-16603 148 19 finding finding NOUN crl-16603 148 20 does do AUX crl-16603 148 21 not not PART crl-16603 148 22 consider consider VERB crl-16603 148 23 potential potential ADJ crl-16603 148 24 adverse adverse ADJ crl-16603 148 25 psychosocial psychosocial ADJ crl-16603 148 26 effects effect NOUN crl-16603 148 27 . . PUNCT crl-16603 149 1 without without ADP crl-16603 149 2 empirical empirical ADJ crl-16603 149 3 data datum NOUN crl-16603 149 4 to to PART crl-16603 149 5 say say VERB crl-16603 149 6 otherwise otherwise ADV crl-16603 149 7 , , PUNCT crl-16603 149 8 it it PRON crl-16603 149 9 is be AUX crl-16603 149 10 just just ADV crl-16603 149 11 as as ADV crl-16603 149 12 plausible plausible ADJ crl-16603 149 13 that that SCONJ crl-16603 149 14 students student NOUN crl-16603 149 15 responded respond VERB crl-16603 149 16 with with ADP crl-16603 149 17 fear fear NOUN crl-16603 149 18 that that SCONJ crl-16603 149 19 what what PRON crl-16603 149 20 they they PRON crl-16603 149 21 thought think VERB crl-16603 149 22 to to PART crl-16603 149 23 be be AUX crl-16603 149 24 personal personal ADJ crl-16603 149 25 , , PUNCT crl-16603 149 26 private private ADJ crl-16603 149 27 information information NOUN crl-16603 149 28 ( ( PUNCT crl-16603 149 29 that that ADV crl-16603 149 30 is is ADV crl-16603 149 31 , , PUNCT crl-16603 149 32 which which DET crl-16603 149 33 resources resource NOUN crl-16603 149 34 they they PRON crl-16603 149 35 accessed access VERB crl-16603 149 36 ) ) PUNCT crl-16603 149 37 would would AUX crl-16603 149 38 be be AUX crl-16603 149 39 used use VERB crl-16603 149 40 to to ADP crl-16603 149 41 their their PRON crl-16603 149 42 disadvantage disadvantage NOUN crl-16603 149 43 . . PUNCT crl-16603 150 1 in in ADP crl-16603 150 2 response response NOUN crl-16603 150 3 , , PUNCT crl-16603 150 4 they they PRON crl-16603 150 5 increased increase VERB crl-16603 150 6 their their PRON crl-16603 150 7 library library NOUN crl-16603 150 8 usage usage NOUN crl-16603 150 9 to to PART crl-16603 150 10 regain regain VERB crl-16603 150 11 favor favor NOUN crl-16603 150 12 with with ADP crl-16603 150 13 their their PRON crl-16603 150 14 instructor instructor NOUN crl-16603 150 15 , , PUNCT crl-16603 150 16 but but CCONJ crl-16603 150 17 not not PART crl-16603 150 18 because because SCONJ crl-16603 150 19 they they PRON crl-16603 150 20 believed believe VERB crl-16603 150 21 it it PRON crl-16603 150 22 would would AUX crl-16603 150 23 intellectually intellectually ADV crl-16603 150 24 benefit benefit VERB crl-16603 150 25 them they PRON crl-16603 150 26 . . PUNCT crl-16603 151 1 it it PRON crl-16603 151 2 is be AUX crl-16603 151 3 equally equally ADV crl-16603 151 4 disconcerting disconcert VERB crl-16603 151 5 that that SCONJ crl-16603 151 6 some some DET crl-16603 151 7 students student NOUN crl-16603 151 8 may may AUX crl-16603 151 9 come come VERB crl-16603 151 10 to to PART crl-16603 151 11 believe believe VERB crl-16603 151 12 there there PRON crl-16603 151 13 is be VERB crl-16603 151 14 some some DET crl-16603 151 15 “ " PUNCT crl-16603 151 16 correct correct ADJ crl-16603 151 17 ” " PUNCT crl-16603 151 18 threshold threshold NOUN crl-16603 151 19 of of ADP crl-16603 151 20 library library NOUN crl-16603 151 21 usage usage NOUN crl-16603 151 22 or or CCONJ crl-16603 151 23 “ " PUNCT crl-16603 151 24 right right ADJ crl-16603 151 25 ” " PUNCT crl-16603 151 26 materials material NOUN crl-16603 151 27 they they PRON crl-16603 151 28 should should AUX crl-16603 151 29 access access VERB crl-16603 151 30 . . PUNCT crl-16603 152 1 we we PRON crl-16603 152 2 expect expect VERB crl-16603 152 3 these these DET crl-16603 152 4 initiatives initiative NOUN crl-16603 152 5 to to PART crl-16603 152 6 increase increase VERB crl-16603 152 7 library library NOUN crl-16603 152 8 anxiety anxiety NOUN crl-16603 152 9 and and CCONJ crl-16603 152 10 decrease decrease VERB crl-16603 152 11 trust trust NOUN crl-16603 152 12 toward toward ADP crl-16603 152 13 librarians librarian NOUN crl-16603 152 14 among among ADP crl-16603 152 15 students student NOUN crl-16603 152 16 , , PUNCT crl-16603 152 17 especially especially ADV crl-16603 152 18 urban urban ADJ crl-16603 152 19 students student NOUN crl-16603 152 20 of of ADP crl-16603 152 21 color color NOUN crl-16603 152 22 who who PRON crl-16603 152 23 have have AUX crl-16603 152 24 historically historically ADV crl-16603 152 25 been be AUX crl-16603 152 26 the the DET crl-16603 152 27 target target NOUN crl-16603 152 28 of of ADP crl-16603 152 29 school school NOUN crl-16603 152 30 surveillance.97 surveillance.97 NOUN crl-16603 152 31 students student NOUN crl-16603 152 32 may may AUX crl-16603 152 33 chill chill VERB crl-16603 152 34 their their PRON crl-16603 152 35 intellectual intellectual ADJ crl-16603 152 36 behaviors behavior NOUN crl-16603 152 37 due due ADP crl-16603 152 38 to to ADP crl-16603 152 39 privacy privacy NOUN crl-16603 152 40 invasion invasion NOUN crl-16603 152 41 from from ADP crl-16603 152 42 librarians librarians PROPN crl-16603 152 43 participating participate VERB crl-16603 152 44 in in ADP crl-16603 152 45 la la PROPN crl-16603 152 46 . . PUNCT crl-16603 153 1 we we PRON crl-16603 153 2 should should AUX crl-16603 153 3 be be AUX crl-16603 153 4 concerned concern VERB crl-16603 153 5 not not PART crl-16603 153 6 only only ADV crl-16603 153 7 about about ADP crl-16603 153 8 how how SCONJ crl-16603 153 9 this this PRON crl-16603 153 10 negatively negatively ADV crl-16603 153 11 impacts impact VERB crl-16603 153 12 individual individual ADJ crl-16603 153 13 student student NOUN crl-16603 153 14 lives live VERB crl-16603 153 15 , , PUNCT crl-16603 153 16 but but CCONJ crl-16603 153 17 also also ADV crl-16603 153 18 how how SCONJ crl-16603 153 19 chilling chilling ADJ crl-16603 153 20 can can AUX crl-16603 153 21 impact impact VERB crl-16603 153 22 campus campus NOUN crl-16603 153 23 and and CCONJ crl-16603 153 24 classroom classroom NOUN crl-16603 153 25 communities community NOUN crl-16603 153 26 . . PUNCT crl-16603 154 1 chilling chilling ADJ crl-16603 154 2 brought bring VERB crl-16603 154 3 about about ADP crl-16603 154 4 by by ADP crl-16603 154 5 la la PROPN crl-16603 154 6 can can AUX crl-16603 154 7 harm harm VERB crl-16603 154 8 the the DET crl-16603 154 9 sharing sharing NOUN crl-16603 154 10 of of ADP crl-16603 154 11 viewpoints viewpoint NOUN crl-16603 154 12 and and CCONJ crl-16603 154 13 decrease decrease VERB crl-16603 154 14 pushing push VERB crl-16603 154 15 intellectual intellectual ADJ crl-16603 154 16 boundaries boundary NOUN crl-16603 154 17 , , PUNCT crl-16603 154 18 both both PRON crl-16603 154 19 of of ADP crl-16603 154 20 which which PRON crl-16603 154 21 often often ADV crl-16603 154 22 require require VERB crl-16603 154 23 learner learner NOUN crl-16603 154 24 communities community NOUN crl-16603 154 25 to to PART crl-16603 154 26 engage engage VERB crl-16603 154 27 in in ADP crl-16603 154 28 free free ADJ crl-16603 154 29 , , PUNCT crl-16603 154 30 unrestricted unrestricted ADJ crl-16603 154 31 speech speech NOUN crl-16603 154 32 and and CCONJ crl-16603 154 33 inquiry.98 inquiry.98 VERB crl-16603 154 34 intellectual intellectual ADJ crl-16603 154 35 property property NOUN crl-16603 154 36 rights right NOUN crl-16603 154 37 the the DET crl-16603 154 38 nascent nascent NOUN crl-16603 154 39 value value NOUN crl-16603 154 40 that that PRON crl-16603 154 41 la la PROPN crl-16603 154 42 attaches attach VERB crl-16603 154 43 to to PART crl-16603 154 44 student student NOUN crl-16603 154 45 data datum NOUN crl-16603 154 46 could could AUX crl-16603 154 47 significantly significantly ADV crl-16603 154 48 affect affect VERB crl-16603 154 49 intellectual intellectual ADJ crl-16603 154 50 property property NOUN crl-16603 154 51 ( ( PUNCT crl-16603 154 52 ip ip NOUN crl-16603 154 53 ) ) PUNCT crl-16603 154 54 negotiations negotiation NOUN crl-16603 154 55 between between ADP crl-16603 154 56 digital digital ADJ crl-16603 154 57 content content NOUN crl-16603 154 58 vendors vendor NOUN crl-16603 154 59 and and CCONJ crl-16603 154 60 heis heis PROPN crl-16603 154 61 . . PUNCT crl-16603 155 1 these these DET crl-16603 155 2 ip ip NOUN crl-16603 155 3 concerns concern NOUN crl-16603 155 4 interact interact VERB crl-16603 155 5 with with ADP crl-16603 155 6 digital digital ADJ crl-16603 155 7 rights right NOUN crl-16603 155 8 management management NOUN crl-16603 155 9 ( ( PUNCT crl-16603 155 10 drm drm NOUN crl-16603 155 11 ) ) PUNCT crl-16603 155 12 requirements requirement NOUN crl-16603 155 13 ( ( PUNCT crl-16603 155 14 such such ADJ crl-16603 155 15 as as ADP crl-16603 155 16 protecting protect VERB crl-16603 155 17 copyrights copyright NOUN crl-16603 155 18 ) ) PUNCT crl-16603 155 19 attached attach VERB crl-16603 155 20 to to ADP crl-16603 155 21 library library NOUN crl-16603 155 22 - - PUNCT crl-16603 155 23 vendor vendor NOUN crl-16603 155 24 contracts contract NOUN crl-16603 155 25 , , PUNCT crl-16603 155 26 and and CCONJ crl-16603 155 27 surface surface VERB crl-16603 155 28 how how SCONJ crl-16603 155 29 informational informational ADJ crl-16603 155 30 and and CCONJ crl-16603 155 31 algorithmic algorithmic ADJ crl-16603 155 32 products product NOUN crl-16603 155 33 derived derive VERB crl-16603 155 34 from from ADP crl-16603 155 35 student student NOUN crl-16603 155 36 data datum NOUN crl-16603 155 37 could could AUX crl-16603 155 38 become become VERB crl-16603 155 39 trade trade NOUN crl-16603 155 40 secrets secret NOUN crl-16603 155 41 or or CCONJ crl-16603 155 42 marketable marketable ADJ crl-16603 155 43 products product NOUN crl-16603 155 44 . . PUNCT crl-16603 156 1 since since SCONJ crl-16603 156 2 access access NOUN crl-16603 156 3 to to ADP crl-16603 156 4 data datum NOUN crl-16603 156 5 is be AUX crl-16603 156 6 enticing entice VERB crl-16603 156 7 for for ADP crl-16603 156 8 vendors vendor NOUN crl-16603 156 9 and and CCONJ crl-16603 156 10 institutions institution NOUN crl-16603 156 11 alike alike ADV crl-16603 156 12 , , PUNCT crl-16603 156 13 314 314 NUM crl-16603 156 14 college college NOUN crl-16603 156 15 & & CCONJ crl-16603 156 16 research research PROPN crl-16603 156 17 libraries library NOUN crl-16603 156 18 april april PROPN crl-16603 156 19 2018 2018 NUM crl-16603 156 20 librarians librarian NOUN crl-16603 156 21 will will AUX crl-16603 156 22 have have VERB crl-16603 156 23 to to PART crl-16603 156 24 navigate navigate VERB crl-16603 156 25 ethical ethical ADJ crl-16603 156 26 quandaries quandary NOUN crl-16603 156 27 around around ADP crl-16603 156 28 capturing capture VERB crl-16603 156 29 and and CCONJ crl-16603 156 30 providing provide VERB crl-16603 156 31 interaction interaction NOUN crl-16603 156 32 data datum NOUN crl-16603 156 33 about about ADP crl-16603 156 34 student student NOUN crl-16603 156 35 access access NOUN crl-16603 156 36 to to ADP crl-16603 156 37 library library NOUN crl-16603 156 38 resources resource NOUN crl-16603 156 39 with with ADP crl-16603 156 40 vendors vendor NOUN crl-16603 156 41 . . PUNCT crl-16603 157 1 content content PROPN crl-16603 157 2 vendors vendor NOUN crl-16603 157 3 track track VERB crl-16603 157 4 student student NOUN crl-16603 157 5 usage usage NOUN crl-16603 157 6 of of ADP crl-16603 157 7 their their PRON crl-16603 157 8 digital digital ADJ crl-16603 157 9 materials material NOUN crl-16603 157 10 , , PUNCT crl-16603 157 11 nominally nominally ADV crl-16603 157 12 to to PART crl-16603 157 13 protect protect VERB crl-16603 157 14 against against ADP crl-16603 157 15 illegal illegal ADJ crl-16603 157 16 access access NOUN crl-16603 157 17 and and CCONJ crl-16603 157 18 sharing sharing NOUN crl-16603 157 19 . . PUNCT crl-16603 158 1 in in ADP crl-16603 158 2 response response NOUN crl-16603 158 3 , , PUNCT crl-16603 158 4 the the DET crl-16603 158 5 ala ala NOUN crl-16603 158 6 recently recently ADV crl-16603 158 7 proposed propose VERB crl-16603 158 8 guidelines guideline NOUN crl-16603 158 9 addressing address VERB crl-16603 158 10 increased increase VERB crl-16603 158 11 tracking tracking NOUN crl-16603 158 12 : : PUNCT crl-16603 158 13 [ [ X crl-16603 158 14 m]ost m]ost X crl-16603 158 15 e e NOUN crl-16603 158 16 - - NOUN crl-16603 158 17 book book NOUN crl-16603 158 18 and and CCONJ crl-16603 158 19 digital digital ADJ crl-16603 158 20 content content NOUN crl-16603 158 21 vendors vendor NOUN crl-16603 158 22 collect collect VERB crl-16603 158 23 and and CCONJ crl-16603 158 24 use use VERB crl-16603 158 25 library library NOUN crl-16603 158 26 patron patron NOUN crl-16603 158 27 data datum NOUN crl-16603 158 28 for for ADP crl-16603 158 29 a a DET crl-16603 158 30 variety variety NOUN crl-16603 158 31 of of ADP crl-16603 158 32 reasons reason NOUN crl-16603 158 33 , , PUNCT crl-16603 158 34 including include VERB crl-16603 158 35 digital digital ADJ crl-16603 158 36 rights right NOUN crl-16603 158 37 management management NOUN crl-16603 158 38 , , PUNCT crl-16603 158 39 consumer consumer NOUN crl-16603 158 40 analytics analytic NOUN crl-16603 158 41 , , PUNCT crl-16603 158 42 and and CCONJ crl-16603 158 43 user user NOUN crl-16603 158 44 personalization personalization NOUN crl-16603 158 45 . . PUNCT crl-16603 159 1 libraries library NOUN crl-16603 159 2 and and CCONJ crl-16603 159 3 vendors vendor NOUN crl-16603 159 4 must must AUX crl-16603 159 5 work work VERB crl-16603 159 6 together together ADV crl-16603 159 7 to to PART crl-16603 159 8 ensure ensure VERB crl-16603 159 9 that that SCONJ crl-16603 159 10 the the DET crl-16603 159 11 contracts contract NOUN crl-16603 159 12 and and CCONJ crl-16603 159 13 licenses license NOUN crl-16603 159 14 governing govern VERB crl-16603 159 15 the the DET crl-16603 159 16 provision provision NOUN crl-16603 159 17 and and CCONJ crl-16603 159 18 use use NOUN crl-16603 159 19 of of ADP crl-16603 159 20 digital digital ADJ crl-16603 159 21 information information NOUN crl-16603 159 22 reflect reflect VERB crl-16603 159 23 library library NOUN crl-16603 159 24 ethics ethic NOUN crl-16603 159 25 , , PUNCT crl-16603 159 26 policies policy NOUN crl-16603 159 27 , , PUNCT crl-16603 159 28 and and CCONJ crl-16603 159 29 legal legal ADJ crl-16603 159 30 obligations obligation NOUN crl-16603 159 31 concerning concern VERB crl-16603 159 32 user user NOUN crl-16603 159 33 privacy privacy NOUN crl-16603 159 34 and and CCONJ crl-16603 159 35 confidentiality.99 confidentiality.99 VERB crl-16603 159 36 the the DET crl-16603 159 37 statement statement NOUN crl-16603 159 38 highlights highlight VERB crl-16603 159 39 a a DET crl-16603 159 40 growing grow VERB crl-16603 159 41 tension tension NOUN crl-16603 159 42 between between ADP crl-16603 159 43 digital digital ADJ crl-16603 159 44 content content NOUN crl-16603 159 45 providers provider NOUN crl-16603 159 46 wishing wish VERB crl-16603 159 47 to to PART crl-16603 159 48 track track VERB crl-16603 159 49 access access NOUN crl-16603 159 50 and and CCONJ crl-16603 159 51 librarians librarian NOUN crl-16603 159 52 who who PRON crl-16603 159 53 advocate advocate VERB crl-16603 159 54 for for ADP crl-16603 159 55 user user NOUN crl-16603 159 56 protections protection NOUN crl-16603 159 57 against against ADP crl-16603 159 58 tracking tracking NOUN crl-16603 159 59 . . PUNCT crl-16603 160 1 as as ADP crl-16603 160 2 rubel rubel NOUN crl-16603 160 3 notes note NOUN crl-16603 160 4 , , PUNCT crl-16603 160 5 however however ADV crl-16603 160 6 , , PUNCT crl-16603 160 7 resolving resolve VERB crl-16603 160 8 the the DET crl-16603 160 9 “ " PUNCT crl-16603 160 10 trade trade NOUN crl-16603 160 11 - - PUNCT crl-16603 160 12 offs off NOUN crl-16603 160 13 between between ADP crl-16603 160 14 patron patron NOUN crl-16603 160 15 privacy privacy NOUN crl-16603 160 16 and and CCONJ crl-16603 160 17 access access NOUN crl-16603 160 18 ” " PUNCT crl-16603 160 19 to to ADP crl-16603 160 20 digital digital ADJ crl-16603 160 21 resources resource NOUN crl-16603 160 22 has have AUX crl-16603 160 23 proved prove VERB crl-16603 160 24 challenging.100 challenging.100 ADJ crl-16603 160 25 the the DET crl-16603 160 26 harvard harvard PROPN crl-16603 160 27 business business NOUN crl-16603 160 28 review review NOUN crl-16603 160 29 ( ( PUNCT crl-16603 160 30 hbr hbr ADV crl-16603 160 31 ) ) PUNCT crl-16603 160 32 controversially controversially ADV crl-16603 160 33 limited limited ADJ crl-16603 160 34 use use NOUN crl-16603 160 35 of of ADP crl-16603 160 36 their their PRON crl-16603 160 37 articles article NOUN crl-16603 160 38 in in ADP crl-16603 160 39 digital digital ADJ crl-16603 160 40 course course NOUN crl-16603 160 41 packs pack NOUN crl-16603 160 42 and and CCONJ crl-16603 160 43 electronic electronic ADJ crl-16603 160 44 reserves reserve NOUN crl-16603 160 45 by by ADP crl-16603 160 46 inserting insert VERB crl-16603 160 47 licensing licensing NOUN crl-16603 160 48 language language NOUN crl-16603 160 49 into into ADP crl-16603 160 50 an an DET crl-16603 160 51 ebsco ebsco PROPN crl-16603 160 52 package package NOUN crl-16603 160 53 contract contract NOUN crl-16603 160 54 that that PRON crl-16603 160 55 included include VERB crl-16603 160 56 hbr.101 hbr.101 NOUN crl-16603 160 57 hbr hbr PROPN crl-16603 160 58 held hold VERB crl-16603 160 59 that that SCONJ crl-16603 160 60 its its PRON crl-16603 160 61 license license NOUN crl-16603 160 62 — — PUNCT crl-16603 160 63 as as SCONJ crl-16603 160 64 enacted enact VERB crl-16603 160 65 through through ADP crl-16603 160 66 ebsco ebsco PROPN crl-16603 160 67 — — PUNCT crl-16603 160 68 trumped trump VERB crl-16603 160 69 any any DET crl-16603 160 70 fair fair ADJ crl-16603 160 71 - - PUNCT crl-16603 160 72 use use NOUN crl-16603 160 73 claims claim NOUN crl-16603 160 74 to to PART crl-16603 160 75 link link VERB crl-16603 160 76 to to ADP crl-16603 160 77 or or CCONJ crl-16603 160 78 copy copy VERB crl-16603 160 79 articles article NOUN crl-16603 160 80 for for ADP crl-16603 160 81 student student NOUN crl-16603 160 82 access access NOUN crl-16603 160 83 outside outside ADP crl-16603 160 84 ebsco ebsco PROPN crl-16603 160 85 ’s ’s PART crl-16603 160 86 system system NOUN crl-16603 160 87 . . PUNCT crl-16603 161 1 such such ADJ crl-16603 161 2 licensing licensing NOUN crl-16603 161 3 language language NOUN crl-16603 161 4 and and CCONJ crl-16603 161 5 restricted restrict VERB crl-16603 161 6 user user NOUN crl-16603 161 7 access access NOUN crl-16603 161 8 funnels funnel VERB crl-16603 161 9 users user NOUN crl-16603 161 10 to to ADP crl-16603 161 11 vendor vendor NOUN crl-16603 161 12 - - PUNCT crl-16603 161 13 managed manage VERB crl-16603 161 14 systems system NOUN crl-16603 161 15 that that PRON crl-16603 161 16 track track VERB crl-16603 161 17 users user NOUN crl-16603 161 18 . . PUNCT crl-16603 162 1 lambert lambert PROPN crl-16603 162 2 , , PUNCT crl-16603 162 3 parker parker NOUN crl-16603 162 4 , , PUNCT crl-16603 162 5 and and CCONJ crl-16603 162 6 bashir bashir PROPN crl-16603 162 7 ’s ’s PART crl-16603 162 8 research research NOUN crl-16603 162 9 into into ADP crl-16603 162 10 popular popular ADJ crl-16603 162 11 digital digital ADJ crl-16603 162 12 content content NOUN crl-16603 162 13 vendors vendor NOUN crl-16603 162 14 found find VERB crl-16603 162 15 that that SCONJ crl-16603 162 16 vendors vendor NOUN crl-16603 162 17 often often ADV crl-16603 162 18 collect collect VERB crl-16603 162 19 , , PUNCT crl-16603 162 20 analyze analyze NOUN crl-16603 162 21 , , PUNCT crl-16603 162 22 and and CCONJ crl-16603 162 23 share share VERB crl-16603 162 24 personally personally ADV crl-16603 162 25 identifiable identifiable ADJ crl-16603 162 26 information information NOUN crl-16603 162 27 with with ADP crl-16603 162 28 third third ADJ crl-16603 162 29 parties party NOUN crl-16603 162 30 , , PUNCT crl-16603 162 31 even even ADV crl-16603 162 32 though though SCONJ crl-16603 162 33 public public ADJ crl-16603 162 34 policies policy NOUN crl-16603 162 35 stated state VERB crl-16603 162 36 otherwise.102 otherwise.102 NOUN crl-16603 162 37 and and CCONJ crl-16603 162 38 rubel rubel NOUN crl-16603 162 39 and and CCONJ crl-16603 162 40 zhang zhang PROPN crl-16603 162 41 ’s ’s PART crl-16603 162 42 investigation investigation NOUN crl-16603 162 43 into into ADP crl-16603 162 44 42 42 NUM crl-16603 162 45 unique unique ADJ crl-16603 162 46 licensing licensing NOUN crl-16603 162 47 agreements agreement NOUN crl-16603 162 48 uncovered uncover VERB crl-16603 162 49 the the DET crl-16603 162 50 wide wide ADJ crl-16603 162 51 spectrum spectrum NOUN crl-16603 162 52 of of ADP crl-16603 162 53 data data NOUN crl-16603 162 54 collection collection NOUN crl-16603 162 55 and and CCONJ crl-16603 162 56 sharing share VERB crl-16603 162 57 protections protection NOUN crl-16603 162 58 in in ADP crl-16603 162 59 existence existence NOUN crl-16603 162 60 ( ( PUNCT crl-16603 162 61 or or CCONJ crl-16603 162 62 in in ADP crl-16603 162 63 some some DET crl-16603 162 64 cases case NOUN crl-16603 162 65 lacking lack VERB crl-16603 162 66 altogether).103 altogether).103 ADP crl-16603 162 67 this this PRON crl-16603 162 68 suggests suggest VERB crl-16603 162 69 that that SCONJ crl-16603 162 70 libraries library NOUN crl-16603 162 71 are be AUX crl-16603 162 72 participating participate VERB crl-16603 162 73 in in ADP crl-16603 162 74 a a DET crl-16603 162 75 “ " PUNCT crl-16603 162 76 faustian faustian ADJ crl-16603 162 77 bargain bargain NOUN crl-16603 162 78 ” " PUNCT crl-16603 162 79 whereby whereby SCONJ crl-16603 162 80 vendors vendor NOUN crl-16603 162 81 and and CCONJ crl-16603 162 82 vendor vendor NOUN crl-16603 162 83 systems system NOUN crl-16603 162 84 provide provide VERB crl-16603 162 85 access access NOUN crl-16603 162 86 to to ADP crl-16603 162 87 valuable valuable ADJ crl-16603 162 88 resources resource NOUN crl-16603 162 89 at at ADP crl-16603 162 90 the the DET crl-16603 162 91 cost cost NOUN crl-16603 162 92 of of ADP crl-16603 162 93 degrading degrading ADJ crl-16603 162 94 student student NOUN crl-16603 162 95 privacy privacy NOUN crl-16603 162 96 and and CCONJ crl-16603 162 97 weakening weaken VERB crl-16603 162 98 librarians librarian NOUN crl-16603 162 99 ’ ' PUNCT crl-16603 162 100 professional professional ADJ crl-16603 162 101 ethics ethic NOUN crl-16603 162 102 commitments.104 commitments.104 NOUN crl-16603 162 103 vendors vendor NOUN crl-16603 162 104 or or CCONJ crl-16603 162 105 other other ADJ crl-16603 162 106 actors actor NOUN crl-16603 162 107 seeking seek VERB crl-16603 162 108 access access NOUN crl-16603 162 109 to to ADP crl-16603 162 110 student student NOUN crl-16603 162 111 data data NOUN crl-16603 162 112 creates create VERB crl-16603 162 113 another another DET crl-16603 162 114 ip ip NOUN crl-16603 162 115 concern concern NOUN crl-16603 162 116 : : PUNCT crl-16603 162 117 trade trade NOUN crl-16603 162 118 secrets secret NOUN crl-16603 162 119 . . PUNCT crl-16603 163 1 institutional institutional ADJ crl-16603 163 2 advantages advantage NOUN crl-16603 163 3 gained gain VERB crl-16603 163 4 through through ADP crl-16603 163 5 la la PROPN crl-16603 163 6 are be AUX crl-16603 163 7 believed believe VERB crl-16603 163 8 to to PART crl-16603 163 9 enable enable VERB crl-16603 163 10 heis heis NOUN crl-16603 163 11 to to PART crl-16603 163 12 position position VERB crl-16603 163 13 themselves themselves PRON crl-16603 163 14 strategically strategically ADV crl-16603 163 15 in in ADP crl-16603 163 16 a a DET crl-16603 163 17 “ " PUNCT crl-16603 163 18 competitive competitive ADJ crl-16603 163 19 and and CCONJ crl-16603 163 20 dynamic dynamic ADJ crl-16603 163 21 ” " PUNCT crl-16603 163 22 marketplace.105 marketplace.105 NOUN crl-16603 163 23 to to PART crl-16603 163 24 give give VERB crl-16603 163 25 student student NOUN crl-16603 163 26 data datum NOUN crl-16603 163 27 or or CCONJ crl-16603 163 28 derived derive VERB crl-16603 163 29 findings finding NOUN crl-16603 163 30 away away ADV crl-16603 163 31 could could AUX crl-16603 163 32 diminish diminish VERB crl-16603 163 33 the the DET crl-16603 163 34 value value NOUN crl-16603 163 35 gained gain VERB crl-16603 163 36 . . PUNCT crl-16603 164 1 therefore therefore ADV crl-16603 164 2 , , PUNCT crl-16603 164 3 it it PRON crl-16603 164 4 is be AUX crl-16603 164 5 plausible plausible ADJ crl-16603 164 6 that that SCONJ crl-16603 164 7 heis heis PROPN crl-16603 164 8 are be AUX crl-16603 164 9 likely likely ADJ crl-16603 164 10 to to PART crl-16603 164 11 protect protect VERB crl-16603 164 12 their their PRON crl-16603 164 13 data datum NOUN crl-16603 164 14 assets asset NOUN crl-16603 164 15 as as ADP crl-16603 164 16 trade trade NOUN crl-16603 164 17 secrets secret NOUN crl-16603 164 18 , , PUNCT crl-16603 164 19 gaining gain VERB crl-16603 164 20 revenue revenue NOUN crl-16603 164 21 therefrom therefrom ADP crl-16603 164 22 through through ADP crl-16603 164 23 the the DET crl-16603 164 24 sale sale NOUN crl-16603 164 25 or or CCONJ crl-16603 164 26 license license NOUN crl-16603 164 27 of of ADP crl-16603 164 28 specially specially ADV crl-16603 164 29 curated curate VERB crl-16603 164 30 databases database NOUN crl-16603 164 31 and and CCONJ crl-16603 164 32 informational informational ADJ crl-16603 164 33 reports report NOUN crl-16603 164 34 , , PUNCT crl-16603 164 35 analytic analytic ADJ crl-16603 164 36 workflows workflow NOUN crl-16603 164 37 , , PUNCT crl-16603 164 38 or or CCONJ crl-16603 164 39 custom custom NOUN crl-16603 164 40 - - PUNCT crl-16603 164 41 made make VERB crl-16603 164 42 algorithms algorithm NOUN crl-16603 164 43 . . PUNCT crl-16603 165 1 efforts effort NOUN crl-16603 165 2 by by ADP crl-16603 165 3 heis heis PROPN crl-16603 165 4 to to PART crl-16603 165 5 maximize maximize VERB crl-16603 165 6 trade trade NOUN crl-16603 165 7 - - PUNCT crl-16603 165 8 secret secret NOUN crl-16603 165 9 revenue revenue NOUN crl-16603 165 10 may may AUX crl-16603 165 11 force force VERB crl-16603 165 12 librarians librarian NOUN crl-16603 165 13 into into ADP crl-16603 165 14 data data NOUN crl-16603 165 15 mining mining NOUN crl-16603 165 16 they they PRON crl-16603 165 17 find find VERB crl-16603 165 18 unsavory unsavory ADJ crl-16603 165 19 . . PUNCT crl-16603 166 1 early early ADJ crl-16603 166 2 library library PROPN crl-16603 166 3 la la PROPN crl-16603 166 4 research research NOUN crl-16603 166 5 suggests suggest VERB crl-16603 166 6 important important ADJ crl-16603 166 7 correlations correlation NOUN crl-16603 166 8 between between ADP crl-16603 166 9 library library NOUN crl-16603 166 10 usage usage NOUN crl-16603 166 11 data datum NOUN crl-16603 166 12 and and CCONJ crl-16603 166 13 student student NOUN crl-16603 166 14 learning learning NOUN crl-16603 166 15 outcomes outcome NOUN crl-16603 166 16 , , PUNCT crl-16603 166 17 which which PRON crl-16603 166 18 heis heis PROPN crl-16603 166 19 may may AUX crl-16603 166 20 seek seek VERB crl-16603 166 21 to to PART crl-16603 166 22 understand understand VERB crl-16603 166 23 at at ADP crl-16603 166 24 more more ADV crl-16603 166 25 granular granular ADJ crl-16603 166 26 levels level NOUN crl-16603 166 27 . . PUNCT crl-16603 167 1 doing do VERB crl-16603 167 2 so so ADV crl-16603 167 3 , , PUNCT crl-16603 167 4 however however ADV crl-16603 167 5 , , PUNCT crl-16603 167 6 will will AUX crl-16603 167 7 require require VERB crl-16603 167 8 librarians librarians PROPN crl-16603 167 9 to to PART crl-16603 167 10 monitor monitor VERB crl-16603 167 11 student student NOUN crl-16603 167 12 behaviors behavior NOUN crl-16603 167 13 in in ADP crl-16603 167 14 physical physical ADJ crl-16603 167 15 and and CCONJ crl-16603 167 16 digital digital ADJ crl-16603 167 17 spaces space NOUN crl-16603 167 18 to to PART crl-16603 167 19 determine determine VERB crl-16603 167 20 which which DET crl-16603 167 21 behaviors behavior NOUN crl-16603 167 22 correlate correlate VERB crl-16603 167 23 with with ADP crl-16603 167 24 higher high ADJ crl-16603 167 25 academic academic ADJ crl-16603 167 26 achievement achievement NOUN crl-16603 167 27 or or CCONJ crl-16603 167 28 social social ADJ crl-16603 167 29 integration integration NOUN crl-16603 167 30 into into ADP crl-16603 167 31 campus campus NOUN crl-16603 167 32 life life NOUN crl-16603 167 33 . . PUNCT crl-16603 168 1 heis heis PROPN crl-16603 168 2 may may AUX crl-16603 168 3 also also ADV crl-16603 168 4 pressure pressure VERB crl-16603 168 5 libraries library NOUN crl-16603 168 6 to to PART crl-16603 168 7 negotiate negotiate VERB crl-16603 168 8 for for ADP crl-16603 168 9 licensing licensing NOUN crl-16603 168 10 contracts contract NOUN crl-16603 168 11 that that PRON crl-16603 168 12 require require VERB crl-16603 168 13 vendors vendor NOUN crl-16603 168 14 to to PART crl-16603 168 15 contribute contribute VERB crl-16603 168 16 student student NOUN crl-16603 168 17 behavior behavior NOUN crl-16603 168 18 data datum NOUN crl-16603 168 19 from from ADP crl-16603 168 20 their their PRON crl-16603 168 21 systems system NOUN crl-16603 168 22 to to ADP crl-16603 168 23 institutional institutional ADJ crl-16603 168 24 la la PROPN crl-16603 168 25 data datum NOUN crl-16603 168 26 warehouses warehouse NOUN crl-16603 168 27 . . PUNCT crl-16603 169 1 recommendations recommendation NOUN crl-16603 169 2 embedded embed VERB crl-16603 169 3 values value NOUN crl-16603 169 4 ala ala PROPN crl-16603 169 5 ’s ’s PART crl-16603 169 6 code code NOUN crl-16603 169 7 of of ADP crl-16603 169 8 ethics ethic NOUN crl-16603 169 9 and and CCONJ crl-16603 169 10 the the DET crl-16603 169 11 values value NOUN crl-16603 169 12 that that PRON crl-16603 169 13 inform inform VERB crl-16603 169 14 it it PRON crl-16603 169 15 give give VERB crl-16603 169 16 professionals professional NOUN crl-16603 169 17 strength strength NOUN crl-16603 169 18 and and CCONJ crl-16603 169 19 direction direction NOUN crl-16603 169 20 during during ADP crl-16603 169 21 times time NOUN crl-16603 169 22 of of ADP crl-16603 169 23 sociotechnical sociotechnical ADJ crl-16603 169 24 change change NOUN crl-16603 169 25 . . PUNCT crl-16603 170 1 although although SCONJ crl-16603 170 2 the the DET crl-16603 170 3 technological technological ADJ crl-16603 170 4 momenlearning momenlearning NOUN crl-16603 170 5 analytics analytic NOUN crl-16603 170 6 and and CCONJ crl-16603 170 7 the the DET crl-16603 170 8 academic academic ADJ crl-16603 170 9 library library NOUN crl-16603 170 10 315 315 NUM crl-16603 170 11 tum tum NOUN crl-16603 170 12 behind behind ADP crl-16603 170 13 big big ADJ crl-16603 170 14 data datum NOUN crl-16603 170 15 seems seem VERB crl-16603 170 16 to to PART crl-16603 170 17 legitimize legitimize VERB crl-16603 170 18 similar similar ADJ crl-16603 170 19 practices practice NOUN crl-16603 170 20 in in ADP crl-16603 170 21 many many ADJ crl-16603 170 22 corners corner NOUN crl-16603 170 23 of of ADP crl-16603 170 24 society society NOUN crl-16603 170 25 , , PUNCT crl-16603 170 26 la la PROPN crl-16603 170 27 is be AUX crl-16603 170 28 still still ADV crl-16603 170 29 an an DET crl-16603 170 30 open open ADJ crl-16603 170 31 system system NOUN crl-16603 170 32 that that PRON crl-16603 170 33 many many ADJ crl-16603 170 34 actors actor NOUN crl-16603 170 35 — — PUNCT crl-16603 170 36 including include VERB crl-16603 170 37 librarians librarian NOUN crl-16603 170 38 — — PUNCT crl-16603 170 39 can can AUX crl-16603 170 40 still still ADV crl-16603 170 41 influence influence VERB crl-16603 170 42 . . PUNCT crl-16603 171 1 the the DET crl-16603 171 2 question question NOUN crl-16603 171 3 , , PUNCT crl-16603 171 4 then then ADV crl-16603 171 5 , , PUNCT crl-16603 171 6 is be AUX crl-16603 171 7 how how SCONJ crl-16603 171 8 librarians librarian NOUN crl-16603 171 9 should should AUX crl-16603 171 10 react react VERB crl-16603 171 11 to to ADP crl-16603 171 12 the the DET crl-16603 171 13 development development NOUN crl-16603 171 14 of of ADP crl-16603 171 15 la la ADJ crl-16603 171 16 initiatives initiative NOUN crl-16603 171 17 . . PUNCT crl-16603 172 1 we we PRON crl-16603 172 2 believe believe VERB crl-16603 172 3 librarians librarian NOUN crl-16603 172 4 should should AUX crl-16603 172 5 proactively proactively ADV crl-16603 172 6 embed embed VERB crl-16603 172 7 their their PRON crl-16603 172 8 professional professional ADJ crl-16603 172 9 values value NOUN crl-16603 172 10 in in ADP crl-16603 172 11 la la ADJ crl-16603 172 12 practices practice NOUN crl-16603 172 13 and and CCONJ crl-16603 172 14 technologies technology NOUN crl-16603 172 15 through through ADP crl-16603 172 16 advocacy advocacy NOUN crl-16603 172 17 . . PUNCT crl-16603 173 1 emerging emerge VERB crl-16603 173 2 sociotechnical sociotechnical ADJ crl-16603 173 3 systems system NOUN crl-16603 173 4 often often ADV crl-16603 173 5 demand demand VERB crl-16603 173 6 political political ADJ crl-16603 173 7 resistance resistance NOUN crl-16603 173 8 , , PUNCT crl-16603 173 9 especially especially ADV crl-16603 173 10 when when SCONJ crl-16603 173 11 powerful powerful ADJ crl-16603 173 12 parties party NOUN crl-16603 173 13 are be AUX crl-16603 173 14 positioned position VERB crl-16603 173 15 to to PART crl-16603 173 16 be be AUX crl-16603 173 17 the the DET crl-16603 173 18 primary primary ADJ crl-16603 173 19 benificiaries.106 benificiaries.106 NOUN crl-16603 173 20 as as ADP crl-16603 173 21 la la ADP crl-16603 173 22 matures mature NOUN crl-16603 173 23 , , PUNCT crl-16603 173 24 the the DET crl-16603 173 25 values value NOUN crl-16603 173 26 that that PRON crl-16603 173 27 librarianship librarianship NOUN crl-16603 173 28 supports support VERB crl-16603 173 29 risk risk NOUN crl-16603 173 30 damage damage NOUN crl-16603 173 31 from from ADP crl-16603 173 32 institutional institutional ADJ crl-16603 173 33 actors actor NOUN crl-16603 173 34 who who PRON crl-16603 173 35 do do AUX crl-16603 173 36 not not PART crl-16603 173 37 share share VERB crl-16603 173 38 the the DET crl-16603 173 39 same same ADJ crl-16603 173 40 ethical ethical ADJ crl-16603 173 41 perspective perspective NOUN crl-16603 173 42 and and CCONJ crl-16603 173 43 values value NOUN crl-16603 173 44 . . PUNCT crl-16603 174 1 though though SCONJ crl-16603 174 2 library library NOUN crl-16603 174 3 values value NOUN crl-16603 174 4 can can AUX crl-16603 174 5 not not PART crl-16603 174 6 overrule overrule VERB crl-16603 174 7 other other ADJ crl-16603 174 8 departments department NOUN crl-16603 174 9 and and CCONJ crl-16603 174 10 offices office NOUN crl-16603 174 11 supported support VERB crl-16603 174 12 by by ADP crl-16603 174 13 other other ADJ crl-16603 174 14 professional professional ADJ crl-16603 174 15 ethics ethic NOUN crl-16603 174 16 codes code NOUN crl-16603 174 17 , , PUNCT crl-16603 174 18 librarian librarian ADJ crl-16603 174 19 inactivity inactivity NOUN crl-16603 174 20 will will AUX crl-16603 174 21 cause cause VERB crl-16603 174 22 professional professional ADJ crl-16603 174 23 values value NOUN crl-16603 174 24 to to PART crl-16603 174 25 be be AUX crl-16603 174 26 ignored ignore VERB crl-16603 174 27 or or CCONJ crl-16603 174 28 suppressed suppress VERB crl-16603 174 29 . . PUNCT crl-16603 175 1 it it PRON crl-16603 175 2 is be AUX crl-16603 175 3 not not PART crl-16603 175 4 our our PRON crl-16603 175 5 aim aim NOUN crl-16603 175 6 herein herein NOUN crl-16603 175 7 to to PART crl-16603 175 8 suggest suggest VERB crl-16603 175 9 principles principle NOUN crl-16603 175 10 or or CCONJ crl-16603 175 11 strict strict ADJ crl-16603 175 12 policy policy NOUN crl-16603 175 13 recommendations recommendation NOUN crl-16603 175 14 around around ADP crl-16603 175 15 la la ADV crl-16603 175 16 , , PUNCT crl-16603 175 17 though though SCONJ crl-16603 175 18 work work NOUN crl-16603 175 19 in in ADP crl-16603 175 20 this this DET crl-16603 175 21 area area NOUN crl-16603 175 22 is be AUX crl-16603 175 23 ongoing ongoing ADJ crl-16603 175 24 . . PUNCT crl-16603 176 1 the the DET crl-16603 176 2 national national ADJ crl-16603 176 3 information information NOUN crl-16603 176 4 standards standard NOUN crl-16603 176 5 organization organization NOUN crl-16603 176 6 ’s ’s PART crl-16603 176 7 work work NOUN crl-16603 176 8 on on ADP crl-16603 176 9 user user NOUN crl-16603 176 10 privacy privacy NOUN crl-16603 176 11 and and CCONJ crl-16603 176 12 library library NOUN crl-16603 176 13 , , PUNCT crl-16603 176 14 publisher publisher NOUN crl-16603 176 15 , , PUNCT crl-16603 176 16 and and CCONJ crl-16603 176 17 vendor vendor NOUN crl-16603 176 18 systems system NOUN crl-16603 176 19 provides provide VERB crl-16603 176 20 useful useful ADJ crl-16603 176 21 policy policy NOUN crl-16603 176 22 recommendations recommendation NOUN crl-16603 176 23 , , PUNCT crl-16603 176 24 as as SCONJ crl-16603 176 25 does do VERB crl-16603 176 26 asher asher PROPN crl-16603 176 27 and and CCONJ crl-16603 176 28 hinchliffe hinchliffe PROPN crl-16603 176 29 ’s ’s PART crl-16603 176 30 work work NOUN crl-16603 176 31 specifically specifically ADV crl-16603 176 32 related relate VERB crl-16603 176 33 to to ADP crl-16603 176 34 la la PROPN crl-16603 176 35 and and CCONJ crl-16603 176 36 libraries.107 libraries.107 ADV crl-16603 176 37 instead instead ADV crl-16603 176 38 , , PUNCT crl-16603 176 39 we we PRON crl-16603 176 40 advance advance VERB crl-16603 176 41 recommendations recommendation NOUN crl-16603 176 42 for for ADP crl-16603 176 43 librarian librarian ADJ crl-16603 176 44 participation participation NOUN crl-16603 176 45 in in ADP crl-16603 176 46 the the DET crl-16603 176 47 evolution evolution NOUN crl-16603 176 48 of of ADP crl-16603 176 49 la la ADJ crl-16603 176 50 initiatives initiative NOUN crl-16603 176 51 on on ADP crl-16603 176 52 their their PRON crl-16603 176 53 respective respective ADJ crl-16603 176 54 campuses campus NOUN crl-16603 176 55 . . PUNCT crl-16603 177 1 none none NOUN crl-16603 177 2 of of ADP crl-16603 177 3 the the DET crl-16603 177 4 following follow VERB crl-16603 177 5 recommendations recommendation NOUN crl-16603 177 6 preclude preclude VERB crl-16603 177 7 librarians librarian NOUN crl-16603 177 8 from from ADP crl-16603 177 9 pursuing pursue VERB crl-16603 177 10 assessment assessment NOUN crl-16603 177 11 studies study NOUN crl-16603 177 12 , , PUNCT crl-16603 177 13 but but CCONJ crl-16603 177 14 they they PRON crl-16603 177 15 do do AUX crl-16603 177 16 require require VERB crl-16603 177 17 a a DET crl-16603 177 18 higher high ADJ crl-16603 177 19 level level NOUN crl-16603 177 20 of of ADP crl-16603 177 21 ethical ethical ADJ crl-16603 177 22 practice practice NOUN crl-16603 177 23 should should AUX crl-16603 177 24 they they PRON crl-16603 177 25 seek seek VERB crl-16603 177 26 to to PART crl-16603 177 27 study study VERB crl-16603 177 28 student student NOUN crl-16603 177 29 behaviors behavior NOUN crl-16603 177 30 as as SCONJ crl-16603 177 31 evinced evince VERB crl-16603 177 32 in in ADP crl-16603 177 33 data data NOUN crl-16603 177 34 - - PUNCT crl-16603 177 35 based base VERB crl-16603 177 36 systems system NOUN crl-16603 177 37 . . PUNCT crl-16603 178 1 we we PRON crl-16603 178 2 recommend recommend VERB crl-16603 178 3 first first ADV crl-16603 178 4 that that PRON crl-16603 178 5 librarians librarian NOUN crl-16603 178 6 explain explain VERB crl-16603 178 7 and and CCONJ crl-16603 178 8 advance advance VERB crl-16603 178 9 the the DET crl-16603 178 10 profession profession NOUN crl-16603 178 11 ’s ’s PART crl-16603 178 12 ethics ethic NOUN crl-16603 178 13 while while SCONJ crl-16603 178 14 participating participate VERB crl-16603 178 15 in in ADP crl-16603 178 16 dialogue dialogue NOUN crl-16603 178 17 around around ADP crl-16603 178 18 la la ADJ crl-16603 178 19 initiatives initiative NOUN crl-16603 178 20 with with ADP crl-16603 178 21 their their PRON crl-16603 178 22 institutional institutional ADJ crl-16603 178 23 and and CCONJ crl-16603 178 24 professional professional ADJ crl-16603 178 25 peers peer NOUN crl-16603 178 26 . . PUNCT crl-16603 179 1 second second ADV crl-16603 179 2 , , PUNCT crl-16603 179 3 librarians librarian NOUN crl-16603 179 4 can can AUX crl-16603 179 5 help help VERB crl-16603 179 6 build build VERB crl-16603 179 7 campus campus NOUN crl-16603 179 8 - - PUNCT crl-16603 179 9 wide wide ADJ crl-16603 179 10 data data NOUN crl-16603 179 11 governance governance NOUN crl-16603 179 12 mechanisms mechanism NOUN crl-16603 179 13 to to PART crl-16603 179 14 oversee oversee VERB crl-16603 179 15 potentially potentially ADV crl-16603 179 16 harmful harmful ADJ crl-16603 179 17 information information NOUN crl-16603 179 18 flows flow NOUN crl-16603 179 19 . . PUNCT crl-16603 180 1 finally finally ADV crl-16603 180 2 , , PUNCT crl-16603 180 3 librarians librarian NOUN crl-16603 180 4 should should AUX crl-16603 180 5 develop develop VERB crl-16603 180 6 library library NOUN crl-16603 180 7 - - PUNCT crl-16603 180 8 specific specific ADJ crl-16603 180 9 information information NOUN crl-16603 180 10 policies policy NOUN crl-16603 180 11 as as ADV crl-16603 180 12 well well ADV crl-16603 180 13 as as ADP crl-16603 180 14 participating participate VERB crl-16603 180 15 in in ADP crl-16603 180 16 building build VERB crl-16603 180 17 institutionwide institutionwide NOUN crl-16603 180 18 information information NOUN crl-16603 180 19 policy policy NOUN crl-16603 180 20 to to PART crl-16603 180 21 govern govern VERB crl-16603 180 22 the the DET crl-16603 180 23 ethical ethical ADJ crl-16603 180 24 use use NOUN crl-16603 180 25 of of ADP crl-16603 180 26 la la PRON crl-16603 180 27 technology technology NOUN crl-16603 180 28 . . PUNCT crl-16603 181 1 we we PRON crl-16603 181 2 take take VERB crl-16603 181 3 each each PRON crl-16603 181 4 of of ADP crl-16603 181 5 these these DET crl-16603 181 6 recommendations recommendation NOUN crl-16603 181 7 in in ADP crl-16603 181 8 turn turn NOUN crl-16603 181 9 in in ADP crl-16603 181 10 the the DET crl-16603 181 11 following follow VERB crl-16603 181 12 sections section NOUN crl-16603 181 13 . . PUNCT crl-16603 182 1 advocacy advocacy NOUN crl-16603 182 2 and and CCONJ crl-16603 182 3 constructive constructive ADJ crl-16603 182 4 dialogue dialogue NOUN crl-16603 182 5 it it PRON crl-16603 182 6 is be AUX crl-16603 182 7 the the DET crl-16603 182 8 responsibility responsibility NOUN crl-16603 182 9 of of ADP crl-16603 182 10 librarians librarian NOUN crl-16603 182 11 to to PART crl-16603 182 12 advocate advocate VERB crl-16603 182 13 for for ADP crl-16603 182 14 library library NOUN crl-16603 182 15 values value NOUN crl-16603 182 16 and and CCONJ crl-16603 182 17 ethical ethical ADJ crl-16603 182 18 positions position NOUN crl-16603 182 19 by by ADP crl-16603 182 20 participating participate VERB crl-16603 182 21 in in ADP crl-16603 182 22 conversations conversation NOUN crl-16603 182 23 about about ADP crl-16603 182 24 and and CCONJ crl-16603 182 25 design design NOUN crl-16603 182 26 of of ADP crl-16603 182 27 la la PROPN crl-16603 182 28 systems system NOUN crl-16603 182 29 at at ADP crl-16603 182 30 their their PRON crl-16603 182 31 institutions institution NOUN crl-16603 182 32 and and CCONJ crl-16603 182 33 within within ADP crl-16603 182 34 the the DET crl-16603 182 35 profession profession NOUN crl-16603 182 36 . . PUNCT crl-16603 183 1 wearing wear VERB crl-16603 183 2 librarianship librarianship NOUN crl-16603 183 3 ’s ’s PRON crl-16603 183 4 “ " PUNCT crl-16603 183 5 ethical ethical ADJ crl-16603 183 6 standards standard NOUN crl-16603 183 7 as as ADP crl-16603 183 8 badges badge NOUN crl-16603 183 9 of of ADP crl-16603 183 10 honour honour NOUN crl-16603 183 11 [ [ X crl-16603 183 12 sic sic NOUN crl-16603 183 13 ] ] PUNCT crl-16603 183 14 ” " PUNCT crl-16603 183 15 without without ADP crl-16603 183 16 acting act VERB crl-16603 183 17 on on ADP crl-16603 183 18 them they PRON crl-16603 183 19 risks risk NOUN crl-16603 183 20 eroding erode VERB crl-16603 183 21 those those DET crl-16603 183 22 standards.108 standards.108 NOUN crl-16603 183 23 librarians librarian NOUN crl-16603 183 24 must must AUX crl-16603 183 25 communicate communicate VERB crl-16603 183 26 why why SCONJ crl-16603 183 27 their their PRON crl-16603 183 28 values value NOUN crl-16603 183 29 are be AUX crl-16603 183 30 important important ADJ crl-16603 183 31 , , PUNCT crl-16603 183 32 how how SCONJ crl-16603 183 33 their their PRON crl-16603 183 34 ethical ethical ADJ crl-16603 183 35 perspective perspective NOUN crl-16603 183 36 conflicts conflict NOUN crl-16603 183 37 with with ADP crl-16603 183 38 la la ADJ crl-16603 183 39 practices practice NOUN crl-16603 183 40 , , PUNCT crl-16603 183 41 and and CCONJ crl-16603 183 42 the the DET crl-16603 183 43 ways way NOUN crl-16603 183 44 in in ADP crl-16603 183 45 which which PRON crl-16603 183 46 la la PRON crl-16603 183 47 initiatives initiative NOUN crl-16603 183 48 harm harm NOUN crl-16603 183 49 students student NOUN crl-16603 183 50 , , PUNCT crl-16603 183 51 especially especially ADV crl-16603 183 52 with with ADP crl-16603 183 53 respect respect NOUN crl-16603 183 54 to to ADP crl-16603 183 55 intellectual intellectual ADJ crl-16603 183 56 freedom freedom NOUN crl-16603 183 57 and and CCONJ crl-16603 183 58 privacy privacy NOUN crl-16603 183 59 . . PUNCT crl-16603 184 1 librarians librarian NOUN crl-16603 184 2 can can AUX crl-16603 184 3 also also ADV crl-16603 184 4 serve serve VERB crl-16603 184 5 as as ADP crl-16603 184 6 ethical ethical ADJ crl-16603 184 7 exemplars exemplar NOUN crl-16603 184 8 for for ADP crl-16603 184 9 other other ADJ crl-16603 184 10 hei hei ADJ crl-16603 184 11 actors actor NOUN crl-16603 184 12 . . PUNCT crl-16603 185 1 taking take VERB crl-16603 185 2 the the DET crl-16603 185 3 ethical ethical ADJ crl-16603 185 4 high high ADJ crl-16603 185 5 ground ground NOUN crl-16603 185 6 puts put VERB crl-16603 185 7 pressure pressure NOUN crl-16603 185 8 on on ADP crl-16603 185 9 institutional institutional ADJ crl-16603 185 10 peers peer NOUN crl-16603 185 11 to to PART crl-16603 185 12 make make VERB crl-16603 185 13 explicit explicit ADJ crl-16603 185 14 commitments commitment NOUN crl-16603 185 15 about about ADP crl-16603 185 16 data datum NOUN crl-16603 185 17 security security NOUN crl-16603 185 18 , , PUNCT crl-16603 185 19 governance governance NOUN crl-16603 185 20 , , PUNCT crl-16603 185 21 and and CCONJ crl-16603 185 22 appropriate appropriate ADJ crl-16603 185 23 use use NOUN crl-16603 185 24 and and CCONJ crl-16603 185 25 justify justify VERB crl-16603 185 26 data data NOUN crl-16603 185 27 ethics ethic NOUN crl-16603 185 28 . . PUNCT crl-16603 186 1 for for ADP crl-16603 186 2 instance instance NOUN crl-16603 186 3 , , PUNCT crl-16603 186 4 several several ADJ crl-16603 186 5 libraries library NOUN crl-16603 186 6 have have AUX crl-16603 186 7 consciously consciously ADV crl-16603 186 8 employed employ VERB crl-16603 186 9 consent consent NOUN crl-16603 186 10 - - PUNCT crl-16603 186 11 based base VERB crl-16603 186 12 research research NOUN crl-16603 186 13 using use VERB crl-16603 186 14 ethnographic ethnographic ADJ crl-16603 186 15 methods method NOUN crl-16603 186 16 to to PART crl-16603 186 17 demonstrate demonstrate VERB crl-16603 186 18 library library NOUN crl-16603 186 19 value value NOUN crl-16603 186 20 and and CCONJ crl-16603 186 21 develop develop VERB crl-16603 186 22 an an DET crl-16603 186 23 improved improved ADJ crl-16603 186 24 understanding understanding NOUN crl-16603 186 25 of of ADP crl-16603 186 26 how how SCONJ crl-16603 186 27 library library NOUN crl-16603 186 28 services service NOUN crl-16603 186 29 and and CCONJ crl-16603 186 30 collections collection NOUN crl-16603 186 31 interact interact VERB crl-16603 186 32 with with ADP crl-16603 186 33 learning learn VERB crl-16603 186 34 outcomes.109 outcomes.109 VERB crl-16603 186 35 to to PART crl-16603 186 36 leverage leverage VERB crl-16603 186 37 their their PRON crl-16603 186 38 principled principle VERB crl-16603 186 39 actions action NOUN crl-16603 186 40 , , PUNCT crl-16603 186 41 librarians librarian NOUN crl-16603 186 42 need need VERB crl-16603 186 43 to to PART crl-16603 186 44 get get VERB crl-16603 186 45 a a DET crl-16603 186 46 prominent prominent ADJ crl-16603 186 47 seat seat NOUN crl-16603 186 48 at at ADP crl-16603 186 49 the the DET crl-16603 186 50 tables table NOUN crl-16603 186 51 where where SCONJ crl-16603 186 52 la la PROPN crl-16603 186 53 conversations conversation NOUN crl-16603 186 54 occur occur VERB crl-16603 186 55 . . PUNCT crl-16603 187 1 librarians librarian NOUN crl-16603 187 2 should should AUX crl-16603 187 3 talk talk VERB crl-16603 187 4 about about ADP crl-16603 187 5 their their PRON crl-16603 187 6 past past ADJ crl-16603 187 7 successes success NOUN crl-16603 187 8 and and CCONJ crl-16603 187 9 discuss discuss VERB crl-16603 187 10 how how SCONJ crl-16603 187 11 they they PRON crl-16603 187 12 can can AUX crl-16603 187 13 gain gain VERB crl-16603 187 14 actionable actionable ADJ crl-16603 187 15 insights insight NOUN crl-16603 187 16 without without ADP crl-16603 187 17 imperiling imperil VERB crl-16603 187 18 student student NOUN crl-16603 187 19 intellectual intellectual ADJ crl-16603 187 20 freedom freedom NOUN crl-16603 187 21 and and CCONJ crl-16603 187 22 privacy privacy NOUN crl-16603 187 23 by by ADP crl-16603 187 24 trawling trawl VERB crl-16603 187 25 through through ADP crl-16603 187 26 student student NOUN crl-16603 187 27 data datum NOUN crl-16603 187 28 . . PUNCT crl-16603 188 1 it it PRON crl-16603 188 2 is be AUX crl-16603 188 3 also also ADV crl-16603 188 4 important important ADJ crl-16603 188 5 for for SCONJ crl-16603 188 6 librarians librarian NOUN crl-16603 188 7 to to PART crl-16603 188 8 extend extend VERB crl-16603 188 9 these these DET crl-16603 188 10 conversations conversation NOUN crl-16603 188 11 outside outside ADP crl-16603 188 12 their their PRON crl-16603 188 13 institutions institution NOUN crl-16603 188 14 into into ADP crl-16603 188 15 their their PRON crl-16603 188 16 professional professional ADJ crl-16603 188 17 circles circle NOUN crl-16603 188 18 . . PUNCT crl-16603 189 1 library library NOUN crl-16603 189 2 professionals professional NOUN crl-16603 189 3 need need VERB crl-16603 189 4 to to PART crl-16603 189 5 share share VERB crl-16603 189 6 their their PRON crl-16603 189 7 successes success NOUN crl-16603 189 8 and and CCONJ crl-16603 189 9 failures failure NOUN crl-16603 189 10 with with ADP crl-16603 189 11 la la PROPN crl-16603 189 12 as as ADV crl-16603 189 13 well well ADV crl-16603 189 14 as as ADP crl-16603 189 15 how how SCONJ crl-16603 189 16 they they PRON crl-16603 189 17 navigated navigate VERB crl-16603 189 18 hard hard ADJ crl-16603 189 19 conversations conversation NOUN crl-16603 189 20 concerning concern VERB crl-16603 189 21 ethics ethic NOUN crl-16603 189 22 . . PUNCT crl-16603 190 1 librarians librarian NOUN crl-16603 190 2 should should AUX crl-16603 190 3 be be AUX crl-16603 190 4 ethically ethically ADV crl-16603 190 5 introspective introspective ADJ crl-16603 190 6 and and CCONJ crl-16603 190 7 openly openly ADV crl-16603 190 8 reflect reflect VERB crl-16603 190 9 about about ADP crl-16603 190 10 the the DET crl-16603 190 11 justifications justification NOUN crl-16603 190 12 they they PRON crl-16603 190 13 use use VERB crl-16603 190 14 to to PART crl-16603 190 15 push push VERB crl-16603 190 16 forward forward ADV crl-16603 190 17 or or CCONJ crl-16603 190 18 pull pull VERB crl-16603 190 19 back back ADV crl-16603 190 20 from from ADP crl-16603 190 21 la la PROPN crl-16603 190 22 . . PUNCT crl-16603 191 1 librarians librarian NOUN crl-16603 191 2 have have VERB crl-16603 191 3 a a DET crl-16603 191 4 duty duty NOUN crl-16603 191 5 316 316 NUM crl-16603 191 6 college college PROPN crl-16603 191 7 & & CCONJ crl-16603 191 8 research research PROPN crl-16603 191 9 libraries library NOUN crl-16603 191 10 april april PROPN crl-16603 191 11 2018 2018 NUM crl-16603 191 12 to to PART crl-16603 191 13 , , PUNCT crl-16603 191 14 among among ADP crl-16603 191 15 other other ADJ crl-16603 191 16 things thing NOUN crl-16603 191 17 , , PUNCT crl-16603 191 18 participate participate VERB crl-16603 191 19 in in ADP crl-16603 191 20 ala ala PROPN crl-16603 191 21 committees committee NOUN crl-16603 191 22 ; ; PUNCT crl-16603 191 23 present present ADJ crl-16603 191 24 at at ADP crl-16603 191 25 local local ADJ crl-16603 191 26 , , PUNCT crl-16603 191 27 state state NOUN crl-16603 191 28 , , PUNCT crl-16603 191 29 and and CCONJ crl-16603 191 30 international international ADJ crl-16603 191 31 conferences conference NOUN crl-16603 191 32 ; ; PUNCT crl-16603 191 33 and and CCONJ crl-16603 191 34 publish publish VERB crl-16603 191 35 in in ADP crl-16603 191 36 professional professional ADJ crl-16603 191 37 and and CCONJ crl-16603 191 38 scholarly scholarly ADJ crl-16603 191 39 outlets outlet NOUN crl-16603 191 40 to to PART crl-16603 191 41 share share VERB crl-16603 191 42 their their PRON crl-16603 191 43 experiences experience NOUN crl-16603 191 44 . . PUNCT crl-16603 192 1 it it PRON crl-16603 192 2 is be AUX crl-16603 192 3 only only ADV crl-16603 192 4 through through ADP crl-16603 192 5 these these DET crl-16603 192 6 conversations conversation NOUN crl-16603 192 7 that that PRON crl-16603 192 8 the the DET crl-16603 192 9 profession profession NOUN crl-16603 192 10 will will AUX crl-16603 192 11 find find VERB crl-16603 192 12 its its PRON crl-16603 192 13 ethical ethical ADJ crl-16603 192 14 bearings bearing NOUN crl-16603 192 15 with with ADP crl-16603 192 16 respect respect NOUN crl-16603 192 17 to to ADP crl-16603 192 18 la la PROPN crl-16603 192 19 . . PUNCT crl-16603 193 1 data datum NOUN crl-16603 193 2 governance governance NOUN crl-16603 193 3 developing develop VERB crl-16603 193 4 data datum NOUN crl-16603 193 5 warehouses warehouse NOUN crl-16603 193 6 to to PART crl-16603 193 7 account account VERB crl-16603 193 8 for for ADP crl-16603 193 9 emerging emerge VERB crl-16603 193 10 information information NOUN crl-16603 193 11 flows flow NOUN crl-16603 193 12 and and CCONJ crl-16603 193 13 determining determine VERB crl-16603 193 14 the the DET crl-16603 193 15 conditions condition NOUN crl-16603 193 16 under under ADP crl-16603 193 17 which which PRON crl-16603 193 18 actors actor NOUN crl-16603 193 19 should should AUX crl-16603 193 20 have have VERB crl-16603 193 21 access access NOUN crl-16603 193 22 to to ADP crl-16603 193 23 data datum NOUN crl-16603 193 24 and and CCONJ crl-16603 193 25 information information NOUN crl-16603 193 26 involves involve VERB crl-16603 193 27 significant significant ADJ crl-16603 193 28 governance governance NOUN crl-16603 193 29 challenges.110 challenges.110 NOUN crl-16603 193 30 institutional institutional ADJ crl-16603 193 31 data datum NOUN crl-16603 193 32 governance governance NOUN crl-16603 193 33 needs need VERB crl-16603 193 34 naturally naturally ADV crl-16603 193 35 overlap overlap VERB crl-16603 193 36 with with ADP crl-16603 193 37 data data NOUN crl-16603 193 38 management management NOUN crl-16603 193 39 services service NOUN crl-16603 193 40 for for ADP crl-16603 193 41 which which PRON crl-16603 193 42 librarians librarian NOUN crl-16603 193 43 have have AUX crl-16603 193 44 been be AUX crl-16603 193 45 building build VERB crl-16603 193 46 capacity capacity NOUN crl-16603 193 47 during during ADP crl-16603 193 48 the the DET crl-16603 193 49 last last ADJ crl-16603 193 50 few few ADJ crl-16603 193 51 years.111 years.111 NOUN crl-16603 193 52 heis heis PROPN crl-16603 193 53 would would AUX crl-16603 193 54 benefit benefit VERB crl-16603 193 55 from from ADP crl-16603 193 56 including include VERB crl-16603 193 57 librarians librarian NOUN crl-16603 193 58 in in ADP crl-16603 193 59 data data NOUN crl-16603 193 60 governance governance NOUN crl-16603 193 61 talks talk NOUN crl-16603 193 62 because because SCONJ crl-16603 193 63 of of ADP crl-16603 193 64 librarians librarians PROPN crl-16603 193 65 ’ ' PUNCT crl-16603 193 66 technical technical ADJ crl-16603 193 67 and and CCONJ crl-16603 193 68 conceptual conceptual ADJ crl-16603 193 69 expertise expertise NOUN crl-16603 193 70 . . PUNCT crl-16603 194 1 more more ADV crl-16603 194 2 important important ADJ crl-16603 194 3 , , PUNCT crl-16603 194 4 however however ADV crl-16603 194 5 , , PUNCT crl-16603 194 6 adding add VERB crl-16603 194 7 librarians librarian NOUN crl-16603 194 8 to to ADP crl-16603 194 9 data data NOUN crl-16603 194 10 governance governance NOUN crl-16603 194 11 teams team NOUN crl-16603 194 12 provides provide VERB crl-16603 194 13 another another DET crl-16603 194 14 opportunity opportunity NOUN crl-16603 194 15 for for SCONJ crl-16603 194 16 library library NOUN crl-16603 194 17 professionals professional NOUN crl-16603 194 18 to to PART crl-16603 194 19 challenge challenge VERB crl-16603 194 20 ethically ethically ADV crl-16603 194 21 suspect suspect VERB crl-16603 194 22 data datum NOUN crl-16603 194 23 flows flow NOUN crl-16603 194 24 and and CCONJ crl-16603 194 25 analytics analytic NOUN crl-16603 194 26 while while SCONJ crl-16603 194 27 shaping shape VERB crl-16603 194 28 governance governance NOUN crl-16603 194 29 practices practice NOUN crl-16603 194 30 to to PART crl-16603 194 31 protect protect VERB crl-16603 194 32 intellectual intellectual ADJ crl-16603 194 33 freedom freedom NOUN crl-16603 194 34 and and CCONJ crl-16603 194 35 privacy privacy NOUN crl-16603 194 36 . . PUNCT crl-16603 195 1 information information NOUN crl-16603 195 2 policy policy NOUN crl-16603 195 3 librarianship librarianship NOUN crl-16603 195 4 ’s ’s PART crl-16603 195 5 values value NOUN crl-16603 195 6 would would AUX crl-16603 195 7 ideally ideally ADV crl-16603 195 8 be be AUX crl-16603 195 9 embedded embed VERB crl-16603 195 10 in in ADP crl-16603 195 11 library library NOUN crl-16603 195 12 and and CCONJ crl-16603 195 13 institutional institutional ADJ crl-16603 195 14 policies policy NOUN crl-16603 195 15 as as ADP crl-16603 195 16 “ " PUNCT crl-16603 195 17 normative normative ADJ crl-16603 195 18 propositions proposition NOUN crl-16603 195 19 ” " PUNCT crl-16603 195 20 that that PRON crl-16603 195 21 drive drive VERB crl-16603 195 22 data datum NOUN crl-16603 195 23 and and CCONJ crl-16603 195 24 la la PROPN crl-16603 195 25 practices practice NOUN crl-16603 195 26 , , PUNCT crl-16603 195 27 in in ADP crl-16603 195 28 so so ADV crl-16603 195 29 doing do VERB crl-16603 195 30 protecting protect VERB crl-16603 195 31 the the DET crl-16603 195 32 interests interest NOUN crl-16603 195 33 of of ADP crl-16603 195 34 students student NOUN crl-16603 195 35 and and CCONJ crl-16603 195 36 libraries.112 libraries.112 NOUN crl-16603 195 37 to to PART crl-16603 195 38 accomplish accomplish VERB crl-16603 195 39 this this PRON crl-16603 195 40 , , PUNCT crl-16603 195 41 librarians librarian NOUN crl-16603 195 42 need need VERB crl-16603 195 43 to to PART crl-16603 195 44 advocate advocate VERB crl-16603 195 45 for for ADP crl-16603 195 46 the the DET crl-16603 195 47 profession profession NOUN crl-16603 195 48 ’s ’s PART crl-16603 195 49 values value NOUN crl-16603 195 50 with with ADP crl-16603 195 51 institutional institutional ADJ crl-16603 195 52 policy policy NOUN crl-16603 195 53 - - PUNCT crl-16603 195 54 makers maker NOUN crl-16603 195 55 when when SCONJ crl-16603 195 56 they they PRON crl-16603 195 57 design design VERB crl-16603 195 58 internal internal ADJ crl-16603 195 59 policy policy NOUN crl-16603 195 60 documents document NOUN crl-16603 195 61 , , PUNCT crl-16603 195 62 memoranda memorandum NOUN crl-16603 195 63 of of ADP crl-16603 195 64 understandings understanding NOUN crl-16603 195 65 with with ADP crl-16603 195 66 partner partner NOUN crl-16603 195 67 institutions institution NOUN crl-16603 195 68 , , PUNCT crl-16603 195 69 and and CCONJ crl-16603 195 70 legally legally ADV crl-16603 195 71 binding bind VERB crl-16603 195 72 contracts contract NOUN crl-16603 195 73 with with ADP crl-16603 195 74 third third ADJ crl-16603 195 75 - - PUNCT crl-16603 195 76 party party NOUN crl-16603 195 77 service service NOUN crl-16603 195 78 providers provider NOUN crl-16603 195 79 . . PUNCT crl-16603 196 1 moreover moreover ADV crl-16603 196 2 , , PUNCT crl-16603 196 3 such such ADJ crl-16603 196 4 policies policy NOUN crl-16603 196 5 may may AUX crl-16603 196 6 influence influence VERB crl-16603 196 7 the the DET crl-16603 196 8 design design NOUN crl-16603 196 9 of of ADP crl-16603 196 10 la la PROPN crl-16603 196 11 systems system NOUN crl-16603 196 12 , , PUNCT crl-16603 196 13 as as SCONJ crl-16603 196 14 those those DET crl-16603 196 15 systems system NOUN crl-16603 196 16 would would AUX crl-16603 196 17 need need VERB crl-16603 196 18 to to PART crl-16603 196 19 respect respect VERB crl-16603 196 20 policy policy NOUN crl-16603 196 21 regulations regulation NOUN crl-16603 196 22 before before SCONJ crl-16603 196 23 institutions institution NOUN crl-16603 196 24 enter enter VERB crl-16603 196 25 into into ADP crl-16603 196 26 contracts contract NOUN crl-16603 196 27 with with ADP crl-16603 196 28 vendors vendor NOUN crl-16603 196 29 . . PUNCT crl-16603 197 1 this this PRON crl-16603 197 2 might might AUX crl-16603 197 3 improve improve VERB crl-16603 197 4 librarians librarian NOUN crl-16603 197 5 ’ ' PUNCT crl-16603 197 6 position position NOUN crl-16603 197 7 in in ADP crl-16603 197 8 licensing license VERB crl-16603 197 9 discussions discussion NOUN crl-16603 197 10 with with ADP crl-16603 197 11 content content NOUN crl-16603 197 12 vendors vendor NOUN crl-16603 197 13 as as ADV crl-16603 197 14 well well ADV crl-16603 197 15 . . PUNCT crl-16603 198 1 if if SCONJ crl-16603 198 2 librarians librarian NOUN crl-16603 198 3 are be AUX crl-16603 198 4 proactive proactive ADJ crl-16603 198 5 participants participant NOUN crl-16603 198 6 in in ADP crl-16603 198 7 policy policy NOUN crl-16603 198 8 construction construction NOUN crl-16603 198 9 , , PUNCT crl-16603 198 10 they they PRON crl-16603 198 11 will will AUX crl-16603 198 12 have have VERB crl-16603 198 13 the the DET crl-16603 198 14 powerful powerful ADJ crl-16603 198 15 backing backing NOUN crl-16603 198 16 of of ADP crl-16603 198 17 their their PRON crl-16603 198 18 institutions institution NOUN crl-16603 198 19 during during ADP crl-16603 198 20 these these DET crl-16603 198 21 sometimes sometimes ADV crl-16603 198 22 contentious contentious ADJ crl-16603 198 23 negotiations negotiation NOUN crl-16603 198 24 . . PUNCT crl-16603 199 1 they they PRON crl-16603 199 2 could could AUX crl-16603 199 3 , , PUNCT crl-16603 199 4 for for ADP crl-16603 199 5 instance instance NOUN crl-16603 199 6 , , PUNCT crl-16603 199 7 require require VERB crl-16603 199 8 vendors vendor NOUN crl-16603 199 9 to to PART crl-16603 199 10 disclose disclose VERB crl-16603 199 11 behavioral behavioral ADJ crl-16603 199 12 data datum NOUN crl-16603 199 13 they they PRON crl-16603 199 14 gather gather VERB crl-16603 199 15 , , PUNCT crl-16603 199 16 how how SCONJ crl-16603 199 17 long long ADV crl-16603 199 18 they they PRON crl-16603 199 19 keep keep VERB crl-16603 199 20 it it PRON crl-16603 199 21 , , PUNCT crl-16603 199 22 and and CCONJ crl-16603 199 23 what what PRON crl-16603 199 24 they they PRON crl-16603 199 25 do do VERB crl-16603 199 26 with with ADP crl-16603 199 27 it it PRON crl-16603 199 28 . . PUNCT crl-16603 200 1 moreover moreover ADV crl-16603 200 2 , , PUNCT crl-16603 200 3 they they PRON crl-16603 200 4 could could AUX crl-16603 200 5 negotiate negotiate VERB crl-16603 200 6 licenses license NOUN crl-16603 200 7 that that PRON crl-16603 200 8 minimize minimize VERB crl-16603 200 9 the the DET crl-16603 200 10 data datum NOUN crl-16603 200 11 gathered gather VERB crl-16603 200 12 as as ADV crl-16603 200 13 well well ADV crl-16603 200 14 as as ADP crl-16603 200 15 its its PRON crl-16603 200 16 retention retention NOUN crl-16603 200 17 period period NOUN crl-16603 200 18 , , PUNCT crl-16603 200 19 and and CCONJ crl-16603 200 20 enable enable VERB crl-16603 200 21 hei hei ADJ crl-16603 200 22 oversight oversight NOUN crl-16603 200 23 of of ADP crl-16603 200 24 vendor vendor NOUN crl-16603 200 25 data datum NOUN crl-16603 200 26 practices practice NOUN crl-16603 200 27 via via ADP crl-16603 200 28 license license NOUN crl-16603 200 29 agreements agreement NOUN crl-16603 200 30 . . PUNCT crl-16603 201 1 conclusion conclusion NOUN crl-16603 201 2 though though SCONJ crl-16603 201 3 pursuing pursue VERB crl-16603 201 4 la la PRON crl-16603 201 5 may may AUX crl-16603 201 6 lead lead VERB crl-16603 201 7 to to ADP crl-16603 201 8 good good ADJ crl-16603 201 9 outcomes outcome NOUN crl-16603 201 10 for for ADP crl-16603 201 11 students student NOUN crl-16603 201 12 and and CCONJ crl-16603 201 13 their their PRON crl-16603 201 14 institutions institution NOUN crl-16603 201 15 , , PUNCT crl-16603 201 16 higher high ADJ crl-16603 201 17 education education NOUN crl-16603 201 18 and and CCONJ crl-16603 201 19 the the DET crl-16603 201 20 library library NOUN crl-16603 201 21 profession profession NOUN crl-16603 201 22 still still ADV crl-16603 201 23 face face VERB crl-16603 201 24 an an DET crl-16603 201 25 ethical ethical ADJ crl-16603 201 26 crossroads crossroad NOUN crl-16603 201 27 . . PUNCT crl-16603 202 1 la la PROPN crl-16603 202 2 practices practice NOUN crl-16603 202 3 present present VERB crl-16603 202 4 significant significant ADJ crl-16603 202 5 conflicts conflict NOUN crl-16603 202 6 with with ADP crl-16603 202 7 the the DET crl-16603 202 8 ala ala PROPN crl-16603 202 9 ’s ’s PROPN crl-16603 202 10 code code NOUN crl-16603 202 11 of of ADP crl-16603 202 12 ethics ethic NOUN crl-16603 202 13 with with ADP crl-16603 202 14 respect respect NOUN crl-16603 202 15 to to ADP crl-16603 202 16 intellectual intellectual ADJ crl-16603 202 17 privacy privacy NOUN crl-16603 202 18 , , PUNCT crl-16603 202 19 intellectual intellectual ADJ crl-16603 202 20 freedom freedom NOUN crl-16603 202 21 , , PUNCT crl-16603 202 22 and and CCONJ crl-16603 202 23 intellectual intellectual ADJ crl-16603 202 24 property property NOUN crl-16603 202 25 rights right NOUN crl-16603 202 26 . . PUNCT crl-16603 203 1 we we PRON crl-16603 203 2 recommend recommend VERB crl-16603 203 3 that that SCONJ crl-16603 203 4 librarians librarian NOUN crl-16603 203 5 respond respond VERB crl-16603 203 6 by by ADP crl-16603 203 7 strategically strategically ADV crl-16603 203 8 embedding embed VERB crl-16603 203 9 their their PRON crl-16603 203 10 values value NOUN crl-16603 203 11 in in ADP crl-16603 203 12 la la PROPN crl-16603 203 13 through through ADP crl-16603 203 14 actively actively ADV crl-16603 203 15 participating participate VERB crl-16603 203 16 in in ADP crl-16603 203 17 the the DET crl-16603 203 18 conversations conversation NOUN crl-16603 203 19 , , PUNCT crl-16603 203 20 governance governance NOUN crl-16603 203 21 structures structure NOUN crl-16603 203 22 , , PUNCT crl-16603 203 23 and and CCONJ crl-16603 203 24 policies policy NOUN crl-16603 203 25 that that PRON crl-16603 203 26 ultimately ultimately ADV crl-16603 203 27 shape shape VERB crl-16603 203 28 the the DET crl-16603 203 29 use use NOUN crl-16603 203 30 of of ADP crl-16603 203 31 the the DET crl-16603 203 32 technology technology NOUN crl-16603 203 33 on on ADP crl-16603 203 34 their their PRON crl-16603 203 35 respective respective ADJ crl-16603 203 36 campuses campus NOUN crl-16603 203 37 . . PUNCT crl-16603 204 1 information information NOUN crl-16603 204 2 ethicists ethicist NOUN crl-16603 204 3 , , PUNCT crl-16603 204 4 empirical empirical ADJ crl-16603 204 5 researchers researcher NOUN crl-16603 204 6 , , PUNCT crl-16603 204 7 and and CCONJ crl-16603 204 8 practitioners practitioner NOUN crl-16603 204 9 alike alike ADV crl-16603 204 10 must must AUX crl-16603 204 11 deeply deeply ADV crl-16603 204 12 consider consider VERB crl-16603 204 13 the the DET crl-16603 204 14 ways way NOUN crl-16603 204 15 in in ADP crl-16603 204 16 which which PRON crl-16603 204 17 these these DET crl-16603 204 18 data data NOUN crl-16603 204 19 - - PUNCT crl-16603 204 20 driven drive VERB crl-16603 204 21 practices practice NOUN crl-16603 204 22 may may AUX crl-16603 204 23 pervade pervade VERB crl-16603 204 24 and and CCONJ crl-16603 204 25 erode erode VERB crl-16603 204 26 professional professional ADJ crl-16603 204 27 values value NOUN crl-16603 204 28 . . PUNCT crl-16603 205 1 learning learn VERB crl-16603 205 2 analytics analytic NOUN crl-16603 205 3 and and CCONJ crl-16603 205 4 the the DET crl-16603 205 5 academic academic ADJ crl-16603 205 6 library library NOUN crl-16603 205 7 317 317 NUM crl-16603 205 8 appendix appendix PROPN crl-16603 205 9 a. a. PROPN crl-16603 205 10 abbreviations abbreviations PROPN crl-16603 205 11 ala ala PROPN crl-16603 205 12 = = PROPN crl-16603 205 13 american american PROPN crl-16603 205 14 library library PROPN crl-16603 205 15 association association PROPN crl-16603 205 16 drm drm PROPN crl-16603 205 17 = = X crl-16603 205 18 digital digital ADJ crl-16603 205 19 rights right NOUN crl-16603 205 20 management management NOUN crl-16603 205 21 hbr hbr PROPN crl-16603 205 22 = = PUNCT crl-16603 205 23 harvard harvard PROPN crl-16603 205 24 business business NOUN crl-16603 205 25 review review NOUN crl-16603 205 26 hei hei ADP crl-16603 205 27 = = X crl-16603 205 28 higher high ADJ crl-16603 205 29 education education NOUN crl-16603 205 30 institution institution NOUN crl-16603 205 31 hu hu PUNCT crl-16603 206 1 = = PROPN crl-16603 206 2 huddersfield huddersfield PROPN crl-16603 206 3 university university PROPN crl-16603 206 4 ils il VERB crl-16603 206 5 = = SPACE crl-16603 206 6 integrated integrate VERB crl-16603 206 7 library library NOUN crl-16603 206 8 system system NOUN crl-16603 206 9 ip ip NOUN crl-16603 206 10 = = NOUN crl-16603 206 11 intellectual intellectual ADJ crl-16603 206 12 property property NOUN crl-16603 206 13 la la PRON crl-16603 206 14 = = NOUN crl-16603 207 1 learning learn VERB crl-16603 207 2 analytics analytic NOUN crl-16603 207 3 lms lm NOUN crl-16603 207 4 = = X crl-16603 207 5 learning learn VERB crl-16603 207 6 management management NOUN crl-16603 207 7 system system NOUN crl-16603 207 8 um um INTJ crl-16603 207 9 - - PUNCT crl-16603 207 10 tc tc NOUN crl-16603 207 11 = = PUNCT crl-16603 207 12 university university PROPN crl-16603 207 13 of of ADP crl-16603 207 14 minnesota minnesota PROPN crl-16603 207 15 - - PUNCT crl-16603 207 16 twin twin NOUN crl-16603 207 17 cities city NOUN crl-16603 207 18 uow uow PROPN crl-16603 207 19 = = PUNCT crl-16603 207 20 university university PROPN crl-16603 207 21 of of ADP crl-16603 207 22 wollongong wollongong PROPN crl-16603 207 23 notes note NOUN crl-16603 207 24 1 1 NUM crl-16603 207 25 . . PUNCT crl-16603 208 1 david david PROPN crl-16603 208 2 mcmenemy mcmenemy PROPN crl-16603 208 3 , , PUNCT crl-16603 208 4 “ " PUNCT crl-16603 208 5 rights right NOUN crl-16603 208 6 to to ADP crl-16603 208 7 privacy privacy NOUN crl-16603 208 8 and and CCONJ crl-16603 208 9 freedom freedom NOUN crl-16603 208 10 of of ADP crl-16603 208 11 expression expression NOUN crl-16603 208 12 in in ADP crl-16603 208 13 public public ADJ crl-16603 208 14 libraries library NOUN crl-16603 208 15 : : PUNCT crl-16603 208 16 squaring square VERB crl-16603 208 17 the the DET crl-16603 208 18 circle circle NOUN crl-16603 208 19 ” " PUNCT crl-16603 208 20 ( ( PUNCT crl-16603 208 21 paper paper NOUN crl-16603 208 22 presented present VERB crl-16603 208 23 at at ADP crl-16603 208 24 the the DET crl-16603 208 25 annual annual ADJ crl-16603 208 26 meeting meeting NOUN crl-16603 208 27 of of ADP crl-16603 208 28 the the DET crl-16603 208 29 international international PROPN crl-16603 208 30 federation federation PROPN crl-16603 208 31 of of ADP crl-16603 208 32 library library PROPN crl-16603 208 33 associations association NOUN crl-16603 208 34 and and CCONJ crl-16603 208 35 institutions institution NOUN crl-16603 208 36 , , PUNCT crl-16603 208 37 usa usa PROPN crl-16603 208 38 , , PUNCT crl-16603 208 39 2016 2016 NUM crl-16603 208 40 ) ) PUNCT crl-16603 208 41 . . PUNCT crl-16603 209 1 2 2 X crl-16603 209 2 . . X crl-16603 209 3 niall niall PROPN crl-16603 209 4 sclater sclater PROPN crl-16603 209 5 , , PUNCT crl-16603 209 6 “ " PUNCT crl-16603 209 7 code code NOUN crl-16603 209 8 of of ADP crl-16603 209 9 practice practice NOUN crl-16603 209 10 for for ADP crl-16603 209 11 learning learn VERB crl-16603 209 12 analytics analytic NOUN crl-16603 209 13 ” " PUNCT crl-16603 209 14 ( ( PUNCT crl-16603 209 15 2015 2015 NUM crl-16603 209 16 ) ) PUNCT crl-16603 209 17 , , PUNCT crl-16603 209 18 available available ADJ crl-16603 209 19 online online ADV crl-16603 209 20 at at ADP crl-16603 209 21 https:// https:// PROPN crl-16603 209 22 www.jisc.ac.uk/sites/default/files/jd0040_code_of_practice_for_learning_analytics_190515_v1.pdf www.jisc.ac.uk/sites/default/files/jd0040_code_of_practice_for_learning_analytics_190515_v1.pdf SPACE crl-16603 209 23 [ [ AUX crl-16603 209 24 accessed access VERB crl-16603 209 25 26 26 NUM crl-16603 209 26 february february NOUN crl-16603 209 27 2018 2018 NUM crl-16603 209 28 ] ] PUNCT crl-16603 209 29 . . PUNCT crl-16603 210 1 3 3 X crl-16603 210 2 . . PROPN crl-16603 210 3 charles charles PROPN crl-16603 210 4 sturt sturt PROPN crl-16603 210 5 university university PROPN crl-16603 210 6 , , PUNCT crl-16603 210 7 “ " PUNCT crl-16603 210 8 csu csu NOUN crl-16603 210 9 learning learn VERB crl-16603 210 10 analytics analytic NOUN crl-16603 210 11 code code PROPN crl-16603 210 12 of of ADP crl-16603 210 13 practice practice NOUN crl-16603 210 14 ” " PUNCT crl-16603 210 15 ( ( PUNCT crl-16603 210 16 2015 2015 NUM crl-16603 210 17 ) ) PUNCT crl-16603 210 18 , , PUNCT crl-16603 210 19 available available ADJ crl-16603 210 20 online online ADV crl-16603 210 21 at at ADP crl-16603 210 22 www.csu.edu.au/__data/assets/pdf_file/0007/2160484/2016_csu_learninganalyticscodepractice.pdf www.csu.edu.au/__data/assets/pdf_file/0007/2160484/2016_csu_learninganalyticscodepractice.pdf PROPN crl-16603 211 1 [ [ X crl-16603 211 2 accessed access VERB crl-16603 211 3 26 26 NUM crl-16603 211 4 february february PROPN crl-16603 211 5 2018 2018 NUM crl-16603 211 6 ] ] PUNCT crl-16603 211 7 ; ; PUNCT crl-16603 211 8 open open ADJ crl-16603 211 9 university university NOUN crl-16603 211 10 , , PUNCT crl-16603 211 11 “ " PUNCT crl-16603 211 12 policy policy NOUN crl-16603 211 13 on on ADP crl-16603 211 14 ethical ethical ADJ crl-16603 211 15 use use NOUN crl-16603 211 16 of of ADP crl-16603 211 17 student student NOUN crl-16603 211 18 data datum NOUN crl-16603 211 19 for for ADP crl-16603 211 20 learning learn VERB crl-16603 211 21 analytics analytic NOUN crl-16603 211 22 ” " PUNCT crl-16603 211 23 ( ( PUNCT crl-16603 211 24 2014 2014 NUM crl-16603 211 25 ) ) PUNCT crl-16603 211 26 , , PUNCT crl-16603 211 27 available available ADJ crl-16603 211 28 online online ADV crl-16603 211 29 at at ADP crl-16603 211 30 https://www.open.ac.uk/students/charter/ https://www.open.ac.uk/students/charter/ PROPN crl-16603 211 31 essential essential ADJ crl-16603 211 32 - - PUNCT crl-16603 211 33 documents document NOUN crl-16603 211 34 / / SYM crl-16603 211 35 ethical ethical ADJ crl-16603 211 36 - - PUNCT crl-16603 211 37 use use NOUN crl-16603 211 38 - - PUNCT crl-16603 211 39 student student NOUN crl-16603 211 40 - - PUNCT crl-16603 211 41 data data NOUN crl-16603 211 42 - - PUNCT crl-16603 211 43 learning learning NOUN crl-16603 211 44 - - PUNCT crl-16603 211 45 analytics analytic NOUN crl-16603 211 46 - - PUNCT crl-16603 211 47 policy policy NOUN crl-16603 211 48 [ [ X crl-16603 211 49 accessed access VERB crl-16603 211 50 26 26 NUM crl-16603 211 51 february february NOUN crl-16603 211 52 2018 2018 NUM crl-16603 211 53 ] ] PUNCT crl-16603 211 54 . . PUNCT crl-16603 212 1 4 4 X crl-16603 212 2 . . X crl-16603 212 3 victor victor PROPN crl-16603 212 4 m.h m.h PROPN crl-16603 212 5 . . PROPN crl-16603 212 6 borden borden PROPN crl-16603 212 7 , , PUNCT crl-16603 212 8 “ " PUNCT crl-16603 212 9 the the DET crl-16603 212 10 accountability accountability NOUN crl-16603 212 11 / / SYM crl-16603 212 12 improvement improvement NOUN crl-16603 212 13 paradox paradox NOUN crl-16603 212 14 , , PUNCT crl-16603 212 15 ” " PUNCT crl-16603 212 16 inside inside ADP crl-16603 212 17 higher high ADJ crl-16603 212 18 ed ed NOUN crl-16603 212 19 ( ( PUNCT crl-16603 212 20 apr apr NOUN crl-16603 212 21 . . PROPN crl-16603 212 22 30 30 NUM crl-16603 212 23 , , PUNCT crl-16603 212 24 2010 2010 NUM crl-16603 212 25 ) ) PUNCT crl-16603 212 26 , , PUNCT crl-16603 212 27 available available ADJ crl-16603 212 28 online online ADV crl-16603 212 29 at at ADP crl-16603 212 30 https://www.insidehighered.com/views/2010/04/30/borden https://www.insidehighered.com/views/2010/04/30/borden NUM crl-16603 212 31 [ [ X crl-16603 212 32 accessed access VERB crl-16603 212 33 26 26 NUM crl-16603 212 34 february february NOUN crl-16603 212 35 2018 2018 NUM crl-16603 212 36 ] ] PUNCT crl-16603 212 37 ; ; PUNCT crl-16603 212 38 megan megan ADJ crl-16603 212 39 oakleaf oakleaf NOUN crl-16603 212 40 , , PUNCT crl-16603 212 41 “ " PUNCT crl-16603 212 42 the the DET crl-16603 212 43 value value NOUN crl-16603 212 44 of of ADP crl-16603 212 45 academic academic ADJ crl-16603 212 46 libraries library NOUN crl-16603 212 47 : : PUNCT crl-16603 212 48 a a DET crl-16603 212 49 comprehensive comprehensive ADJ crl-16603 212 50 research research NOUN crl-16603 212 51 review review NOUN crl-16603 212 52 and and CCONJ crl-16603 212 53 report report NOUN crl-16603 212 54 ” " PUNCT crl-16603 212 55 ( ( PUNCT crl-16603 212 56 2010 2010 NUM crl-16603 212 57 ) ) PUNCT crl-16603 212 58 , , PUNCT crl-16603 212 59 available available ADJ crl-16603 212 60 online online ADV crl-16603 212 61 at at ADP crl-16603 212 62 www.ala.org/acrl/sites/ala.org.acrl/files/content/ www.ala.org/acrl/sites/ala.org.acrl/files/content/ ADP crl-16603 212 63 issues issue NOUN crl-16603 212 64 / / SYM crl-16603 212 65 value value NOUN crl-16603 212 66 / / SYM crl-16603 212 67 val_report.pdf val_report.pdf NOUN crl-16603 212 68 [ [ X crl-16603 212 69 accessed access VERB crl-16603 212 70 26 26 NUM crl-16603 212 71 february february NOUN crl-16603 212 72 2018 2018 NUM crl-16603 212 73 ] ] PUNCT crl-16603 212 74 . . PUNCT crl-16603 213 1 5 5 X crl-16603 213 2 . . X crl-16603 213 3 danah danah PROPN crl-16603 213 4 boyd boyd PROPN crl-16603 213 5 and and CCONJ crl-16603 213 6 kate kate ADJ crl-16603 213 7 crawford crawford NOUN crl-16603 213 8 , , PUNCT crl-16603 213 9 “ " PUNCT crl-16603 213 10 critical critical ADJ crl-16603 213 11 questions question NOUN crl-16603 213 12 for for ADP crl-16603 213 13 big big ADJ crl-16603 213 14 data datum NOUN crl-16603 213 15 , , PUNCT crl-16603 213 16 ” " PUNCT crl-16603 213 17 information information NOUN crl-16603 213 18 , , PUNCT crl-16603 213 19 communication communication NOUN crl-16603 213 20 & & CCONJ crl-16603 213 21 society society NOUN crl-16603 213 22 15 15 NUM crl-16603 213 23 , , PUNCT crl-16603 213 24 no no NOUN crl-16603 213 25 . . NOUN crl-16603 213 26 5 5 NUM crl-16603 213 27 , , PUNCT crl-16603 213 28 doi:10.1080/1369118x.2012.678878 doi:10.1080/1369118x.2012.678878 ADJ crl-16603 213 29 ; ; PUNCT crl-16603 213 30 solon solon ADJ crl-16603 213 31 barocas baroca NOUN crl-16603 213 32 and and CCONJ crl-16603 213 33 helen helen PROPN crl-16603 213 34 nissenbaum nissenbaum PROPN crl-16603 213 35 , , PUNCT crl-16603 213 36 “ " PUNCT crl-16603 213 37 big big ADJ crl-16603 213 38 data datum NOUN crl-16603 213 39 ’s ’s PART crl-16603 213 40 end end NOUN crl-16603 213 41 run run VERB crl-16603 213 42 around around ADP crl-16603 213 43 anonymity anonymity NOUN crl-16603 213 44 and and CCONJ crl-16603 213 45 consent consent NOUN crl-16603 213 46 , , PUNCT crl-16603 213 47 ” " PUNCT crl-16603 213 48 in in ADP crl-16603 213 49 privacy privacy NOUN crl-16603 213 50 , , PUNCT crl-16603 213 51 big big ADJ crl-16603 213 52 data datum NOUN crl-16603 213 53 , , PUNCT crl-16603 213 54 and and CCONJ crl-16603 213 55 the the DET crl-16603 213 56 public public ADJ crl-16603 213 57 good good NOUN crl-16603 213 58 : : PUNCT crl-16603 213 59 frameworks framework NOUN crl-16603 213 60 for for ADP crl-16603 213 61 engagement engagement NOUN crl-16603 213 62 , , PUNCT crl-16603 213 63 eds ed NOUN crl-16603 213 64 . . PUNCT crl-16603 214 1 julia julia PROPN crl-16603 214 2 lane lane PROPN crl-16603 214 3 , , PUNCT crl-16603 214 4 victoria victoria PROPN crl-16603 214 5 stodden stodden VERB crl-16603 214 6 , , PUNCT crl-16603 214 7 stefan stefan PROPN crl-16603 214 8 bender bender PROPN crl-16603 214 9 , , PUNCT crl-16603 214 10 and and CCONJ crl-16603 214 11 helen helen PROPN crl-16603 214 12 nissenbaum nissenbaum PROPN crl-16603 214 13 ( ( PUNCT crl-16603 214 14 new new PROPN crl-16603 214 15 york york PROPN crl-16603 214 16 , , PUNCT crl-16603 214 17 n.y n.y PROPN crl-16603 214 18 . . PROPN crl-16603 214 19 : : PUNCT crl-16603 214 20 cambridge cambridge PROPN crl-16603 214 21 university university PROPN crl-16603 214 22 press press NOUN crl-16603 214 23 , , PUNCT crl-16603 214 24 2014 2014 NUM crl-16603 214 25 ) ) PUNCT crl-16603 214 26 , , PUNCT crl-16603 214 27 46 46 NUM crl-16603 214 28 . . NUM crl-16603 215 1 6 6 X crl-16603 215 2 . . PROPN crl-16603 215 3 jonathan jonathan PROPN crl-16603 215 4 stuart stuart PROPN crl-16603 215 5 ward ward PROPN crl-16603 215 6 and and CCONJ crl-16603 215 7 adam adam PROPN crl-16603 215 8 barker barker PROPN crl-16603 215 9 , , PUNCT crl-16603 215 10 “ " PUNCT crl-16603 215 11 undefined undefined ADJ crl-16603 215 12 by by ADP crl-16603 215 13 data datum NOUN crl-16603 215 14 : : PUNCT crl-16603 215 15 a a DET crl-16603 215 16 survey survey NOUN crl-16603 215 17 of of ADP crl-16603 215 18 big big ADJ crl-16603 215 19 data datum NOUN crl-16603 215 20 definitions definition NOUN crl-16603 215 21 , , PUNCT crl-16603 215 22 ” " PUNCT crl-16603 215 23 arxiv arxiv NOUN crl-16603 215 24 ( ( PUNCT crl-16603 215 25 2013 2013 NUM crl-16603 215 26 ) ) PUNCT crl-16603 215 27 , , PUNCT crl-16603 215 28 available available ADJ crl-16603 215 29 online online ADV crl-16603 215 30 at at ADP crl-16603 215 31 http://arxiv.org/abs/1309.5821 http://arxiv.org/abs/1309.5821 NOUN crl-16603 215 32 [ [ X crl-16603 215 33 accessed access VERB crl-16603 215 34 26 26 NUM crl-16603 215 35 february february PROPN crl-16603 215 36 2018 2018 NUM crl-16603 215 37 ] ] PUNCT crl-16603 215 38 . . PUNCT crl-16603 216 1 7 7 X crl-16603 216 2 . . PROPN crl-16603 216 3 jules jules PROPN crl-16603 216 4 j. j. PROPN crl-16603 216 5 berman berman PROPN crl-16603 216 6 , , PUNCT crl-16603 216 7 principles principle NOUN crl-16603 216 8 of of ADP crl-16603 216 9 big big ADJ crl-16603 216 10 data datum NOUN crl-16603 216 11 : : PUNCT crl-16603 216 12 preparing prepare VERB crl-16603 216 13 , , PUNCT crl-16603 216 14 sharing sharing NOUN crl-16603 216 15 , , PUNCT crl-16603 216 16 and and CCONJ crl-16603 216 17 analyzing analyze VERB crl-16603 216 18 complex complex ADJ crl-16603 216 19 information information NOUN crl-16603 216 20 ( ( PUNCT crl-16603 216 21 waltham waltham PROPN crl-16603 216 22 , , PUNCT crl-16603 216 23 mass mass PROPN crl-16603 216 24 . . PUNCT crl-16603 216 25 : : PUNCT crl-16603 217 1 morgan morgan PROPN crl-16603 217 2 kaufmann kaufmann PROPN crl-16603 217 3 , , PUNCT crl-16603 217 4 2013 2013 NUM crl-16603 217 5 ) ) PUNCT crl-16603 217 6 . . PUNCT crl-16603 218 1 8 8 X crl-16603 218 2 . . X crl-16603 218 3 helen helen PROPN crl-16603 218 4 nissenbaum nissenbaum PROPN crl-16603 218 5 , , PUNCT crl-16603 218 6 “ " PUNCT crl-16603 218 7 privacy privacy NOUN crl-16603 218 8 as as ADP crl-16603 218 9 contextual contextual ADJ crl-16603 218 10 integrity integrity NOUN crl-16603 218 11 , , PUNCT crl-16603 218 12 ” " PUNCT crl-16603 218 13 washington washington PROPN crl-16603 218 14 law law PROPN crl-16603 218 15 review review NOUN crl-16603 218 16 79 79 NUM crl-16603 218 17 , , PUNCT crl-16603 218 18 no no INTJ crl-16603 218 19 . . NOUN crl-16603 218 20 1 1 NUM crl-16603 218 21 ; ; PUNCT crl-16603 218 22 helen helen PROPN crl-16603 218 23 nissenbaum nissenbaum PROPN crl-16603 218 24 , , PUNCT crl-16603 218 25 privacy privacy NOUN crl-16603 218 26 in in ADP crl-16603 218 27 context context NOUN crl-16603 218 28 : : PUNCT crl-16603 218 29 technology technology NOUN crl-16603 218 30 , , PUNCT crl-16603 218 31 policy policy NOUN crl-16603 218 32 , , PUNCT crl-16603 218 33 and and CCONJ crl-16603 218 34 the the DET crl-16603 218 35 integrity integrity NOUN crl-16603 218 36 of of ADP crl-16603 218 37 social social ADJ crl-16603 218 38 life life NOUN crl-16603 218 39 ( ( PUNCT crl-16603 218 40 stanford stanford PROPN crl-16603 218 41 , , PUNCT crl-16603 218 42 calif calif PROPN crl-16603 218 43 . . 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PROPN crl-16603 219 9 jones jones PROPN crl-16603 219 10 , , PUNCT crl-16603 219 11 “ " PUNCT crl-16603 219 12 student student NOUN crl-16603 219 13 privacy privacy NOUN crl-16603 219 14 in in ADP crl-16603 219 15 learning learn VERB crl-16603 219 16 analytics analytic NOUN crl-16603 219 17 : : PUNCT crl-16603 219 18 an an DET crl-16603 219 19 information information NOUN crl-16603 219 20 ethics ethic NOUN crl-16603 219 21 perspective perspective NOUN crl-16603 219 22 , , PUNCT crl-16603 219 23 ” " PUNCT crl-16603 219 24 the the DET crl-16603 219 25 information information NOUN crl-16603 219 26 society society NOUN crl-16603 219 27 32 32 NUM crl-16603 219 28 , , PUNCT crl-16603 219 29 no no NOUN crl-16603 219 30 . . NOUN crl-16603 219 31 2 2 NUM crl-16603 219 32 ; ; PUNCT crl-16603 219 33 viktor viktor NOUN crl-16603 219 34 mayer mayer NOUN crl-16603 219 35 - - PUNCT crl-16603 219 36 schönberger schönberger NOUN crl-16603 219 37 and and CCONJ crl-16603 219 38 kenneth kenneth PROPN crl-16603 219 39 cukier cukier PROPN crl-16603 219 40 , , PUNCT crl-16603 219 41 big big ADJ crl-16603 219 42 data datum NOUN crl-16603 219 43 : : PUNCT crl-16603 219 44 a a DET crl-16603 219 45 revolution revolution NOUN crl-16603 219 46 that that PRON crl-16603 219 47 will will AUX crl-16603 219 48 transform transform VERB crl-16603 219 49 how how SCONJ crl-16603 219 50 we we PRON crl-16603 219 51 live live VERB crl-16603 219 52 , , PUNCT crl-16603 219 53 work work NOUN crl-16603 219 54 , , PUNCT crl-16603 219 55 and and CCONJ crl-16603 219 56 think think VERB crl-16603 219 57 ( ( PUNCT crl-16603 219 58 new new PROPN crl-16603 219 59 york york PROPN crl-16603 219 60 , , PUNCT crl-16603 219 61 n.y n.y PROPN crl-16603 219 62 . . 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PUNCT crl-16603 223 1 11 11 NUM crl-16603 223 2 , , PUNCT crl-16603 223 3 available available ADJ crl-16603 223 4 online online ADV crl-16603 223 5 at at ADP crl-16603 223 6 https://www.slate.com/articles/health_and_science/science/2013/07/statistics_and_psychology_multiple_comparisons_give_spurious_results.html https://www.slate.com/articles/health_and_science/science/2013/07/statistics_and_psychology_multiple_comparisons_give_spurious_results.html PROPN crl-16603 223 7 [ [ AUX crl-16603 223 8 accessed access VERB crl-16603 223 9 26 26 NUM crl-16603 223 10 february february PROPN crl-16603 223 11 2018 2018 NUM crl-16603 223 12 ] ] PUNCT crl-16603 223 13 . . PUNCT crl-16603 224 1 11 11 NUM crl-16603 224 2 . . 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PUNCT crl-16603 229 1 https://www.jisc.ac.uk/sites/default/files/jd0040_code_of_practice_for_learning_analytics_190515_v1.pdf https://www.jisc.ac.uk/sites/default/files/jd0040_code_of_practice_for_learning_analytics_190515_v1.pdf PROPN crl-16603 229 2 https://www.jisc.ac.uk/sites/default/files/jd0040_code_of_practice_for_learning_analytics_190515_v1.pdf https://www.jisc.ac.uk/sites/default/files/jd0040_code_of_practice_for_learning_analytics_190515_v1.pdf PROPN crl-16603 229 3 http://www.csu.edu.au/__data/assets/pdf_file/0007/2160484/2016_csu_learninganalyticscodepractice.pdf http://www.csu.edu.au/__data/assets/pdf_file/0007/2160484/2016_csu_learninganalyticscodepractice.pdf PROPN crl-16603 229 4 http://www.csu.edu.au/__data/assets/pdf_file/0007/2160484/2016_csu_learninganalyticscodepractice.pdf http://www.csu.edu.au/__data/assets/pdf_file/0007/2160484/2016_csu_learninganalyticscodepractice.pdf PROPN crl-16603 229 5 https://www.open.ac.uk/students/charter/essential-documents/ethical-use-student-data-learning-analytics-policy https://www.open.ac.uk/students/charter/essential-documents/ethical-use-student-data-learning-analytics-policy PROPN crl-16603 229 6 https://www.open.ac.uk/students/charter/essential-documents/ethical-use-student-data-learning-analytics-policy https://www.open.ac.uk/students/charter/essential-documents/ethical-use-student-data-learning-analytics-policy PROPN crl-16603 229 7 https://www.insidehighered.com/views/2010/04/30/borden https://www.insidehighered.com/views/2010/04/30/borden X crl-16603 230 1 http://www.ala.org/acrl/sites/ala.org.acrl/files/content/issues/value/val_report.pdf http://www.ala.org/acrl/sites/ala.org.acrl/files/content/issues/value/val_report.pdf PROPN crl-16603 230 2 http://www.ala.org/acrl/sites/ala.org.acrl/files/content/issues/value/val_report.pdf http://www.ala.org/acrl/sites/ala.org.acrl/files/content/issues/value/val_report.pdf PROPN crl-16603 230 3 https://doi.org/10.1080/1369118x.2012.678878 https://doi.org/10.1080/1369118x.2012.678878 PROPN crl-16603 230 4 http://arxiv.org/abs/1309.5821 http://arxiv.org/abs/1309.5821 VERB crl-16603 230 5 https://www.slate.com/articles/health_and_science/science/2013/07/statistics_and_psychology_multiple_comparisons_give_spurious_results.html https://www.slate.com/articles/health_and_science/science/2013/07/statistics_and_psychology_multiple_comparisons_give_spurious_results.html PROPN crl-16603 230 6 https://www.slate.com/articles/health_and_science/science/2013/07/statistics_and_psychology_multiple_comparisons_give_spurious_results.html https://www.slate.com/articles/health_and_science/science/2013/07/statistics_and_psychology_multiple_comparisons_give_spurious_results.html PROPN crl-16603 230 7 https://doi.org/10.1109/13.848064 https://doi.org/10.1109/13.848064 PROPN crl-16603 230 8 https://er.educause.edu/articles/2007/7/academic-analytics-a-new-tool-for-a-new-era https://er.educause.edu/articles/2007/7/academic-analytics-a-new-tool-for-a-new-era PROPN crl-16603 230 9 https://er.educause.edu/articles/2007/7/academic-analytics-a-new-tool-for-a-new-era https://er.educause.edu/articles/2007/7/academic-analytics-a-new-tool-for-a-new-era PROPN crl-16603 230 10 https://library.educause.edu/~/media/files/library/2012/10/erb1212-pdf.pdf https://library.educause.edu/~/media/files/library/2012/10/erb1212-pdf.pdf PROPN crl-16603 230 11 318 318 NUM crl-16603 230 12 college college PROPN crl-16603 230 13 & & CCONJ crl-16603 230 14 research research PROPN crl-16603 230 15 libraries library NOUN crl-16603 230 16 april april PROPN crl-16603 230 17 2018 2018 NUM crl-16603 231 1 educause.edu/~/media/files/library/2012/10/erb1212-pdf.pdf educause.edu/~/media/files/library/2012/10/erb1212-pdf.pdf PROPN crl-16603 231 2 [ [ PUNCT crl-16603 231 3 accessed access VERB crl-16603 231 4 26 26 NUM crl-16603 231 5 february february NOUN crl-16603 231 6 2018 2018 NUM crl-16603 231 7 ] ] PUNCT crl-16603 231 8 ; 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https://www.insidehighered.com/news/2014/09/19/colleges-now-often-rely-data-rather-gut-hunt-students https://www.insidehighered.com/news/2014/09/19/colleges-now-often-rely-data-rather-gut-hunt-student NOUN crl-16603 261 4 https://www.insidehighered.com/news/2014/09/19/colleges-now-often-rely-data-rather-gut-hunt-students https://www.insidehighered.com/news/2014/09/19/colleges-now-often-rely-data-rather-gut-hunt-students PROPN crl-16603 261 5 http://www.pbs.org/newshour/updates/new-tool-colleges-using-admissions-decisions-big-data/ http://www.pbs.org/newshour/updates/new-tool-colleges-using-admissions-decisions-big-data/ NOUN crl-16603 261 6 learning learn VERB crl-16603 261 7 analytics analytic NOUN crl-16603 261 8 and and CCONJ crl-16603 261 9 the the DET crl-16603 261 10 academic academic ADJ crl-16603 261 11 library library NOUN crl-16603 261 12 319 319 NUM crl-16603 261 13 new new ADJ crl-16603 261 14 - - PUNCT crl-16603 261 15 tool tool NOUN crl-16603 261 16 - - PUNCT crl-16603 261 17 colleges college NOUN crl-16603 261 18 - - PUNCT crl-16603 261 19 using use VERB crl-16603 261 20 - - PUNCT crl-16603 261 21 admissions admission NOUN crl-16603 261 22 - - PUNCT crl-16603 261 23 decisions decision NOUN crl-16603 261 24 - - PUNCT crl-16603 261 25 big big ADJ crl-16603 261 26 - - PUNCT crl-16603 261 27 data/ data/ NUM crl-16603 261 28 [ [ PUNCT crl-16603 261 29 accessed access VERB crl-16603 261 30 26 26 NUM crl-16603 261 31 february february PROPN crl-16603 261 32 2018 2018 NUM crl-16603 261 33 ] ] PUNCT crl-16603 261 34 ; ; PUNCT crl-16603 261 35 eric eric PROPN crl-16603 261 36 hoover hoover PROPN crl-16603 261 37 , , PUNCT crl-16603 261 38 “ " PUNCT crl-16603 261 39 facebook facebook NOUN crl-16603 261 40 meets meet VERB crl-16603 261 41 predictive predictive ADJ crl-16603 261 42 analytics analytic NOUN crl-16603 261 43 , , PUNCT crl-16603 261 44 ” " PUNCT crl-16603 261 45 chronicle chronicle NOUN crl-16603 261 46 of of ADP crl-16603 261 47 higher high ADJ crl-16603 261 48 education education NOUN crl-16603 261 49 ( ( PUNCT crl-16603 261 50 nov nov PROPN crl-16603 261 51 . . PROPN crl-16603 261 52 6 6 NUM crl-16603 261 53 , , PUNCT crl-16603 261 54 2012 2012 NUM crl-16603 261 55 ) ) PUNCT crl-16603 261 56 , , PUNCT crl-16603 261 57 available available ADJ crl-16603 261 58 online online ADV crl-16603 261 59 at at ADP crl-16603 261 60 https://chronicle.com/blogs/headcount/facebook-meets-predictive-analytics/32770 https://chronicle.com/blogs/headcount/facebook-meets-predictive-analytics/32770 NOUN crl-16603 261 61 [ [ X crl-16603 261 62 accessed access VERB crl-16603 261 63 26 26 NUM crl-16603 261 64 february february NOUN crl-16603 261 65 2018 2018 NUM crl-16603 261 66 ] ] PUNCT crl-16603 261 67 . . PUNCT crl-16603 262 1 28 28 X crl-16603 262 2 . . PUNCT crl-16603 263 1 eric eric PROPN crl-16603 263 2 hoover hoover PROPN crl-16603 263 3 , , PUNCT crl-16603 263 4 “ " PUNCT crl-16603 263 5 getting get VERB crl-16603 263 6 inside inside ADP crl-16603 263 7 the the DET crl-16603 263 8 mind mind NOUN crl-16603 263 9 of of ADP crl-16603 263 10 an an DET crl-16603 263 11 applicant applicant NOUN crl-16603 263 12 , , PUNCT crl-16603 263 13 ” " PUNCT crl-16603 263 14 chronicle chronicle NOUN crl-16603 263 15 of of ADP crl-16603 263 16 higher high ADJ crl-16603 263 17 education education NOUN crl-16603 263 18 ( ( PUNCT crl-16603 263 19 sept sept PROPN crl-16603 263 20 . . PROPN crl-16603 263 21 18 18 NUM crl-16603 263 22 , , PUNCT crl-16603 263 23 2015 2015 NUM crl-16603 263 24 ) ) PUNCT crl-16603 263 25 , , PUNCT crl-16603 263 26 available available ADJ crl-16603 263 27 online online ADV crl-16603 263 28 at at ADP crl-16603 263 29 https://chronicle.com/article/getting-inside-the-mind-of-an/233403 https://chronicle.com/article/getting-inside-the-mind-of-an/233403 NOUN crl-16603 263 30 [ [ X crl-16603 263 31 accessed access VERB crl-16603 263 32 26 26 NUM crl-16603 263 33 february february PROPN crl-16603 263 34 2018 2018 NUM crl-16603 263 35 ] ] PUNCT crl-16603 263 36 . . PUNCT crl-16603 264 1 29 29 NUM crl-16603 264 2 . . PUNCT crl-16603 265 1 eric eric PROPN crl-16603 265 2 hoover hoover PROPN crl-16603 265 3 , , PUNCT crl-16603 265 4 “ " PUNCT crl-16603 265 5 what what PRON crl-16603 265 6 ’s ’ VERB crl-16603 265 7 a a DET crl-16603 265 8 trove trove NOUN crl-16603 265 9 of of ADP crl-16603 265 10 insights insight NOUN crl-16603 265 11 into into ADP crl-16603 265 12 college college NOUN crl-16603 265 13 applicants applicant NOUN crl-16603 265 14 worth worth ADJ crl-16603 265 15 $ $ SYM crl-16603 265 16 850 850 NUM crl-16603 265 17 - - SYM crl-16603 265 18 million million NUM crl-16603 265 19 , , PUNCT crl-16603 265 20 ” " PUNCT crl-16603 265 21 chronicle chronicle NOUN crl-16603 265 22 of of ADP crl-16603 265 23 higher high ADJ crl-16603 265 24 education education NOUN crl-16603 265 25 ( ( PUNCT crl-16603 265 26 dec dec PROPN crl-16603 265 27 . . PROPN crl-16603 265 28 16 16 NUM crl-16603 265 29 , , PUNCT crl-16603 265 30 2014 2014 NUM crl-16603 265 31 ) ) PUNCT crl-16603 265 32 , , PUNCT crl-16603 265 33 available available ADJ crl-16603 265 34 online online ADV crl-16603 265 35 at at ADP crl-16603 265 36 https://chronicle.com/article/ https://chronicle.com/article/ PROPN crl-16603 265 37 what what PRON crl-16603 265 38 - - PUNCT crl-16603 265 39 s s X crl-16603 265 40 - - PUNCT crl-16603 265 41 a a DET crl-16603 265 42 - - PUNCT crl-16603 265 43 trove trove NOUN crl-16603 265 44 - - PUNCT crl-16603 265 45 of of ADP crl-16603 265 46 - - PUNCT crl-16603 265 47 insights/150887 insights/150887 X crl-16603 265 48 [ [ X crl-16603 265 49 accessed access VERB crl-16603 265 50 26 26 NUM crl-16603 265 51 february february PROPN crl-16603 265 52 2018 2018 NUM crl-16603 265 53 ] ] PUNCT crl-16603 265 54 . . PUNCT crl-16603 266 1 30 30 NUM crl-16603 266 2 . . PUNCT crl-16603 266 3 jay jay PROPN crl-16603 266 4 w. w. PROPN crl-16603 266 5 goff goff PROPN crl-16603 266 6 and and CCONJ crl-16603 266 7 christopher christopher PROPN crl-16603 266 8 m. m. PROPN crl-16603 266 9 shaffer shaffer PROPN crl-16603 266 10 , , PUNCT crl-16603 266 11 “ " PUNCT crl-16603 266 12 big big ADJ crl-16603 266 13 data datum NOUN crl-16603 266 14 ’s ’s PART crl-16603 266 15 impact impact NOUN crl-16603 266 16 on on ADP crl-16603 266 17 college college NOUN crl-16603 266 18 admission admission NOUN crl-16603 266 19 practices practice NOUN crl-16603 266 20 and and CCONJ crl-16603 266 21 recruitment recruitment NOUN crl-16603 266 22 strategies strategy NOUN crl-16603 266 23 , , PUNCT crl-16603 266 24 ” " PUNCT crl-16603 266 25 in in ADP crl-16603 266 26 building build VERB crl-16603 266 27 a a DET crl-16603 266 28 smarter smart ADJ crl-16603 266 29 university university NOUN crl-16603 266 30 : : PUNCT crl-16603 266 31 big big ADJ crl-16603 266 32 data datum NOUN crl-16603 266 33 , , PUNCT crl-16603 266 34 innovation innovation NOUN crl-16603 266 35 , , PUNCT crl-16603 266 36 and and CCONJ crl-16603 266 37 analytics analytic NOUN crl-16603 266 38 , , PUNCT crl-16603 266 39 ed ed PROPN crl-16603 266 40 . . PROPN crl-16603 266 41 jason jason PROPN crl-16603 266 42 e. e. PROPN crl-16603 266 43 lane lane PROPN crl-16603 266 44 ( ( PUNCT crl-16603 266 45 albany albany PROPN crl-16603 266 46 , , PUNCT crl-16603 266 47 n.y n.y PROPN crl-16603 266 48 . . PROPN crl-16603 266 49 : : PUNCT crl-16603 266 50 suny suny PROPN crl-16603 266 51 press press NOUN crl-16603 266 52 , , PUNCT crl-16603 266 53 2014 2014 NUM crl-16603 266 54 ) ) PUNCT crl-16603 266 55 . . PUNCT crl-16603 267 1 31 31 NUM crl-16603 267 2 . . PUNCT crl-16603 268 1 carl carl PROPN crl-16603 268 2 straumsheim straumsheim PROPN crl-16603 268 3 , , PUNCT crl-16603 268 4 “ " PUNCT crl-16603 268 5 before before ADP crl-16603 268 6 the the DET crl-16603 268 7 fact fact NOUN crl-16603 268 8 , , PUNCT crl-16603 268 9 ” " PUNCT crl-16603 268 10 inside inside ADP crl-16603 268 11 higher high ADJ crl-16603 268 12 ed ed NOUN crl-16603 268 13 ( ( PUNCT crl-16603 268 14 oct oct PROPN crl-16603 268 15 . . PROPN crl-16603 268 16 18 18 NUM crl-16603 268 17 , , PUNCT crl-16603 268 18 2013 2013 NUM crl-16603 268 19 ) ) PUNCT crl-16603 268 20 , , PUNCT crl-16603 268 21 available available ADJ crl-16603 268 22 online online ADV crl-16603 268 23 at at ADP crl-16603 268 24 https://www.insidehighered.com/news/2013/10/18/u-kentucky-hopes-boost-student-retentionprescriptive-analytics https://www.insidehighered.com/news/2013/10/18/u-kentucky-hopes-boost-student-retentionprescriptive-analytic NOUN crl-16603 268 25 [ [ X crl-16603 268 26 accessed access VERB crl-16603 268 27 26 26 NUM crl-16603 268 28 february february PROPN crl-16603 268 29 2018 2018 NUM crl-16603 268 30 ] ] PUNCT crl-16603 268 31 . . PUNCT crl-16603 269 1 32 32 NUM crl-16603 269 2 . . PUNCT crl-16603 269 3 karl karl PROPN crl-16603 269 4 e. e. PROPN crl-16603 269 5 burgher burgher PROPN crl-16603 269 6 , , PUNCT crl-16603 269 7 “ " PUNCT crl-16603 269 8 indiana indiana PROPN crl-16603 269 9 state state PROPN crl-16603 269 10 university university PROPN crl-16603 269 11 ” " PUNCT crl-16603 269 12 ( ( PUNCT crl-16603 269 13 n.d n.d PROPN crl-16603 269 14 . . PROPN crl-16603 269 15 ) ) PUNCT crl-16603 269 16 , , PUNCT crl-16603 269 17 available available ADJ crl-16603 269 18 online online ADV crl-16603 269 19 at at ADP crl-16603 269 20 https://www.campusmanagement.com/higher-education-resources/webcasts/compete-and-succeed-with-knowledgedriven-crm-q-a/ https://www.campusmanagement.com/higher-education-resources/webcasts/compete-and-succeed-with-knowledgedriven-crm-q-a/ PROPN crl-16603 270 1 [ [ X crl-16603 270 2 accessed access VERB crl-16603 270 3 26 26 NUM crl-16603 270 4 february february PROPN crl-16603 270 5 2018 2018 NUM crl-16603 270 6 ] ] PUNCT crl-16603 270 7 . . PUNCT crl-16603 271 1 33 33 NUM crl-16603 271 2 . . PUNCT crl-16603 271 3 northern northern PROPN crl-16603 271 4 arizona arizona PROPN crl-16603 271 5 university university PROPN crl-16603 271 6 , , PUNCT crl-16603 271 7 “ " PUNCT crl-16603 271 8 what what PRON crl-16603 271 9 are be AUX crl-16603 271 10 proximity proximity NOUN crl-16603 271 11 card card NOUN crl-16603 271 12 readers reader NOUN crl-16603 271 13 ? ? PUNCT crl-16603 271 14 ” " PUNCT crl-16603 271 15 ( ( PUNCT crl-16603 271 16 2013 2013 NUM crl-16603 271 17 ) ) PUNCT crl-16603 271 18 , , PUNCT crl-16603 271 19 available available ADJ crl-16603 271 20 online online ADV crl-16603 271 21 at at ADP crl-16603 271 22 http://www2.nau.edu/lrm22/blackboard/proximity_cards.html http://www2.nau.edu/lrm22/blackboard/proximity_cards.html PROPN crl-16603 271 23 [ [ X crl-16603 271 24 accessed access VERB crl-16603 271 25 7 7 NUM crl-16603 271 26 march march NOUN crl-16603 271 27 2018 2018 NUM crl-16603 271 28 ] ] PUNCT crl-16603 271 29 . . PUNCT crl-16603 272 1 34 34 NUM crl-16603 272 2 . . PUNCT crl-16603 272 3 kathy kathy PROPN crl-16603 272 4 f. f. PROPN crl-16603 272 5 gates gates PROPN crl-16603 272 6 , , PUNCT crl-16603 272 7 “ " PUNCT crl-16603 272 8 classroom classroom NOUN crl-16603 272 9 attendance attendance NOUN crl-16603 272 10 via via ADP crl-16603 272 11 i i NOUN crl-16603 272 12 d d NOUN crl-16603 272 13 card card NOUN crl-16603 272 14 [ [ X crl-16603 272 15 msg msg NOUN crl-16603 272 16 6 6 NUM crl-16603 272 17 ] ] PUNCT crl-16603 272 18 , , PUNCT crl-16603 272 19 ” " PUNCT crl-16603 272 20 message message NOUN crl-16603 272 21 posted post VERB crl-16603 272 22 to to ADP crl-16603 272 23 http:// http:// VERB crl-16603 272 24 listserv.educause.edu/scripts/wa.exe?a2=cio;ffcd6452.1401 listserv.educause.edu/scripts/wa.exe?a2=cio;ffcd6452.1401 VERB crl-16603 272 25 [ [ X crl-16603 272 26 accessed access VERB crl-16603 272 27 14 14 NUM crl-16603 272 28 february february NOUN crl-16603 272 29 2018 2018 NUM crl-16603 272 30 ] ] PUNCT crl-16603 272 31 ; ; PUNCT crl-16603 272 32 deetra deetra PROPN crl-16603 272 33 wiley wiley PROPN crl-16603 272 34 , , PUNCT crl-16603 272 35 “ " PUNCT crl-16603 272 36 attendance attendance NOUN crl-16603 272 37 tracking tracking NOUN crl-16603 272 38 scanners scanner NOUN crl-16603 272 39 for for ADP crl-16603 272 40 um um INTJ crl-16603 272 41 classrooms classroom NOUN crl-16603 272 42 , , PUNCT crl-16603 272 43 ” " PUNCT crl-16603 272 44 technews technew NOUN crl-16603 272 45 ( ( PUNCT crl-16603 272 46 jan jan PROPN crl-16603 272 47 . . PROPN crl-16603 272 48 16 16 NUM crl-16603 272 49 , , PUNCT crl-16603 272 50 2013 2013 NUM crl-16603 272 51 ) ) PUNCT crl-16603 272 52 , , PUNCT crl-16603 272 53 available available ADJ crl-16603 272 54 online online ADV crl-16603 272 55 at at ADP crl-16603 272 56 http://technews.olemiss.edu/new-attendance-tracking-scanners-for-um-classrooms/ http://technews.olemiss.edu/new-attendance-tracking-scanners-for-um-classrooms/ PRON crl-16603 272 57 [ [ X crl-16603 272 58 accessed access VERB crl-16603 272 59 26 26 NUM crl-16603 272 60 february february PROPN crl-16603 272 61 2018 2018 NUM crl-16603 272 62 ] ] PUNCT crl-16603 272 63 . . PUNCT crl-16603 273 1 35 35 NUM crl-16603 273 2 . . PUNCT crl-16603 274 1 douglas douglas PROPN crl-16603 274 2 belkin belkin PROPN crl-16603 274 3 , , PUNCT crl-16603 274 4 “ " PUNCT crl-16603 274 5 cracking crack VERB crl-16603 274 6 down down ADP crl-16603 274 7 on on ADP crl-16603 274 8 skipping skip VERB crl-16603 274 9 class class NOUN crl-16603 274 10 , , PUNCT crl-16603 274 11 ” " PUNCT crl-16603 274 12 wall wall PROPN crl-16603 274 13 street street PROPN crl-16603 274 14 journal journal PROPN crl-16603 274 15 ( ( PUNCT crl-16603 274 16 jan jan PROPN crl-16603 274 17 . . PROPN crl-16603 274 18 14 14 NUM crl-16603 274 19 , , PUNCT crl-16603 274 20 2015 2015 NUM crl-16603 274 21 ) ) PUNCT crl-16603 274 22 , , PUNCT crl-16603 274 23 available available ADJ crl-16603 274 24 online online ADV crl-16603 274 25 at at ADP crl-16603 274 26 www.wsj.com/articles/cracking-down-on-skipping-class-1421196743 www.wsj.com/articles/cracking-down-on-skipping-class-1421196743 PROPN crl-16603 274 27 [ [ X crl-16603 274 28 accessed access VERB crl-16603 274 29 26 26 NUM crl-16603 274 30 february february PROPN crl-16603 274 31 2018 2018 NUM crl-16603 274 32 ] ] PUNCT crl-16603 274 33 . . PUNCT crl-16603 275 1 36 36 NUM crl-16603 275 2 . . PUNCT crl-16603 275 3 richard richard PROPN crl-16603 275 4 j. j. PROPN crl-16603 275 5 light light PROPN crl-16603 275 6 , , PUNCT crl-16603 275 7 making make VERB crl-16603 275 8 the the DET crl-16603 275 9 most most ADJ crl-16603 275 10 of of ADP crl-16603 275 11 college college NOUN crl-16603 275 12 : : PUNCT crl-16603 275 13 students student NOUN crl-16603 275 14 speak speak VERB crl-16603 275 15 their their PRON crl-16603 275 16 minds mind NOUN crl-16603 275 17 ( ( PUNCT crl-16603 275 18 cambridge cambridge PROPN crl-16603 275 19 , , PUNCT crl-16603 275 20 mass mass PROPN crl-16603 275 21 . . PUNCT crl-16603 275 22 : : PUNCT crl-16603 275 23 harvard harvard PROPN crl-16603 275 24 university university PROPN crl-16603 275 25 press press NOUN crl-16603 275 26 , , PUNCT crl-16603 275 27 2001 2001 NUM crl-16603 275 28 ) ) PUNCT crl-16603 275 29 . . PUNCT crl-16603 276 1 37 37 NUM crl-16603 276 2 . . PUNCT crl-16603 276 3 tristan tristan PROPN crl-16603 276 4 denley denley PROPN crl-16603 276 5 , , PUNCT crl-16603 276 6 “ " PUNCT crl-16603 276 7 degree degree NOUN crl-16603 276 8 compass compass NOUN crl-16603 276 9 course course NOUN crl-16603 276 10 recommendation recommendation NOUN crl-16603 276 11 system system NOUN crl-16603 276 12 ” " PUNCT crl-16603 276 13 ( ( PUNCT crl-16603 276 14 2013 2013 NUM crl-16603 276 15 ) ) PUNCT crl-16603 276 16 , , PUNCT crl-16603 276 17 available available ADJ crl-16603 276 18 online online ADV crl-16603 276 19 at at ADP crl-16603 276 20 https://library.educause.edu/resources/2013/6/degree-compass-course-recommendation-system https://library.educause.edu/resources/2013/6/degree-compass-course-recommendation-system NOUN crl-16603 276 21 [ [ X crl-16603 276 22 accessed access VERB crl-16603 276 23 26 26 NUM crl-16603 276 24 february february PROPN crl-16603 276 25 2018 2018 NUM crl-16603 276 26 ] ] PUNCT crl-16603 276 27 . . 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PUNCT crl-16603 279 1 16 16 NUM crl-16603 279 2 , , PUNCT crl-16603 279 3 available available ADJ crl-16603 279 4 online online ADV crl-16603 279 5 at at ADP crl-16603 279 6 https://www.air.org/sites/default/files/publications/nudge https://www.air.org/sites/default/files/publications/nudge NOUN crl-16603 279 7 . . PUNCT crl-16603 280 1 pdf pdf PROPN crl-16603 280 2 [ [ PUNCT crl-16603 280 3 accessed access VERB crl-16603 280 4 26 26 NUM crl-16603 280 5 february february PROPN crl-16603 280 6 2018 2018 NUM crl-16603 280 7 ] ] PUNCT crl-16603 280 8 . . PUNCT crl-16603 281 1 39 39 NUM crl-16603 281 2 . . PUNCT crl-16603 281 3 marc marc PROPN crl-16603 281 4 parry parry PROPN crl-16603 281 5 , , PUNCT crl-16603 281 6 “ " PUNCT crl-16603 281 7 big big ADJ crl-16603 281 8 data datum NOUN crl-16603 281 9 on on ADP crl-16603 281 10 campus campus NOUN crl-16603 281 11 , , PUNCT crl-16603 281 12 ” " PUNCT crl-16603 281 13 new new PROPN crl-16603 281 14 york york PROPN crl-16603 281 15 times times PROPN crl-16603 281 16 ( ( PUNCT crl-16603 281 17 july july PROPN crl-16603 281 18 18 18 NUM crl-16603 281 19 , , PUNCT crl-16603 281 20 2012 2012 NUM crl-16603 281 21 ) ) PUNCT crl-16603 281 22 , , PUNCT crl-16603 281 23 available available ADJ crl-16603 281 24 online online ADV crl-16603 281 25 at at ADP crl-16603 281 26 www.nytimes.com/2012/07/22/education/edlife/colleges-awakening-to-the-opportunities-of-datamining.html www.nytimes.com/2012/07/22/education/edlife/colleges-awakening-to-the-opportunities-of-datamining.html PROPN crl-16603 281 27 [ [ X crl-16603 281 28 accessed access VERB crl-16603 281 29 26 26 NUM crl-16603 281 30 february february PROPN crl-16603 281 31 2018 2018 NUM crl-16603 281 32 ] ] PUNCT crl-16603 281 33 . . PUNCT crl-16603 282 1 40 40 NUM crl-16603 282 2 . . PUNCT crl-16603 283 1 kim kim PROPN crl-16603 283 2 e. e. PROPN crl-16603 283 3 arnold arnold PROPN crl-16603 283 4 and and CCONJ crl-16603 283 5 matthew matthew PROPN crl-16603 283 6 d. d. PROPN crl-16603 283 7 pistilli pistilli PROPN crl-16603 283 8 , , PUNCT crl-16603 283 9 “ " PUNCT crl-16603 283 10 course course NOUN crl-16603 283 11 signals signal NOUN crl-16603 283 12 at at ADP crl-16603 283 13 purdue purdue NOUN crl-16603 283 14 : : PUNCT crl-16603 283 15 using use VERB crl-16603 283 16 learning learn VERB crl-16603 283 17 analytics analytic NOUN crl-16603 283 18 to to PART crl-16603 283 19 increase increase VERB crl-16603 283 20 student student NOUN crl-16603 283 21 success success NOUN crl-16603 283 22 ” " PUNCT crl-16603 283 23 ( ( PUNCT crl-16603 283 24 paper paper NOUN crl-16603 283 25 presented present VERB crl-16603 283 26 at at ADP crl-16603 283 27 the the DET crl-16603 283 28 second second ADJ crl-16603 283 29 international international ADJ crl-16603 283 30 conference conference NOUN crl-16603 283 31 on on ADP crl-16603 283 32 learning learn VERB crl-16603 283 33 analytics analytic NOUN crl-16603 283 34 and and CCONJ crl-16603 283 35 knowledge knowledge PROPN crl-16603 283 36 , , PUNCT crl-16603 283 37 usa usa PROPN crl-16603 283 38 , , PUNCT crl-16603 283 39 2012 2012 NUM crl-16603 283 40 ) ) PUNCT crl-16603 283 41 . . PUNCT crl-16603 284 1 41 41 X crl-16603 284 2 . . PUNCT crl-16603 285 1 alfred alfred PROPN crl-16603 285 2 essa essa PROPN crl-16603 285 3 , , PUNCT crl-16603 285 4 “ " PUNCT crl-16603 285 5 can can AUX crl-16603 285 6 we we PRON crl-16603 285 7 improve improve VERB crl-16603 285 8 retention retention NOUN crl-16603 285 9 rates rate NOUN crl-16603 285 10 by by ADP crl-16603 285 11 giving give VERB crl-16603 285 12 students student NOUN crl-16603 285 13 chocolate chocolate VERB crl-16603 285 14 ? ? PUNCT crl-16603 285 15 ” " PUNCT crl-16603 285 16 ( ( PUNCT crl-16603 285 17 oct oct PROPN crl-16603 285 18 . . PROPN crl-16603 285 19 14 14 NUM crl-16603 285 20 , , PUNCT crl-16603 285 21 2013 2013 NUM crl-16603 285 22 ) ) PUNCT crl-16603 285 23 , , PUNCT crl-16603 285 24 available available ADJ crl-16603 285 25 online online ADV crl-16603 285 26 at at ADP crl-16603 285 27 http://alfredessa.com/2013/10/can-we-improve-retention-rates-by-givingstudents-chocolates/ http://alfredessa.com/2013/10/can-we-improve-retention-rates-by-givingstudents-chocolates/ PROPN crl-16603 286 1 [ [ X crl-16603 286 2 accessed access VERB crl-16603 286 3 26 26 NUM crl-16603 286 4 february february PROPN crl-16603 286 5 2018 2018 NUM crl-16603 286 6 ] ] PUNCT crl-16603 286 7 ; ; PUNCT crl-16603 286 8 michael michael PROPN crl-16603 286 9 feldstein feldstein PROPN crl-16603 286 10 , , PUNCT crl-16603 286 11 “ " PUNCT crl-16603 286 12 course course NOUN crl-16603 286 13 signals signal VERB crl-16603 286 14 effectiveness effectiveness NOUN crl-16603 286 15 data datum NOUN crl-16603 286 16 appears appear VERB crl-16603 286 17 to to PART crl-16603 286 18 be be AUX crl-16603 286 19 meaningless meaningless ADJ crl-16603 286 20 ( ( PUNCT crl-16603 286 21 and and CCONJ crl-16603 286 22 why why SCONJ crl-16603 286 23 you you PRON crl-16603 286 24 should should AUX crl-16603 286 25 care care VERB crl-16603 286 26 ) ) PUNCT crl-16603 286 27 , , PUNCT crl-16603 286 28 ” " PUNCT crl-16603 286 29 e e X crl-16603 286 30 - - NOUN crl-16603 286 31 literate literate ADJ crl-16603 286 32 ( ( PUNCT crl-16603 286 33 nov nov PROPN crl-16603 286 34 . . PROPN crl-16603 286 35 3 3 NUM crl-16603 286 36 , , PUNCT crl-16603 286 37 2013 2013 NUM crl-16603 286 38 ) ) PUNCT crl-16603 286 39 , , PUNCT crl-16603 286 40 available available ADJ crl-16603 286 41 online online ADV crl-16603 286 42 at at ADP crl-16603 286 43 http://mfeldstein.com/course-signals-effectiveness-data-appears-meaningless-care/ http://mfeldstein.com/course-signals-effectiveness-data-appears-meaningless-care/ PROPN crl-16603 287 1 [ [ X crl-16603 287 2 accessed access VERB crl-16603 287 3 26 26 NUM crl-16603 287 4 february february PROPN crl-16603 287 5 2018 2018 NUM crl-16603 287 6 ] ] PUNCT crl-16603 287 7 ; ; PUNCT crl-16603 287 8 carl carl PROPN crl-16603 287 9 straumsheim straumsheim PROPN crl-16603 287 10 , , PUNCT crl-16603 287 11 “ " PUNCT crl-16603 287 12 mixed mixed ADJ crl-16603 287 13 signals signal NOUN crl-16603 287 14 , , PUNCT crl-16603 287 15 ” " PUNCT crl-16603 287 16 inside inside ADP crl-16603 287 17 higher high ADJ crl-16603 287 18 ed ed NOUN crl-16603 287 19 ( ( PUNCT crl-16603 287 20 nov nov PROPN crl-16603 287 21 . . PROPN crl-16603 287 22 6 6 NUM crl-16603 287 23 , , PUNCT crl-16603 287 24 2013 2013 NUM crl-16603 287 25 ) ) PUNCT crl-16603 287 26 , , PUNCT crl-16603 287 27 available available ADJ crl-16603 287 28 online online ADV crl-16603 287 29 at at ADP crl-16603 287 30 https://www.insidehighered.com/news/2013/11/06/researchers-cast-doubtabout-early-warning-systems-effect-retention https://www.insidehighered.com/news/2013/11/06/researchers-cast-doubtabout-early-warning-systems-effect-retention NOUN crl-16603 287 31 [ [ X crl-16603 287 32 accessed access VERB crl-16603 287 33 26 26 NUM crl-16603 287 34 february february PROPN crl-16603 287 35 2018 2018 NUM crl-16603 287 36 ] ] PUNCT crl-16603 287 37 . . PUNCT crl-16603 288 1 42 42 NUM crl-16603 288 2 . . PUNCT crl-16603 289 1 oral oral ADJ crl-16603 289 2 roberts roberts PROPN crl-16603 289 3 university university PROPN crl-16603 289 4 , , PUNCT crl-16603 289 5 “ " PUNCT crl-16603 289 6 oral oral ADJ crl-16603 289 7 roberts robert NOUN crl-16603 289 8 university university NOUN crl-16603 289 9 integrates integrate VERB crl-16603 289 10 wearable wearable ADJ crl-16603 289 11 technology technology NOUN crl-16603 289 12 with with ADP crl-16603 289 13 physical physical ADJ crl-16603 289 14 fitness fitness NOUN crl-16603 289 15 curriculum curriculum NOUN crl-16603 289 16 for for ADP crl-16603 289 17 incoming incoming ADJ crl-16603 289 18 students student NOUN crl-16603 289 19 ” " PUNCT crl-16603 289 20 ( ( PUNCT crl-16603 289 21 jan jan PROPN crl-16603 289 22 . . PROPN crl-16603 289 23 4 4 NUM crl-16603 289 24 , , PUNCT crl-16603 289 25 2016 2016 NUM crl-16603 289 26 ) ) PUNCT crl-16603 289 27 , , PUNCT crl-16603 289 28 available available ADJ crl-16603 289 29 online online ADV crl-16603 289 30 at at ADP crl-16603 289 31 www.oru www.oru PROPN crl-16603 289 32 . . PUNCT crl-16603 290 1 edu edu PROPN crl-16603 290 2 / / SYM crl-16603 290 3 news news NOUN crl-16603 290 4 / / SYM crl-16603 290 5 oru_news/20160104_fitbit_tracking.php oru_news/20160104_fitbit_tracking.php NOUN crl-16603 290 6 [ [ X crl-16603 290 7 accessed access VERB crl-16603 290 8 26 26 NUM crl-16603 290 9 february february PROPN crl-16603 290 10 2018 2018 NUM crl-16603 290 11 ] ] PUNCT crl-16603 290 12 . . PUNCT crl-16603 291 1 43 43 NUM crl-16603 291 2 . . PUNCT crl-16603 292 1 jeff jeff PROPN crl-16603 292 2 stone stone PROPN crl-16603 292 3 , , PUNCT crl-16603 292 4 “ " PUNCT crl-16603 292 5 not not PART crl-16603 292 6 all all DET crl-16603 292 7 oral oral ADJ crl-16603 292 8 roberts robert NOUN crl-16603 292 9 students student NOUN crl-16603 292 10 need need VERB crl-16603 292 11 to to PART crl-16603 292 12 wear wear VERB crl-16603 292 13 fitbits fitbit NOUN crl-16603 292 14 , , PUNCT crl-16603 292 15 and and CCONJ crl-16603 292 16 they they PRON crl-16603 292 17 ’re ’re AUX crl-16603 292 18 not not PART crl-16603 292 19 tracked track VERB crl-16603 292 20 through through ADP crl-16603 292 21 campus campus NOUN crl-16603 292 22 , , PUNCT crl-16603 292 23 ” " PUNCT crl-16603 292 24 international international ADJ crl-16603 292 25 business business NOUN crl-16603 292 26 times times PROPN crl-16603 292 27 ( ( PUNCT crl-16603 292 28 feb feb PROPN crl-16603 292 29 . . PROPN crl-16603 292 30 3 3 NUM crl-16603 292 31 , , PUNCT crl-16603 292 32 2016 2016 NUM crl-16603 292 33 ) ) PUNCT crl-16603 292 34 , , PUNCT crl-16603 292 35 available available ADJ crl-16603 292 36 online online ADV crl-16603 292 37 at at ADP crl-16603 292 38 www.ibtimes www.ibtime NOUN crl-16603 292 39 . . PUNCT crl-16603 293 1 com com NOUN crl-16603 293 2 / / SYM crl-16603 293 3 not not PART crl-16603 293 4 - - PUNCT crl-16603 293 5 all all PRON crl-16603 293 6 - - PUNCT crl-16603 293 7 oral oral ADJ crl-16603 293 8 - - PUNCT crl-16603 293 9 roberts robert NOUN crl-16603 293 10 - - PUNCT crl-16603 293 11 students student NOUN crl-16603 293 12 - - PUNCT crl-16603 293 13 need need ADJ crl-16603 293 14 - - PUNCT crl-16603 293 15 wear wear NOUN crl-16603 293 16 - - PUNCT crl-16603 293 17 fitbits fitbit NOUN crl-16603 293 18 - - PUNCT crl-16603 293 19 theyre theyre NOUN crl-16603 293 20 - - PUNCT crl-16603 293 21 not not PART crl-16603 293 22 - - PUNCT crl-16603 293 23 tracked track VERB crl-16603 293 24 - - PUNCT crl-16603 293 25 through through ADP crl-16603 293 26 - - PUNCT crl-16603 293 27 campus-2291808 campus-2291808 NOUN crl-16603 293 28 [ [ PUNCT crl-16603 293 29 accessed access VERB crl-16603 293 30 26 26 NUM crl-16603 293 31 february february PROPN crl-16603 293 32 2018 2018 NUM crl-16603 293 33 ] ] PUNCT crl-16603 293 34 . . PUNCT crl-16603 294 1 44 44 NUM crl-16603 294 2 . . PUNCT crl-16603 295 1 liana liana PROPN crl-16603 295 2 heitin heitin PROPN crl-16603 295 3 , , PUNCT crl-16603 295 4 “ " PUNCT crl-16603 295 5 all all PRON crl-16603 295 6 in in ADP crl-16603 295 7 the the DET crl-16603 295 8 wrist wrist NOUN crl-16603 295 9 : : PUNCT crl-16603 295 10 can can AUX crl-16603 295 11 a a DET crl-16603 295 12 bracelet bracelet NOUN crl-16603 295 13 measure measure NOUN crl-16603 295 14 student student NOUN crl-16603 295 15 engagement engagement NOUN crl-16603 295 16 ? ? PUNCT crl-16603 295 17 ” " PUNCT crl-16603 296 1 education education NOUN crl-16603 296 2 week week NOUN crl-16603 296 3 ( ( PUNCT crl-16603 296 4 june june PROPN crl-16603 296 5 15 15 NUM crl-16603 296 6 , , PUNCT crl-16603 296 7 2012 2012 NUM crl-16603 296 8 ): ): PUNCT crl-16603 296 9 para para PROPN crl-16603 296 10 . . PUNCT crl-16603 297 1 1 1 NUM crl-16603 297 2 , , PUNCT crl-16603 297 3 available available ADJ crl-16603 297 4 online online ADV crl-16603 297 5 at at ADP crl-16603 297 6 http://blogs.edweek.org/teachers/teaching_now/2012/06/the_student_engagement_bracelet.html http://blogs.edweek.org/teachers/teaching_now/2012/06/the_student_engagement_bracelet.html PROPN crl-16603 297 7 [ [ X crl-16603 297 8 accessed access VERB crl-16603 297 9 26 26 NUM crl-16603 297 10 february february NOUN crl-16603 297 11 2018 2018 NUM crl-16603 297 12 ] ] PUNCT crl-16603 297 13 ; ; PUNCT crl-16603 297 14 stephanie stephanie PROPN crl-16603 297 15 simon simon PROPN crl-16603 297 16 , , PUNCT crl-16603 297 17 “ " PUNCT crl-16603 297 18 biosensors biosensor NOUN crl-16603 297 19 to to PART crl-16603 297 20 monitor monitor VERB crl-16603 297 21 u.s u.s PROPN crl-16603 297 22 . . PROPN crl-16603 297 23 students student NOUN crl-16603 297 24 ’ ’ PART crl-16603 297 25 attentiveness attentiveness NOUN crl-16603 297 26 , , PUNCT crl-16603 297 27 ” " PUNCT crl-16603 297 28 reuters reuters PROPN crl-16603 297 29 ( ( PUNCT crl-16603 297 30 june june PROPN crl-16603 297 31 13 13 NUM crl-16603 297 32 , , PUNCT crl-16603 297 33 2012 2012 NUM crl-16603 297 34 ) ) PUNCT crl-16603 297 35 , , PUNCT crl-16603 297 36 available available ADJ crl-16603 297 37 online online ADV crl-16603 297 38 at at ADP crl-16603 297 39 www.reuters.com/article/us-usa-education-gates-idusbre85c17z20120613 www.reuters.com/article/us-usa-education-gates-idusbre85c17z20120613 PROPN crl-16603 297 40 [ [ PUNCT crl-16603 297 41 accessed access VERB crl-16603 297 42 http://www.pbs.org/newshour/updates/new-tool-colleges-using-admissions-decisions-big-data/ http://www.pbs.org/newshour/updates/new-tool-colleges-using-admissions-decisions-big-data/ PROPN crl-16603 297 43 http://chronicle.com/blogs/headcount/facebook-meets-predictive-analytics/32770 http://chronicle.com/blogs/headcount/facebook-meets-predictive-analytics/32770 NOUN crl-16603 297 44 http://chronicle.com/article/getting-inside-the-mind-of-an/233403 http://chronicle.com/article/getting-inside-the-mind-of-an/233403 X crl-16603 297 45 http://chronicle.com/article/what-s-a-trove-of-insights/150887 http://chronicle.com/article/what-s-a-trove-of-insights/150887 X crl-16603 297 46 http://chronicle.com/article/what-s-a-trove-of-insights/150887 http://chronicle.com/article/what-s-a-trove-of-insights/150887 X crl-16603 298 1 https://www.insidehighered.com/news/2013/10/18/u-kentucky-hopes-boost-student-retention-prescriptive-analytics https://www.insidehighered.com/news/2013/10/18/u-kentucky-hopes-boost-student-retention-prescriptive-analytic NOUN crl-16603 298 2 https://www.insidehighered.com/news/2013/10/18/u-kentucky-hopes-boost-student-retention-prescriptive-analytics https://www.insidehighered.com/news/2013/10/18/u-kentucky-hopes-boost-student-retention-prescriptive-analytics PROPN crl-16603 298 3 https://www.campusmanagement.com/higher-education-resources/webcasts/compete-and-succeed-with-knowledge-driven-crm-q-a/ https://www.campusmanagement.com/higher-education-resources/webcasts/compete-and-succeed-with-knowledge-driven-crm-q-a/ PROPN crl-16603 298 4 https://www.campusmanagement.com/higher-education-resources/webcasts/compete-and-succeed-with-knowledge-driven-crm-q-a/ https://www.campusmanagement.com/higher-education-resources/webcasts/compete-and-succeed-with-knowledge-driven-crm-q-a/ VERB crl-16603 298 5 https://www.campusmanagement.com/higher-education-resources/webcasts/compete-and-succeed-with-knowledge-driven-crm-q-a/ https://www.campusmanagement.com/higher-education-resources/webcasts/compete-and-succeed-with-knowledge-driven-crm-q-a/ ADV crl-16603 299 1 http://www2.nau.edu/lrm22/blackboard/proximity_cards.html http://www2.nau.edu/lrm22/blackboard/proximity_cards.html PROPN crl-16603 299 2 http://listserv.educause.edu/scripts/wa.exe?a2=cio;ffcd6452.1401 http://listserv.educause.edu/scripts/wa.exe?a2=cio;ffcd6452.1401 PROPN crl-16603 299 3 http://listserv.educause.edu/scripts/wa.exe?a2=cio;ffcd6452.1401 http://listserv.educause.edu/scripts/wa.exe?a2=cio;ffcd6452.1401 NOUN crl-16603 299 4 http://technews.olemiss.edu/new-attendance-tracking-scanners-for-um-classrooms/ http://technews.olemiss.edu/new-attendance-tracking-scanners-for-um-classrooms/ X crl-16603 299 5 http://www.wsj.com/articles/cracking-down-on-skipping-class-1421196743 http://www.wsj.com/articles/cracking-down-on-skipping-class-1421196743 X crl-16603 299 6 https://library.educause.edu/resources/2013/6/degree-compass-course-recommendation-system https://library.educause.edu/resources/2013/6/degree-compass-course-recommendation-system PROPN crl-16603 299 7 https://www.air.org/sites/default/files/publications/nudge.pdf https://www.air.org/sites/default/files/publications/nudge.pdf PROPN crl-16603 299 8 https://www.air.org/sites/default/files/publications/nudge.pdf https://www.air.org/sites/default/files/publications/nudge.pdf PROPN crl-16603 299 9 http://www.nytimes.com/2012/07/22/education/edlife/colleges-awakening-to-the-opportunities-of-data-mining.html http://www.nytimes.com/2012/07/22/education/edlife/colleges-awakening-to-the-opportunities-of-data-mining.html PROPN crl-16603 299 10 http://www.nytimes.com/2012/07/22/education/edlife/colleges-awakening-to-the-opportunities-of-data-mining.html http://www.nytimes.com/2012/07/22/education/edlife/colleges-awakening-to-the-opportunities-of-data-mining.html PROPN crl-16603 299 11 http://alfredessa.com/2013/10/can-we-improve-retention-rates-by-giving-students-chocolates/ http://alfredessa.com/2013/10/can-we-improve-retention-rates-by-giving-students-chocolates/ PROPN crl-16603 299 12 http://alfredessa.com/2013/10/can-we-improve-retention-rates-by-giving-students-chocolates/ http://alfredessa.com/2013/10/can-we-improve-retention-rates-by-giving-students-chocolates/ PROPN crl-16603 300 1 http://mfeldstein.com/course-signals-effectiveness-data-appears-meaningless-care/ http://mfeldstein.com/course-signals-effectiveness-data-appears-meaningless-care/ PROPN crl-16603 300 2 https://www.insidehighered.com/news/2013/11/06/researchers-cast-doubt-about-early-warning-systems-effect-retention https://www.insidehighered.com/news/2013/11/06/researchers-cast-doubt-about-early-warning-systems-effect-retention PROPN crl-16603 300 3 https://www.insidehighered.com/news/2013/11/06/researchers-cast-doubt-about-early-warning-systems-effect-retention https://www.insidehighered.com/news/2013/11/06/researchers-cast-doubt-about-early-warning-systems-effect-retention PROPN crl-16603 300 4 http://www.oru.edu/news/oru_news/20160104_fitbit_tracking.php http://www.oru.edu/news/oru_news/20160104_fitbit_tracking.php INTJ crl-16603 300 5 http://www.oru.edu/news/oru_news/20160104_fitbit_tracking.php http://www.oru.edu/news/oru_news/20160104_fitbit_tracking.php PROPN crl-16603 300 6 http://www.ibtimes.com/not-all-oral-roberts-students-need-wear-fitbits-theyre-not-tracked-through-campus-2291808 http://www.ibtimes.com/not-all-oral-roberts-students-need-wear-fitbits-theyre-not-tracked-through-campus-2291808 NOUN crl-16603 300 7 http://www.ibtimes.com/not-all-oral-roberts-students-need-wear-fitbits-theyre-not-tracked-through-campus-2291808 http://www.ibtimes.com/not-all-oral-roberts-students-need-wear-fitbits-theyre-not-tracked-through-campus-2291808 NOUN crl-16603 300 8 http://blogs.edweek.org/teachers/teaching_now/2012/06/the_student_engagement_bracelet.html http://blogs.edweek.org/teachers/teaching_now/2012/06/the_student_engagement_bracelet.html PROPN crl-16603 300 9 http://blogs.edweek.org/teachers/teaching_now/2012/06/the_student_engagement_bracelet.html http://blogs.edweek.org/teachers/teaching_now/2012/06/the_student_engagement_bracelet.html PROPN crl-16603 300 10 http://www.reuters.com/article/us-usa-education-gates-idusbre85c17z20120613 http://www.reuters.com/article/us-usa-education-gates-idusbre85c17z20120613 PROPN crl-16603 300 11 320 320 NUM crl-16603 300 12 college college PROPN crl-16603 300 13 & & CCONJ crl-16603 300 14 research research PROPN crl-16603 300 15 libraries library NOUN crl-16603 300 16 april april PROPN crl-16603 300 17 2018 2018 NUM crl-16603 300 18 26 26 NUM crl-16603 300 19 february february PROPN crl-16603 300 20 2018 2018 NUM crl-16603 300 21 ] ] PUNCT crl-16603 300 22 . . PUNCT crl-16603 301 1 45 45 NUM crl-16603 301 2 . . PUNCT crl-16603 302 1 stan stan PROPN crl-16603 302 2 alcorn alcorn VERB crl-16603 302 3 , , PUNCT crl-16603 302 4 “ " PUNCT crl-16603 302 5 facial facial ADJ crl-16603 302 6 recognition recognition NOUN crl-16603 302 7 in in ADP crl-16603 302 8 the the DET crl-16603 302 9 classroom classroom NOUN crl-16603 302 10 tells tell VERB crl-16603 302 11 teachers teacher NOUN crl-16603 302 12 when when SCONJ crl-16603 302 13 students student NOUN crl-16603 302 14 are be AUX crl-16603 302 15 spacing space VERB crl-16603 302 16 , , PUNCT crl-16603 302 17 ” " PUNCT crl-16603 302 18 fast fast ADJ crl-16603 302 19 company company NOUN crl-16603 302 20 ( ( PUNCT crl-16603 302 21 oct oct PROPN crl-16603 302 22 . . PROPN crl-16603 302 23 18 18 NUM crl-16603 302 24 , , PUNCT crl-16603 302 25 2013 2013 NUM crl-16603 302 26 ) ) PUNCT crl-16603 302 27 , , PUNCT crl-16603 302 28 available available ADJ crl-16603 302 29 online online ADV crl-16603 302 30 at at ADP crl-16603 302 31 www.fastcoexist.com/3018861/facialrecognition-in-the-classroom-tells-teachers-when-students-are-spacing www.fastcoexist.com/3018861/facialrecognition-in-the-classroom-tells-teachers-when-students-are-space VERB crl-16603 302 32 [ [ PUNCT crl-16603 302 33 accessed access VERB crl-16603 302 34 26 26 NUM crl-16603 302 35 february february PROPN crl-16603 302 36 2018 2018 NUM crl-16603 302 37 ] ] PUNCT crl-16603 302 38 ; ; PUNCT crl-16603 302 39 ben ben PROPN crl-16603 302 40 schiller schiller NOUN crl-16603 302 41 , , PUNCT crl-16603 302 42 “ " PUNCT crl-16603 302 43 it it PRON crl-16603 302 44 ’ll ’ll AUX crl-16603 302 45 be be AUX crl-16603 302 46 a a DET crl-16603 302 47 lot lot NOUN crl-16603 302 48 harder hard ADJ crl-16603 302 49 to to PART crl-16603 302 50 cut cut VERB crl-16603 302 51 class class NOUN crl-16603 302 52 with with ADP crl-16603 302 53 this this DET crl-16603 302 54 classroom classroom NOUN crl-16603 302 55 facial facial ADJ crl-16603 302 56 - - PUNCT crl-16603 302 57 recognition recognition NOUN crl-16603 302 58 app app NOUN crl-16603 302 59 , , PUNCT crl-16603 302 60 ” " PUNCT crl-16603 302 61 fast fast ADJ crl-16603 302 62 company company NOUN crl-16603 302 63 ( ( PUNCT crl-16603 302 64 feb feb PROPN crl-16603 302 65 . . PROPN crl-16603 302 66 17 17 NUM crl-16603 302 67 , , PUNCT crl-16603 302 68 2015 2015 NUM crl-16603 302 69 ) ) PUNCT crl-16603 302 70 , , PUNCT crl-16603 302 71 available available ADJ crl-16603 302 72 online online ADV crl-16603 302 73 at at ADP crl-16603 302 74 www.fastcoexist.com/3042445/itll-be-alot-harder-to-cut-class-with-this-classroom-facial-recognition-app www.fastcoexist.com/3042445/itll-be-alot-harder-to-cut-class-with-this-classroom-facial-recognition-app PROPN crl-16603 303 1 [ [ X crl-16603 303 2 accessed access VERB crl-16603 303 3 26 26 NUM crl-16603 303 4 february february PROPN crl-16603 303 5 2018 2018 NUM crl-16603 303 6 ] ] PUNCT crl-16603 303 7 . . PUNCT crl-16603 304 1 46 46 NUM crl-16603 304 2 . . PUNCT crl-16603 305 1 rui rui PROPN crl-16603 305 2 wang wang PROPN crl-16603 305 3 , , PUNCT crl-16603 305 4 gabriella gabriella PROPN crl-16603 305 5 harari harari PROPN crl-16603 305 6 , , PUNCT crl-16603 305 7 peilin peilin PROPN crl-16603 305 8 hao hao PROPN crl-16603 305 9 , , PUNCT crl-16603 305 10 xia xia PROPN crl-16603 305 11 zhou zhou PROPN crl-16603 305 12 , , PUNCT crl-16603 305 13 and and CCONJ crl-16603 305 14 andrew andrew PROPN crl-16603 305 15 t. t. PROPN crl-16603 305 16 campbell campbell PROPN crl-16603 305 17 , , PUNCT crl-16603 305 18 “ " PUNCT crl-16603 305 19 smartgpa smartgpa NOUN crl-16603 305 20 : : PUNCT crl-16603 305 21 how how SCONJ crl-16603 305 22 smartphones smartphone NOUN crl-16603 305 23 can can AUX crl-16603 305 24 assess assess VERB crl-16603 305 25 and and CCONJ crl-16603 305 26 predict predict VERB crl-16603 305 27 academic academic ADJ crl-16603 305 28 performance performance NOUN crl-16603 305 29 of of ADP crl-16603 305 30 college college NOUN crl-16603 305 31 students student NOUN crl-16603 305 32 ” " PUNCT crl-16603 305 33 ( ( PUNCT crl-16603 305 34 paper paper NOUN crl-16603 305 35 presented present VERB crl-16603 305 36 at at ADP crl-16603 305 37 the the DET crl-16603 305 38 2015 2015 NUM crl-16603 305 39 acm acm PROPN crl-16603 305 40 international international ADJ crl-16603 305 41 joint joint ADJ crl-16603 305 42 conference conference NOUN crl-16603 305 43 on on ADP crl-16603 305 44 pervasive pervasive ADJ crl-16603 305 45 and and CCONJ crl-16603 305 46 ubiquitous ubiquitous ADJ crl-16603 305 47 computing computing NOUN crl-16603 305 48 , , PUNCT crl-16603 305 49 japan japan PROPN crl-16603 305 50 , , PUNCT crl-16603 305 51 2015 2015 NUM crl-16603 305 52 ) ) PUNCT crl-16603 305 53 . . PUNCT crl-16603 306 1 47 47 NUM crl-16603 306 2 . . PUNCT crl-16603 307 1 rebecca rebecca PROPN crl-16603 307 2 eynon eynon PROPN crl-16603 307 3 , , PUNCT crl-16603 307 4 “ " PUNCT crl-16603 307 5 the the DET crl-16603 307 6 quantified quantified ADJ crl-16603 307 7 self self NOUN crl-16603 307 8 for for ADP crl-16603 307 9 learning learn VERB crl-16603 307 10 : : PUNCT crl-16603 307 11 critical critical ADJ crl-16603 307 12 questions question NOUN crl-16603 307 13 for for ADP crl-16603 307 14 education education NOUN crl-16603 307 15 , , PUNCT crl-16603 307 16 ” " PUNCT crl-16603 307 17 learning learning NOUN crl-16603 307 18 , , PUNCT crl-16603 307 19 media medium NOUN crl-16603 307 20 , , PUNCT crl-16603 307 21 and and CCONJ crl-16603 307 22 technology technology NOUN crl-16603 307 23 40 40 NUM crl-16603 307 24 , , PUNCT crl-16603 307 25 no no INTJ crl-16603 307 26 . . NOUN crl-16603 307 27 4 4 NUM crl-16603 307 28 , , PUNCT crl-16603 307 29 doi:10.1080/17439884.2015.1100797 doi:10.1080/17439884.2015.1100797 PROPN crl-16603 307 30 ; ; PUNCT crl-16603 307 31 erik erik PROPN crl-16603 307 32 duval duval PROPN crl-16603 307 33 , , PUNCT crl-16603 307 34 joris joris PROPN crl-16603 307 35 klerkx klerkx PROPN crl-16603 307 36 , , PUNCT crl-16603 307 37 katrien katrien PROPN crl-16603 307 38 verbert verbert PROPN crl-16603 307 39 , , PUNCT crl-16603 307 40 till till SCONJ crl-16603 307 41 nagel nagel NOUN crl-16603 307 42 , , PUNCT crl-16603 307 43 sten sten NOUN crl-16603 307 44 govaerts govaert NOUN crl-16603 307 45 , , PUNCT crl-16603 307 46 gonzalo gonzalo PROPN crl-16603 307 47 parra parra PROPN crl-16603 307 48 , , PUNCT crl-16603 307 49 jose jose PROPN crl-16603 307 50 luis luis PROPN crl-16603 307 51 santos santo NOUN crl-16603 307 52 , , PUNCT crl-16603 307 53 and and CCONJ crl-16603 307 54 bram bram PROPN crl-16603 307 55 vandeputte vandeputte PROPN crl-16603 307 56 , , PUNCT crl-16603 307 57 “ " PUNCT crl-16603 307 58 learning learn VERB crl-16603 307 59 dashboards dashboard NOUN crl-16603 307 60 and and CCONJ crl-16603 307 61 learnscapes learnscape NOUN crl-16603 307 62 ” " PUNCT crl-16603 307 63 ( ( PUNCT crl-16603 307 64 paper paper NOUN crl-16603 307 65 presented present VERB crl-16603 307 66 at at ADP crl-16603 307 67 chi chi PROPN crl-16603 307 68 2012 2012 NUM crl-16603 307 69 , , PUNCT crl-16603 307 70 usa usa PROPN crl-16603 307 71 ) ) PUNCT crl-16603 307 72 . . PUNCT crl-16603 308 1 48 48 NUM crl-16603 308 2 . . PUNCT crl-16603 308 3 margie margie PROPN crl-16603 308 4 jantti jantti PROPN crl-16603 308 5 and and CCONJ crl-16603 308 6 brian brian PROPN crl-16603 308 7 cox cox PROPN crl-16603 308 8 , , PUNCT crl-16603 308 9 “ " PUNCT crl-16603 308 10 measuring measure VERB crl-16603 308 11 the the DET crl-16603 308 12 value value NOUN crl-16603 308 13 of of ADP crl-16603 308 14 library library NOUN crl-16603 308 15 resources resource NOUN crl-16603 308 16 and and CCONJ crl-16603 308 17 student student NOUN crl-16603 308 18 academic academic ADJ crl-16603 308 19 performance performance NOUN crl-16603 308 20 through through ADP crl-16603 308 21 relational relational ADJ crl-16603 308 22 datasets dataset NOUN crl-16603 308 23 , , PUNCT crl-16603 308 24 ” " PUNCT crl-16603 308 25 evidence evidence NOUN crl-16603 308 26 based base VERB crl-16603 308 27 library library NOUN crl-16603 308 28 and and CCONJ crl-16603 308 29 information information NOUN crl-16603 308 30 practice practice NOUN crl-16603 308 31 8 8 NUM crl-16603 308 32 , , PUNCT crl-16603 308 33 no no NOUN crl-16603 308 34 . . NOUN crl-16603 308 35 2 2 NUM crl-16603 308 36 : : SYM crl-16603 308 37 135 135 NUM crl-16603 308 38 , , PUNCT crl-16603 308 39 doi:10.18438 doi:10.18438 PROPN crl-16603 308 40 / / SYM crl-16603 308 41 b8q89f b8q89f PROPN crl-16603 308 42 . . PROPN crl-16603 308 43 49 49 NUM crl-16603 308 44 . . PUNCT crl-16603 309 1 janice janice PROPN crl-16603 309 2 simmons simmons PROPN crl-16603 309 3 - - PUNCT crl-16603 309 4 welburn welburn PROPN crl-16603 309 5 , , PUNCT crl-16603 309 6 georgie georgie ADJ crl-16603 309 7 donovan donovan PROPN crl-16603 309 8 , , PUNCT crl-16603 309 9 and and CCONJ crl-16603 309 10 laura laura NOUN crl-16603 309 11 bender bender NOUN crl-16603 309 12 , , PUNCT crl-16603 309 13 “ " PUNCT crl-16603 309 14 transforming transform VERB crl-16603 309 15 the the DET crl-16603 309 16 library library NOUN crl-16603 309 17 : : PUNCT crl-16603 309 18 the the DET crl-16603 309 19 case case NOUN crl-16603 309 20 for for SCONJ crl-16603 309 21 libraries library NOUN crl-16603 309 22 to to PART crl-16603 309 23 end end VERB crl-16603 309 24 incremental incremental ADJ crl-16603 309 25 measures measure NOUN crl-16603 309 26 and and CCONJ crl-16603 309 27 solve solve VERB crl-16603 309 28 problems problem NOUN crl-16603 309 29 for for ADP crl-16603 309 30 their their PRON crl-16603 309 31 campuses campus NOUN crl-16603 309 32 now now ADV crl-16603 309 33 , , PUNCT crl-16603 309 34 ” " PUNCT crl-16603 309 35 library library PROPN crl-16603 309 36 administration administration PROPN crl-16603 309 37 & & CCONJ crl-16603 309 38 management management PROPN crl-16603 309 39 22 22 NUM crl-16603 309 40 , , PUNCT crl-16603 309 41 no no INTJ crl-16603 309 42 . . NOUN crl-16603 309 43 3 3 NUM crl-16603 309 44 : : SYM crl-16603 309 45 132 132 NUM crl-16603 309 46 , , PUNCT crl-16603 309 47 available available ADJ crl-16603 309 48 online online ADV crl-16603 309 49 at at ADP crl-16603 309 50 https://journals.tdl https://journals.tdl NUM crl-16603 309 51 . . PUNCT crl-16603 310 1 org org NOUN crl-16603 310 2 / / SYM crl-16603 310 3 llm llm NOUN crl-16603 310 4 / / SYM crl-16603 310 5 index.php index.php VERB crl-16603 310 6 / / SYM crl-16603 310 7 llm llm NOUN crl-16603 310 8 / / SYM crl-16603 310 9 article article NOUN crl-16603 310 10 / / SYM crl-16603 310 11 view/1740/1020 view/1740/1020 NOUN crl-16603 310 12 [ [ X crl-16603 310 13 accessed access VERB crl-16603 310 14 26 26 NUM crl-16603 310 15 february february PROPN crl-16603 310 16 2018 2018 NUM crl-16603 310 17 ] ] PUNCT crl-16603 310 18 ; ; PUNCT crl-16603 310 19 ed ed PROPN crl-16603 310 20 cherry cherry PROPN crl-16603 310 21 , , PUNCT crl-16603 310 22 stephanie stephanie NOUN crl-16603 310 23 havron havron NOUN crl-16603 310 24 rollins rollin NOUN crl-16603 310 25 , , PUNCT crl-16603 310 26 and and CCONJ crl-16603 310 27 toner toner NOUN crl-16603 310 28 evans evan NOUN crl-16603 310 29 , , PUNCT crl-16603 310 30 “ " PUNCT crl-16603 310 31 proving prove VERB crl-16603 310 32 our our PRON crl-16603 310 33 worth worth NOUN crl-16603 310 34 : : PUNCT crl-16603 310 35 the the DET crl-16603 310 36 impact impact NOUN crl-16603 310 37 of of ADP crl-16603 310 38 electronic electronic ADJ crl-16603 310 39 resource resource NOUN crl-16603 310 40 usage usage NOUN crl-16603 310 41 on on ADP crl-16603 310 42 academic academic ADJ crl-16603 310 43 achievement achievement NOUN crl-16603 310 44 , , PUNCT crl-16603 310 45 ” " PUNCT crl-16603 310 46 college college NOUN crl-16603 310 47 & & CCONJ crl-16603 310 48 undergraduate undergraduate PROPN crl-16603 310 49 libraries librarie VERB crl-16603 310 50 20 20 NUM crl-16603 310 51 , , PUNCT crl-16603 310 52 no no NOUN crl-16603 310 53 . . NOUN crl-16603 310 54 3/4 3/4 NUM crl-16603 310 55 , , PUNCT crl-16603 310 56 doi:10.1080/10691316 doi:10.1080/10691316 PROPN crl-16603 310 57 . . PROPN crl-16603 310 58 2013.829378 2013.829378 NUM crl-16603 310 59 ; ; PUNCT crl-16603 310 60 gregory gregory ADJ crl-16603 310 61 a. a. NOUN crl-16603 310 62 crawford crawford NOUN crl-16603 310 63 , , PUNCT crl-16603 310 64 “ " PUNCT crl-16603 310 65 the the DET crl-16603 310 66 academic academic ADJ crl-16603 310 67 library library NOUN crl-16603 310 68 and and CCONJ crl-16603 310 69 student student NOUN crl-16603 310 70 retention retention NOUN crl-16603 310 71 and and CCONJ crl-16603 310 72 graduation graduation NOUN crl-16603 310 73 : : PUNCT crl-16603 310 74 an an DET crl-16603 310 75 exploratory exploratory ADJ crl-16603 310 76 study study NOUN crl-16603 310 77 , , PUNCT crl-16603 310 78 ” " PUNCT crl-16603 310 79 portal portal ADJ crl-16603 310 80 : : PUNCT crl-16603 310 81 libraries library NOUN crl-16603 310 82 and and CCONJ crl-16603 310 83 the the DET crl-16603 310 84 academy academy NOUN crl-16603 310 85 15 15 NUM crl-16603 310 86 , , PUNCT crl-16603 310 87 no no NOUN crl-16603 310 88 . . NOUN crl-16603 310 89 1 1 NUM crl-16603 310 90 , , PUNCT crl-16603 310 91 doi:10.1353 doi:10.1353 PROPN crl-16603 310 92 / / SYM crl-16603 310 93 pla.2015.0003 pla.2015.0003 NOUN crl-16603 310 94 ; ; PUNCT crl-16603 310 95 joseph joseph PROPN crl-16603 310 96 r. r. PROPN crl-16603 310 97 matthews matthews PROPN crl-16603 310 98 , , PUNCT crl-16603 310 99 library library NOUN crl-16603 310 100 assessment assessment NOUN crl-16603 310 101 in in ADP crl-16603 310 102 higher high ADJ crl-16603 310 103 education education NOUN crl-16603 310 104 , , PUNCT crl-16603 310 105 2nd 2nd NOUN crl-16603 310 106 ed ed PROPN crl-16603 310 107 . . PUNCT crl-16603 311 1 ( ( PUNCT crl-16603 311 2 santa santa PROPN crl-16603 311 3 barbara barbara PROPN crl-16603 311 4 , , PUNCT crl-16603 311 5 calif calif PROPN crl-16603 311 6 . . PUNCT crl-16603 311 7 : : PUNCT crl-16603 311 8 libraries librarie VERB crl-16603 311 9 unlimited unlimited ADJ crl-16603 311 10 , , PUNCT crl-16603 311 11 2014 2014 NUM crl-16603 311 12 ) ) PUNCT crl-16603 311 13 ; ; PUNCT crl-16603 311 14 oakleaf oakleaf ADJ crl-16603 311 15 , , PUNCT crl-16603 311 16 “ " PUNCT crl-16603 311 17 the the DET crl-16603 311 18 value value NOUN crl-16603 311 19 of of ADP crl-16603 311 20 academic academic ADJ crl-16603 311 21 libraries library NOUN crl-16603 311 22 ” " PUNCT crl-16603 311 23 ; ; PUNCT crl-16603 311 24 john john PROPN crl-16603 311 25 k. k. PROPN crl-16603 311 26 stemmer stemmer PROPN crl-16603 311 27 and and CCONJ crl-16603 311 28 david david PROPN crl-16603 311 29 m. m. PROPN crl-16603 311 30 mahan mahan PROPN crl-16603 311 31 , , PUNCT crl-16603 311 32 “ " PUNCT crl-16603 311 33 investigating investigate VERB crl-16603 311 34 the the DET crl-16603 311 35 relationship relationship NOUN crl-16603 311 36 of of ADP crl-16603 311 37 library library NOUN crl-16603 311 38 usage usage NOUN crl-16603 311 39 to to ADP crl-16603 311 40 student student NOUN crl-16603 311 41 outcomes outcome NOUN crl-16603 311 42 , , PUNCT crl-16603 311 43 ” " PUNCT crl-16603 311 44 college college PROPN crl-16603 311 45 & & CCONJ crl-16603 311 46 research research PROPN crl-16603 311 47 libraries librarie VERB crl-16603 311 48 77 77 NUM crl-16603 311 49 , , PUNCT crl-16603 311 50 no no NOUN crl-16603 311 51 . . NOUN crl-16603 311 52 3 3 NUM crl-16603 311 53 , , PUNCT crl-16603 311 54 available available ADJ crl-16603 311 55 online online ADV crl-16603 311 56 at at ADP crl-16603 311 57 https://crl.acrl.org/index.php/crl/article/view/16514 https://crl.acrl.org/index.php/crl/article/view/16514 NOUN crl-16603 311 58 [ [ PUNCT crl-16603 311 59 accessed access VERB crl-16603 311 60 26 26 NUM crl-16603 311 61 february february PROPN crl-16603 311 62 2018 2018 NUM crl-16603 311 63 ] ] PUNCT crl-16603 311 64 . . PUNCT crl-16603 312 1 50 50 NUM crl-16603 312 2 . . PUNCT crl-16603 312 3 association association PROPN crl-16603 312 4 of of ADP crl-16603 312 5 college college NOUN crl-16603 312 6 and and CCONJ crl-16603 312 7 research research NOUN crl-16603 312 8 libraries library NOUN crl-16603 312 9 , , PUNCT crl-16603 312 10 “ " PUNCT crl-16603 312 11 standards standard NOUN crl-16603 312 12 for for ADP crl-16603 312 13 libraries library NOUN crl-16603 312 14 in in ADP crl-16603 312 15 higher high ADJ crl-16603 312 16 education education NOUN crl-16603 312 17 ” " PUNCT crl-16603 312 18 ( ( PUNCT crl-16603 312 19 2011 2011 NUM crl-16603 312 20 ) ) PUNCT crl-16603 312 21 , , PUNCT crl-16603 312 22 available available ADJ crl-16603 312 23 online online ADV crl-16603 312 24 at at ADP crl-16603 312 25 www.ala.org/acrl/sites/ala.org.acrl/files/content/standards/slhe www.ala.org/acrl/sites/ala.org.acrl/files/content/standards/slhe PROPN crl-16603 312 26 . . PROPN crl-16603 312 27 pdf pdf PROPN crl-16603 312 28 [ [ PUNCT crl-16603 312 29 accessed access VERB crl-16603 312 30 26 26 NUM crl-16603 312 31 february february PROPN crl-16603 312 32 2018 2018 NUM crl-16603 312 33 ] ] PUNCT crl-16603 312 34 . . PUNCT crl-16603 313 1 51 51 NUM crl-16603 313 2 . . PUNCT crl-16603 314 1 james james PROPN crl-16603 314 2 j. j. PROPN crl-16603 314 3 duderstadt duderstadt PROPN crl-16603 314 4 , , PUNCT crl-16603 314 5 “ " PUNCT crl-16603 314 6 possible possible ADJ crl-16603 314 7 futures future NOUN crl-16603 314 8 for for ADP crl-16603 314 9 the the DET crl-16603 314 10 research research NOUN crl-16603 314 11 library library NOUN crl-16603 314 12 in in ADP crl-16603 314 13 the the DET crl-16603 314 14 21st 21st ADJ crl-16603 314 15 century century NOUN crl-16603 314 16 , , PUNCT crl-16603 314 17 ” " PUNCT crl-16603 314 18 journal journal PROPN crl-16603 314 19 of of ADP crl-16603 314 20 library library PROPN crl-16603 314 21 administration administration PROPN crl-16603 314 22 49 49 NUM crl-16603 314 23 , , PUNCT crl-16603 314 24 no no INTJ crl-16603 314 25 . . NOUN crl-16603 315 1 3 3 NUM crl-16603 315 2 : : SYM crl-16603 315 3 220 220 NUM crl-16603 315 4 , , PUNCT crl-16603 315 5 doi:10.1080/01930820902784770 doi:10.1080/01930820902784770 VERB crl-16603 315 6 . . PUNCT crl-16603 316 1 52 52 NUM crl-16603 316 2 . . PUNCT crl-16603 317 1 kevin kevin PROPN crl-16603 317 2 cullen cullen PROPN crl-16603 317 3 , , PUNCT crl-16603 317 4 “ " PUNCT crl-16603 317 5 delving delve VERB crl-16603 317 6 into into ADP crl-16603 317 7 data datum NOUN crl-16603 317 8 , , PUNCT crl-16603 317 9 ” " PUNCT crl-16603 317 10 library library PROPN crl-16603 317 11 journal journal PROPN crl-16603 317 12 130 130 NUM crl-16603 317 13 , , PUNCT crl-16603 317 14 no no INTJ crl-16603 317 15 . . NOUN crl-16603 317 16 13 13 NUM crl-16603 317 17 , , PUNCT crl-16603 317 18 available available ADJ crl-16603 317 19 online online ADV crl-16603 317 20 at at ADP crl-16603 317 21 http:// http:// PROPN crl-16603 317 22 lj.libraryjournal.com/2005/08/technology/delving-into-data/ lj.libraryjournal.com/2005/08/technology/delving-into-data/ PROPN crl-16603 317 23 [ [ X crl-16603 317 24 accessed access VERB crl-16603 317 25 26 26 NUM crl-16603 317 26 february february PROPN crl-16603 317 27 2018 2018 NUM crl-16603 317 28 ] ] PUNCT crl-16603 317 29 ; ; PUNCT crl-16603 317 30 scott scott PROPN crl-16603 317 31 nicholson nicholson NOUN crl-16603 317 32 , , PUNCT crl-16603 317 33 “ " PUNCT crl-16603 317 34 approaching approach VERB crl-16603 317 35 librarianship librarianship NOUN crl-16603 317 36 from from ADP crl-16603 317 37 the the DET crl-16603 317 38 data datum NOUN crl-16603 317 39 : : PUNCT crl-16603 317 40 using use VERB crl-16603 317 41 bibliomining bibliomine VERB crl-16603 317 42 for for ADP crl-16603 317 43 evidencebased evidencebased ADJ crl-16603 317 44 librarianship librarianship NOUN crl-16603 317 45 , , PUNCT crl-16603 317 46 ” " PUNCT crl-16603 317 47 library library NOUN crl-16603 317 48 hi hi INTJ crl-16603 317 49 tech tech PROPN crl-16603 317 50 24 24 NUM crl-16603 317 51 , , PUNCT crl-16603 317 52 no no NOUN crl-16603 317 53 . . NOUN crl-16603 317 54 3 3 NUM crl-16603 317 55 , , PUNCT crl-16603 317 56 doi:10.1108/07378830610692136 doi:10.1108/07378830610692136 NOUN crl-16603 317 57 ; ; PUNCT crl-16603 317 58 chwei chwei PROPN crl-16603 317 59 - - PUNCT crl-16603 317 60 shyong shyong PROPN crl-16603 317 61 tsai tsai PROPN crl-16603 317 62 and and CCONJ crl-16603 317 63 mu mu PROPN crl-16603 317 64 - - PUNCT crl-16603 317 65 yen yen PROPN crl-16603 317 66 chen chen PROPN crl-16603 317 67 , , PUNCT crl-16603 317 68 “ " PUNCT crl-16603 317 69 using use VERB crl-16603 317 70 adaptive adaptive ADJ crl-16603 317 71 resonance resonance NOUN crl-16603 317 72 theory theory NOUN crl-16603 317 73 and and CCONJ crl-16603 317 74 data data NOUN crl-16603 317 75 - - PUNCT crl-16603 317 76 mining mining NOUN crl-16603 317 77 techniques technique NOUN crl-16603 317 78 for for ADP crl-16603 317 79 materials material NOUN crl-16603 317 80 recommendation recommendation NOUN crl-16603 317 81 based base VERB crl-16603 317 82 on on ADP crl-16603 317 83 the the DET crl-16603 317 84 e e PROPN crl-16603 317 85 - - NOUN crl-16603 317 86 library library PROPN crl-16603 317 87 environment environment NOUN crl-16603 317 88 , , PUNCT crl-16603 317 89 ” " PUNCT crl-16603 317 90 electronic electronic ADJ crl-16603 317 91 library library NOUN crl-16603 317 92 26 26 NUM crl-16603 317 93 , , PUNCT crl-16603 317 94 no no INTJ crl-16603 317 95 . . NOUN crl-16603 317 96 3 3 NUM crl-16603 317 97 , , PUNCT crl-16603 317 98 doi:10.1108/02640470810879455 doi:10.1108/02640470810879455 PROPN crl-16603 317 99 . . PROPN crl-16603 318 1 53 53 NUM crl-16603 318 2 . . X crl-16603 318 3 margie margie PROPN crl-16603 318 4 jantti jantti PROPN crl-16603 318 5 , , PUNCT crl-16603 318 6 “ " PUNCT crl-16603 318 7 libraries library NOUN crl-16603 318 8 and and CCONJ crl-16603 318 9 big big ADJ crl-16603 318 10 data datum NOUN crl-16603 318 11 : : PUNCT crl-16603 318 12 a a DET crl-16603 318 13 new new ADJ crl-16603 318 14 view view NOUN crl-16603 318 15 on on ADP crl-16603 318 16 impact impact NOUN crl-16603 318 17 and and CCONJ crl-16603 318 18 affect affect VERB crl-16603 318 19 , , PUNCT crl-16603 318 20 ” " PUNCT crl-16603 318 21 in in ADP crl-16603 318 22 quality quality NOUN crl-16603 318 23 and and CCONJ crl-16603 318 24 the the DET crl-16603 318 25 academic academic ADJ crl-16603 318 26 library library NOUN crl-16603 318 27 : : PUNCT crl-16603 318 28 reviewing review VERB crl-16603 318 29 , , PUNCT crl-16603 318 30 assessing assess VERB crl-16603 318 31 and and CCONJ crl-16603 318 32 enhancing enhance VERB crl-16603 318 33 service service NOUN crl-16603 318 34 provision provision NOUN crl-16603 318 35 , , PUNCT crl-16603 318 36 ed ed NOUN crl-16603 318 37 . . PUNCT crl-16603 319 1 jeremy jeremy PROPN crl-16603 319 2 atkinson atkinson PROPN crl-16603 319 3 ( ( PUNCT crl-16603 319 4 cambridge cambridge PROPN crl-16603 319 5 : : PUNCT crl-16603 319 6 chandos chando NOUN crl-16603 319 7 publishing publishing NOUN crl-16603 319 8 , , PUNCT crl-16603 319 9 2016 2016 NUM crl-16603 319 10 ) ) PUNCT crl-16603 319 11 ; ; PUNCT crl-16603 319 12 john john PROPN crl-16603 319 13 renaud renaud PROPN crl-16603 319 14 , , PUNCT crl-16603 319 15 scott scott PROPN crl-16603 319 16 britton britton PROPN crl-16603 319 17 , , PUNCT crl-16603 319 18 dingding dingde VERB crl-16603 319 19 wang wang PROPN crl-16603 319 20 , , PUNCT crl-16603 319 21 and and CCONJ crl-16603 319 22 mitsunori mitsunori PROPN crl-16603 319 23 ogihara ogihara PROPN crl-16603 319 24 , , PUNCT crl-16603 319 25 “ " PUNCT crl-16603 319 26 mining mining NOUN crl-16603 319 27 library library NOUN crl-16603 319 28 and and CCONJ crl-16603 319 29 university university NOUN crl-16603 319 30 data datum NOUN crl-16603 319 31 to to PART crl-16603 319 32 understand understand VERB crl-16603 319 33 library library NOUN crl-16603 319 34 use use NOUN crl-16603 319 35 patterns pattern NOUN crl-16603 319 36 , , PUNCT crl-16603 319 37 ” " PUNCT crl-16603 319 38 electronic electronic ADJ crl-16603 319 39 library library NOUN crl-16603 319 40 33 33 NUM crl-16603 319 41 , , PUNCT crl-16603 319 42 no no NOUN crl-16603 319 43 . . NOUN crl-16603 319 44 3 3 NUM crl-16603 319 45 , , PUNCT crl-16603 319 46 doi:10.1108 doi:10.1108 PROPN crl-16603 319 47 / / SYM crl-16603 319 48 el-07 el-07 NOUN crl-16603 319 49 - - PUNCT crl-16603 319 50 2013 2013 NUM crl-16603 319 51 - - SYM crl-16603 319 52 0136 0136 NUM crl-16603 319 53 . . PUNCT crl-16603 320 1 54 54 NUM crl-16603 320 2 . . PUNCT crl-16603 321 1 jantti jantti PROPN crl-16603 321 2 and and CCONJ crl-16603 321 3 cox cox PROPN crl-16603 321 4 , , PUNCT crl-16603 321 5 “ " PUNCT crl-16603 321 6 measuring measure VERB crl-16603 321 7 the the DET crl-16603 321 8 value value NOUN crl-16603 321 9 , , PUNCT crl-16603 321 10 ” " PUNCT crl-16603 321 11 166 166 NUM crl-16603 321 12 . . PUNCT crl-16603 322 1 55 55 NUM crl-16603 322 2 . . 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NOUN crl-16603 323 31 3 3 NUM crl-16603 323 32 , , PUNCT crl-16603 323 33 doi:10.18438 doi:10.18438 PROPN crl-16603 323 34 / / SYM crl-16603 323 35 b8930k b8930k PROPN crl-16603 323 36 ; ; PUNCT crl-16603 323 37 graham graham PROPN crl-16603 323 38 stone stone NOUN crl-16603 323 39 and and CCONJ crl-16603 323 40 bryony bryony NOUN crl-16603 323 41 ramsden ramsden ADJ crl-16603 323 42 , , PUNCT crl-16603 323 43 “ " PUNCT crl-16603 323 44 library library NOUN crl-16603 323 45 impact impact NOUN crl-16603 323 46 data datum NOUN crl-16603 323 47 project project NOUN crl-16603 323 48 : : PUNCT crl-16603 323 49 looking look VERB crl-16603 323 50 for for ADP crl-16603 323 51 the the DET crl-16603 323 52 link link NOUN crl-16603 323 53 between between ADP crl-16603 323 54 library library NOUN crl-16603 323 55 usage usage NOUN crl-16603 323 56 and and CCONJ crl-16603 323 57 student student NOUN crl-16603 323 58 attainment attainment NOUN crl-16603 323 59 , , PUNCT crl-16603 323 60 ” " PUNCT crl-16603 323 61 college college PROPN crl-16603 323 62 & & CCONJ crl-16603 323 63 research research PROPN crl-16603 323 64 libraries library NOUN crl-16603 323 65 74 74 NUM crl-16603 323 66 , , PUNCT crl-16603 323 67 no no NOUN crl-16603 323 68 . . NOUN crl-16603 323 69 6 6 NUM crl-16603 323 70 , , PUNCT crl-16603 323 71 doi:10.5860 doi:10.5860 PROPN crl-16603 323 72 / / SYM crl-16603 323 73 crl12 crl12 NOUN crl-16603 323 74 - - PUNCT crl-16603 323 75 406 406 NUM crl-16603 323 76 . . PUNCT crl-16603 323 77 56 56 NUM crl-16603 323 78 . . 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NOUN crl-16603 324 36 2 2 NUM crl-16603 324 37 , , PUNCT crl-16603 324 38 doi:10.1353 doi:10.1353 PROPN crl-16603 324 39 / / SYM crl-16603 324 40 pla.2013.0017 pla.2013.0017 NUM crl-16603 324 41 ; ; PUNCT crl-16603 324 42 krista krista PROPN crl-16603 324 43 m. m. PROPN crl-16603 324 44 soria soria PROPN crl-16603 324 45 , , PUNCT crl-16603 324 46 jan jan PROPN crl-16603 324 47 fransen fransen PROPN crl-16603 324 48 , , PUNCT crl-16603 324 49 and and CCONJ crl-16603 324 50 shane shane ADJ crl-16603 324 51 nackerud nackerud NOUN crl-16603 324 52 , , PUNCT crl-16603 324 53 “ " PUNCT crl-16603 324 54 library library NOUN crl-16603 324 55 use use NOUN crl-16603 324 56 and and CCONJ crl-16603 324 57 undergraduate undergraduate ADJ crl-16603 324 58 student student NOUN crl-16603 324 59 outcomes outcome NOUN crl-16603 324 60 : : PUNCT crl-16603 324 61 new new ADJ crl-16603 324 62 evidence evidence NOUN crl-16603 324 63 for for ADP crl-16603 324 64 students student NOUN crl-16603 324 65 ’ ’ PART crl-16603 324 66 retention retention NOUN crl-16603 324 67 and and CCONJ crl-16603 324 68 academic academic ADJ crl-16603 324 69 success success NOUN crl-16603 324 70 , , PUNCT crl-16603 324 71 ” " PUNCT crl-16603 324 72 portal portal ADJ crl-16603 324 73 : : PUNCT crl-16603 324 74 libraries library NOUN crl-16603 324 75 and and CCONJ crl-16603 324 76 the the DET crl-16603 324 77 academy academy NOUN crl-16603 324 78 13 13 NUM crl-16603 324 79 , , PUNCT crl-16603 324 80 no no NOUN crl-16603 324 81 . . NOUN crl-16603 324 82 2 2 NUM crl-16603 324 83 , , PUNCT crl-16603 324 84 doi:10.1353 doi:10.1353 PROPN crl-16603 324 85 / / SYM crl-16603 324 86 pla.2013.0010 pla.2013.0010 NUM crl-16603 324 87 . . PUNCT crl-16603 325 1 57 57 NUM crl-16603 325 2 . . PUNCT crl-16603 326 1 nackerud nackerud PROPN crl-16603 326 2 , , PUNCT crl-16603 326 3 fransen fransen PROPN crl-16603 326 4 , , PUNCT crl-16603 326 5 peterson peterson PROPN crl-16603 326 6 , , PUNCT crl-16603 326 7 and and CCONJ crl-16603 326 8 mastel mastel NOUN crl-16603 326 9 , , PUNCT crl-16603 326 10 “ " PUNCT crl-16603 326 11 analyzing analyze VERB crl-16603 326 12 demographics demographic NOUN crl-16603 326 13 , , PUNCT crl-16603 326 14 ” " PUNCT crl-16603 326 15 133 133 NUM crl-16603 326 16 . . PUNCT crl-16603 327 1 58 58 NUM crl-16603 327 2 . . PUNCT crl-16603 327 3 brian brian PROPN crl-16603 327 4 l. l. PROPN crl-16603 327 5 cox cox PROPN crl-16603 327 6 and and CCONJ crl-16603 327 7 margie margie PROPN crl-16603 327 8 jantti jantti PROPN crl-16603 327 9 , , PUNCT crl-16603 327 10 “ " PUNCT crl-16603 327 11 capturing capture VERB crl-16603 327 12 business business NOUN crl-16603 327 13 intelligence intelligence NOUN crl-16603 327 14 required require VERB crl-16603 327 15 for for ADP crl-16603 327 16 targeted target VERB crl-16603 327 17 marketing marketing NOUN crl-16603 327 18 , , PUNCT crl-16603 327 19 demonstration demonstration NOUN crl-16603 327 20 of of ADP crl-16603 327 21 value value NOUN crl-16603 327 22 , , PUNCT crl-16603 327 23 and and CCONJ crl-16603 327 24 driving drive VERB crl-16603 327 25 process process NOUN crl-16603 327 26 improvement improvement NOUN crl-16603 327 27 , , PUNCT crl-16603 327 28 ” " PUNCT crl-16603 327 29 library library PROPN crl-16603 327 30 & & CCONJ crl-16603 327 31 information information PROPN crl-16603 327 32 science science PROPN crl-16603 327 33 research research NOUN crl-16603 327 34 34 34 NUM crl-16603 327 35 , , PUNCT crl-16603 327 36 no no NOUN crl-16603 327 37 . . 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NOUN crl-16603 330 31 3 3 NUM crl-16603 330 32 , , PUNCT crl-16603 330 33 doi:10.1108/ doi:10.1108/ PROPN crl-16603 330 34 lm-09 lm-09 NOUN crl-16603 330 35 - - PUNCT crl-16603 330 36 2014 2014 NUM crl-16603 330 37 - - PUNCT crl-16603 330 38 0103 0103 NUM crl-16603 330 39 ; ; PUNCT crl-16603 330 40 jantti jantti PROPN crl-16603 330 41 , , PUNCT crl-16603 330 42 “ " PUNCT crl-16603 330 43 libraries library NOUN crl-16603 330 44 and and CCONJ crl-16603 330 45 big big ADJ crl-16603 330 46 data datum NOUN crl-16603 330 47 ” " PUNCT crl-16603 330 48 ; ; PUNCT crl-16603 330 49 jantti jantti PROPN crl-16603 330 50 and and CCONJ crl-16603 330 51 cox cox PROPN crl-16603 330 52 , , PUNCT crl-16603 330 53 “ " PUNCT crl-16603 330 54 measuring measure VERB crl-16603 330 55 the the DET crl-16603 330 56 value value NOUN crl-16603 330 57 ” " PUNCT crl-16603 330 58 ; ; PUNCT crl-16603 330 59 alison alison PROPN crl-16603 330 60 pepper pepper PROPN crl-16603 330 61 and and CCONJ crl-16603 330 62 margie margie PROPN crl-16603 330 63 jantti jantti PROPN crl-16603 330 64 , , PUNCT crl-16603 330 65 “ " PUNCT crl-16603 330 66 the the DET crl-16603 330 67 tipping tipping NOUN crl-16603 330 68 point point NOUN crl-16603 330 69 : : PUNCT crl-16603 330 70 how how SCONJ crl-16603 330 71 granular granular ADJ crl-16603 330 72 statistics statistic NOUN crl-16603 330 73 can can AUX crl-16603 330 74 make make VERB crl-16603 330 75 a a DET crl-16603 330 76 big big ADJ crl-16603 330 77 difference difference NOUN crl-16603 330 78 in in ADP crl-16603 330 79 understanding understanding NOUN crl-16603 330 80 and and CCONJ crl-16603 330 81 demonstrating demonstrating NOUN crl-16603 330 82 value value NOUN crl-16603 330 83 ” " PUNCT crl-16603 330 84 ( ( PUNCT crl-16603 330 85 paper paper NOUN crl-16603 330 86 presented present VERB crl-16603 330 87 at at ADP crl-16603 330 88 the the DET crl-16603 330 89 annual annual ADJ crl-16603 330 90 meeting meeting NOUN crl-16603 330 91 of of ADP crl-16603 330 92 the the DET crl-16603 330 93 australian australian ADJ crl-16603 330 94 library library NOUN crl-16603 330 95 and and CCONJ crl-16603 330 96 information information NOUN crl-16603 330 97 association association NOUN crl-16603 330 98 information information PROPN crl-16603 330 99 online online PROPN crl-16603 330 100 , , PUNCT crl-16603 330 101 australia australia PROPN crl-16603 330 102 , , PUNCT crl-16603 330 103 2015 2015 NUM crl-16603 330 104 ) ) PUNCT crl-16603 330 105 . . PUNCT crl-16603 331 1 59 59 NUM crl-16603 331 2 . . PUNCT crl-16603 331 3 alan alan PROPN crl-16603 331 4 rubel rubel PROPN crl-16603 331 5 and and CCONJ crl-16603 331 6 mei mei PROPN crl-16603 331 7 zhang zhang PROPN crl-16603 331 8 , , PUNCT crl-16603 331 9 “ " PUNCT crl-16603 331 10 four four NUM crl-16603 331 11 facets facet NOUN crl-16603 331 12 of of ADP crl-16603 331 13 privacy privacy NOUN crl-16603 331 14 and and CCONJ crl-16603 331 15 intellectual intellectual ADJ crl-16603 331 16 freedom freedom NOUN crl-16603 331 17 in in ADP crl-16603 331 18 licensing license VERB crl-16603 331 19 contracts contract NOUN crl-16603 331 20 for for ADP crl-16603 331 21 electronic electronic ADJ crl-16603 331 22 journals journal NOUN crl-16603 331 23 , , PUNCT crl-16603 331 24 ” " PUNCT crl-16603 331 25 college college PROPN crl-16603 331 26 & & CCONJ crl-16603 331 27 research research PROPN crl-16603 331 28 libraries librarie VERB crl-16603 331 29 76 76 NUM crl-16603 331 30 , , PUNCT crl-16603 331 31 no no NOUN crl-16603 331 32 . . NOUN crl-16603 331 33 4 4 NUM crl-16603 331 34 , , PUNCT crl-16603 331 35 doi:10.5860 doi:10.5860 PROPN crl-16603 331 36 / / SYM crl-16603 331 37 crl.76.4.427 crl.76.4.427 NOUN crl-16603 331 38 . . NOUN crl-16603 332 1 60 60 NUM crl-16603 332 2 . . PUNCT crl-16603 333 1 cox cox PROPN crl-16603 333 2 and and CCONJ crl-16603 333 3 jantti jantti PROPN crl-16603 333 4 , , PUNCT crl-16603 333 5 “ " PUNCT crl-16603 333 6 capturing capture VERB crl-16603 333 7 business business NOUN crl-16603 333 8 intelligence intelligence NOUN crl-16603 333 9 , , PUNCT crl-16603 333 10 ” " PUNCT crl-16603 333 11 310 310 NUM crl-16603 333 12 . . NUM crl-16603 333 13 61 61 NUM crl-16603 333 14 . . PUNCT crl-16603 333 15 jantti jantti PROPN crl-16603 333 16 , , PUNCT crl-16603 333 17 “ " PUNCT crl-16603 333 18 libraries library NOUN crl-16603 333 19 and and CCONJ crl-16603 333 20 big big ADJ crl-16603 333 21 data datum NOUN crl-16603 333 22 . . PUNCT crl-16603 333 23 ” " PUNCT crl-16603 334 1 62 62 NUM crl-16603 334 2 . . PUNCT crl-16603 335 1 ibid ibid PROPN crl-16603 335 2 . . PUNCT crl-16603 335 3 , , PUNCT crl-16603 335 4 272 272 NUM crl-16603 335 5 . . NUM crl-16603 336 1 63 63 NUM crl-16603 336 2 . . PUNCT crl-16603 337 1 alexandra alexandra PROPN crl-16603 337 2 alter alter PROPN crl-16603 337 3 and and CCONJ crl-16603 337 4 karl karl PROPN crl-16603 337 5 russell russell PROPN crl-16603 337 6 , , PUNCT crl-16603 337 7 “ " PUNCT crl-16603 337 8 moneyball moneyball NOUN crl-16603 337 9 for for ADP crl-16603 337 10 book book NOUN crl-16603 337 11 publishers publisher NOUN crl-16603 337 12 : : PUNCT crl-16603 337 13 a a DET crl-16603 337 14 detailed detailed ADJ crl-16603 337 15 look look NOUN crl-16603 337 16 at at ADP crl-16603 337 17 how how SCONJ crl-16603 337 18 we we PRON crl-16603 337 19 read read VERB crl-16603 337 20 , , PUNCT crl-16603 337 21 ” " PUNCT crl-16603 337 22 new new PROPN crl-16603 337 23 york york PROPN crl-16603 337 24 times times PROPN crl-16603 337 25 ( ( PUNCT crl-16603 337 26 mar mar PROPN crl-16603 337 27 . . PROPN crl-16603 337 28 14 14 NUM crl-16603 337 29 , , PUNCT crl-16603 337 30 2016 2016 NUM crl-16603 337 31 ) ) PUNCT crl-16603 337 32 , , PUNCT crl-16603 337 33 available available ADJ crl-16603 337 34 online online ADV crl-16603 337 35 at at ADP crl-16603 337 36 www.nytimes.com/2016/03/15/ www.nytimes.com/2016/03/15/ PROPN crl-16603 337 37 business business NOUN crl-16603 337 38 / / SYM crl-16603 337 39 media media NOUN crl-16603 337 40 / / SYM crl-16603 337 41 moneyball moneyball NOUN crl-16603 337 42 - - PUNCT crl-16603 337 43 for for ADP crl-16603 337 44 - - PUNCT crl-16603 337 45 book book NOUN crl-16603 337 46 - - PUNCT crl-16603 337 47 publishers publisher NOUN crl-16603 337 48 - - PUNCT crl-16603 337 49 for for ADP crl-16603 337 50 - - PUNCT crl-16603 337 51 a a PRON crl-16603 337 52 - - PUNCT crl-16603 337 53 detailed detail VERB crl-16603 337 54 - - PUNCT crl-16603 337 55 look look NOUN crl-16603 337 56 - - PUNCT crl-16603 337 57 at at ADP crl-16603 337 58 - - PUNCT crl-16603 337 59 how how NOUN crl-16603 337 60 - - PUNCT crl-16603 337 61 we we PRON crl-16603 337 62 - - PUNCT crl-16603 337 63 read.html read.html X crl-16603 337 64 [ [ X crl-16603 337 65 accessed access VERB crl-16603 337 66 26 26 NUM crl-16603 337 67 february february PROPN crl-16603 337 68 2018 2018 NUM crl-16603 337 69 ] ] PUNCT crl-16603 337 70 ; ; PUNCT crl-16603 337 71 elizabeth elizabeth PROPN crl-16603 337 72 henslee henslee PROPN crl-16603 337 73 , , PUNCT crl-16603 337 74 “ " PUNCT crl-16603 337 75 down down ADP crl-16603 337 76 the the DET crl-16603 337 77 rabbit rabbit NOUN crl-16603 337 78 hole hole NOUN crl-16603 337 79 : : PUNCT crl-16603 337 80 e e NOUN crl-16603 337 81 - - NOUN crl-16603 337 82 books book NOUN crl-16603 337 83 and and CCONJ crl-16603 337 84 user user NOUN crl-16603 337 85 privacy privacy NOUN crl-16603 337 86 in in ADP crl-16603 337 87 the the DET crl-16603 337 88 21st 21st ADJ crl-16603 337 89 century century NOUN crl-16603 337 90 , , PUNCT crl-16603 337 91 ” " PUNCT crl-16603 337 92 creighton creighton PROPN crl-16603 337 93 law law PROPN crl-16603 337 94 review review NOUN crl-16603 337 95 49 49 NUM crl-16603 337 96 , , PUNCT crl-16603 337 97 no no INTJ crl-16603 337 98 . . NOUN crl-16603 337 99 1 1 NUM crl-16603 337 100 . . NUM crl-16603 337 101 64 64 NUM crl-16603 337 102 . . PUNCT crl-16603 338 1 trina trina PROPN crl-16603 338 2 j. j. PROPN crl-16603 338 3 magi magi PROPN crl-16603 338 4 , , PUNCT crl-16603 338 5 “ " PUNCT crl-16603 338 6 a a DET crl-16603 338 7 content content NOUN crl-16603 338 8 analysis analysis NOUN crl-16603 338 9 of of ADP crl-16603 338 10 library library NOUN crl-16603 338 11 vendor vendor NOUN crl-16603 338 12 privacy privacy NOUN crl-16603 338 13 policies policy NOUN crl-16603 338 14 : : PUNCT crl-16603 338 15 do do AUX crl-16603 338 16 they they PRON crl-16603 338 17 meet meet VERB crl-16603 338 18 our our PRON crl-16603 338 19 standards standard NOUN crl-16603 338 20 ? ? PUNCT crl-16603 338 21 ” " PUNCT crl-16603 338 22 college college NOUN crl-16603 338 23 and and CCONJ crl-16603 338 24 research research NOUN crl-16603 338 25 libraries library NOUN crl-16603 338 26 71 71 NUM crl-16603 338 27 , , PUNCT crl-16603 338 28 no no NOUN crl-16603 338 29 . . NOUN crl-16603 338 30 3 3 NUM crl-16603 338 31 , , PUNCT crl-16603 338 32 doi:10.5860/0710254 doi:10.5860/0710254 NOUN crl-16603 338 33 . . PUNCT crl-16603 339 1 65 65 NUM crl-16603 339 2 . . PUNCT crl-16603 339 3 sam sam PROPN crl-16603 339 4 van van PROPN crl-16603 339 5 horne horne PROPN crl-16603 339 6 , , PUNCT crl-16603 339 7 jae jae NOUN crl-16603 339 8 - - PUNCT crl-16603 339 9 eun eun PROPN crl-16603 339 10 russell russell NOUN crl-16603 339 11 , , PUNCT crl-16603 339 12 and and CCONJ crl-16603 339 13 kathy kathy PROPN crl-16603 339 14 l. l. PROPN crl-16603 339 15 schuh schuh PROPN crl-16603 339 16 , , PUNCT crl-16603 339 17 “ " PUNCT crl-16603 339 18 assessment assessment NOUN crl-16603 339 19 with with ADP crl-16603 339 20 e e NOUN crl-16603 339 21 - - NOUN crl-16603 339 22 textbook textbook NOUN crl-16603 339 23 analytics analytic NOUN crl-16603 339 24 ” " PUNCT crl-16603 339 25 ( ( PUNCT crl-16603 339 26 2015 2015 NUM crl-16603 339 27 ) ) PUNCT crl-16603 339 28 , , PUNCT crl-16603 339 29 available available ADJ crl-16603 339 30 online online ADV crl-16603 339 31 at at ADP crl-16603 339 32 https://library.educause.edu/resources/2015/2/assessmentwith-etextbook-analytics https://library.educause.edu/resources/2015/2/assessmentwith-etextbook-analytics PUNCT crl-16603 340 1 [ [ X crl-16603 340 2 accessed access VERB crl-16603 340 3 26 26 NUM crl-16603 340 4 february february PROPN crl-16603 340 5 2018 2018 NUM crl-16603 340 6 ] ] PUNCT crl-16603 340 7 ; ; PUNCT crl-16603 340 8 marc marc PROPN crl-16603 340 9 parry parry PROPN crl-16603 340 10 , , PUNCT crl-16603 340 11 “ " PUNCT crl-16603 340 12 now now ADV crl-16603 340 13 e e NOUN crl-16603 340 14 - - NOUN crl-16603 340 15 textbooks textbook NOUN crl-16603 340 16 can can AUX crl-16603 340 17 report report VERB crl-16603 340 18 back back ADP crl-16603 340 19 on on ADP crl-16603 340 20 students student NOUN crl-16603 340 21 ’ ’ PART crl-16603 340 22 reading reading NOUN crl-16603 340 23 habits habit NOUN crl-16603 340 24 , , PUNCT crl-16603 340 25 ” " PUNCT crl-16603 340 26 chronicle chronicle NOUN crl-16603 340 27 of of ADP crl-16603 340 28 higher high ADJ crl-16603 340 29 education education NOUN crl-16603 340 30 ( ( PUNCT crl-16603 340 31 nov nov PROPN crl-16603 340 32 . . PROPN crl-16603 340 33 8 8 NUM crl-16603 340 34 , , PUNCT crl-16603 340 35 2012 2012 NUM crl-16603 340 36 ) ) PUNCT crl-16603 340 37 , , PUNCT crl-16603 340 38 available available ADJ crl-16603 340 39 online online ADV crl-16603 340 40 at at ADP crl-16603 340 41 https:// https:// PROPN crl-16603 340 42 www.chronicle.com/blogs/wiredcampus/now-e-textbooks-can-report-back-on-studentsreading-habits/40928 www.chronicle.com/blogs/wiredcampus/now-e-textbooks-can-report-back-on-studentsreading-habits/40928 PROPN crl-16603 340 43 [ [ X crl-16603 340 44 accessed access VERB crl-16603 340 45 26 26 NUM crl-16603 340 46 february february PROPN crl-16603 340 47 2018 2018 NUM crl-16603 340 48 ] ] PUNCT crl-16603 340 49 . . PUNCT crl-16603 341 1 66 66 NUM crl-16603 341 2 . . PUNCT crl-16603 342 1 larry larry PROPN crl-16603 342 2 johnson johnson PROPN crl-16603 342 3 , , PUNCT crl-16603 342 4 samantha samantha VERB crl-16603 342 5 adams adams PROPN crl-16603 342 6 becker becker PROPN crl-16603 342 7 , , PUNCT crl-16603 342 8 s.v s.v PROPN crl-16603 342 9 . . PROPN crl-16603 342 10 estrada estrada PROPN crl-16603 342 11 , , PUNCT crl-16603 342 12 and and CCONJ crl-16603 342 13 a. a. PROPN crl-16603 342 14 freeman freeman PROPN crl-16603 342 15 , , PUNCT crl-16603 342 16 “ " PUNCT crl-16603 342 17 nmc nmc PROPN crl-16603 342 18 horizon horizon NOUN crl-16603 342 19 report report NOUN crl-16603 342 20 : : PUNCT crl-16603 342 21 2015 2015 NUM crl-16603 342 22 library library NOUN crl-16603 342 23 edition edition NOUN crl-16603 342 24 ” " PUNCT crl-16603 342 25 ( ( PUNCT crl-16603 342 26 2015 2015 NUM crl-16603 342 27 ) ) PUNCT crl-16603 342 28 , , PUNCT crl-16603 342 29 available available ADJ crl-16603 342 30 online online ADV crl-16603 342 31 at at ADP crl-16603 342 32 www.nmc.org/publication/nmc-horizonreport-2015-library-edition/ www.nmc.org/publication/nmc-horizonreport-2015-library-edition/ NOUN crl-16603 342 33 [ [ AUX crl-16603 342 34 accessed access VERB crl-16603 342 35 26 26 NUM crl-16603 342 36 february february PROPN crl-16603 342 37 2018 2018 NUM crl-16603 342 38 ] ] PUNCT crl-16603 342 39 . . PUNCT crl-16603 343 1 67 67 NUM crl-16603 343 2 . . PUNCT crl-16603 344 1 “ " PUNCT crl-16603 344 2 measure measure VERB crl-16603 344 3 the the DET crl-16603 344 4 future future NOUN crl-16603 344 5 ” " PUNCT crl-16603 344 6 ( ( PUNCT crl-16603 344 7 n.d n.d PROPN crl-16603 344 8 . . PROPN crl-16603 344 9 ) ) PUNCT crl-16603 344 10 , , PUNCT crl-16603 344 11 available available ADJ crl-16603 344 12 online online ADV crl-16603 344 13 at at ADP crl-16603 344 14 http://measurethefuture.net http://measurethefuture.net PRON crl-16603 344 15 [ [ X crl-16603 344 16 accessed access VERB crl-16603 344 17 26 26 NUM crl-16603 344 18 february february PROPN crl-16603 344 19 2018 2018 NUM crl-16603 344 20 ] ] PUNCT crl-16603 344 21 . . PUNCT crl-16603 345 1 68 68 NUM crl-16603 345 2 . . PUNCT crl-16603 346 1 edith edith PROPN crl-16603 346 2 a. a. PROPN crl-16603 346 3 scarletto scarletto PROPN crl-16603 346 4 , , PUNCT crl-16603 346 5 kenneth kenneth PROPN crl-16603 346 6 j. j. PROPN crl-16603 346 7 burhanna burhanna PROPN crl-16603 346 8 , , PUNCT crl-16603 346 9 and and CCONJ crl-16603 346 10 elizabeth elizabeth PROPN crl-16603 346 11 richardson richardson PROPN crl-16603 346 12 , , PUNCT crl-16603 346 13 “ " PUNCT crl-16603 346 14 wide wide ADV crl-16603 346 15 awake awake ADJ crl-16603 346 16 at at ADP crl-16603 346 17 4 4 NUM crl-16603 346 18 am am NOUN crl-16603 346 19 : : PUNCT crl-16603 346 20 a a DET crl-16603 346 21 study study NOUN crl-16603 346 22 of of ADP crl-16603 346 23 late late ADJ crl-16603 346 24 night night NOUN crl-16603 346 25 user user NOUN crl-16603 346 26 behavior behavior NOUN crl-16603 346 27 , , PUNCT crl-16603 346 28 perceptions perception NOUN crl-16603 346 29 and and CCONJ crl-16603 346 30 performance performance NOUN crl-16603 346 31 at at ADP crl-16603 346 32 an an DET crl-16603 346 33 academic academic ADJ crl-16603 346 34 library library NOUN crl-16603 346 35 , , PUNCT crl-16603 346 36 ” " PUNCT crl-16603 346 37 journal journal PROPN crl-16603 346 38 of of ADP crl-16603 346 39 academic academic ADJ crl-16603 346 40 librarianship librarianship NOUN crl-16603 346 41 39 39 NUM crl-16603 346 42 , , PUNCT crl-16603 346 43 no no NOUN crl-16603 346 44 . . NOUN crl-16603 346 45 5 5 NUM crl-16603 346 46 , , PUNCT crl-16603 346 47 doi:10.1016 doi:10.1016 PROPN crl-16603 346 48 / / SYM crl-16603 346 49 j.acalib.2013.02.006 j.acalib.2013.02.006 PROPN crl-16603 346 50 . . PUNCT crl-16603 347 1 69 69 NUM crl-16603 347 2 . . PUNCT crl-16603 347 3 jennifer jennifer PROPN crl-16603 347 4 link link PROPN crl-16603 347 5 jones jones PROPN crl-16603 347 6 , , PUNCT crl-16603 347 7 “ " PUNCT crl-16603 347 8 using use VERB crl-16603 347 9 library library NOUN crl-16603 347 10 swipe swipe NOUN crl-16603 347 11 - - PUNCT crl-16603 347 12 card card NOUN crl-16603 347 13 data datum NOUN crl-16603 347 14 to to PART crl-16603 347 15 inform inform VERB crl-16603 347 16 decision decision NOUN crl-16603 347 17 making making NOUN crl-16603 347 18 , , PUNCT crl-16603 347 19 ” " PUNCT crl-16603 347 20 university university NOUN crl-16603 347 21 library library NOUN crl-16603 347 22 faculty faculty NOUN crl-16603 347 23 presentations presentation NOUN crl-16603 347 24 ( ( PUNCT crl-16603 347 25 2010 2010 NUM crl-16603 347 26 ) ) PUNCT crl-16603 347 27 , , PUNCT crl-16603 347 28 available available ADJ crl-16603 347 29 online online ADV crl-16603 347 30 at at ADP crl-16603 347 31 http://scholarworks.gsu.edu/ http://scholarworks.gsu.edu/ PROPN crl-16603 347 32 univ_lib_facpres/21 univ_lib_facpres/21 NOUN crl-16603 347 33 [ [ PUNCT crl-16603 347 34 accessed access VERB crl-16603 347 35 26 26 NUM crl-16603 347 36 february february PROPN crl-16603 347 37 2018 2018 NUM crl-16603 347 38 ] ] PUNCT crl-16603 347 39 . . PUNCT crl-16603 348 1 70 70 NUM crl-16603 348 2 . . PUNCT crl-16603 349 1 matt matt PROPN crl-16603 349 2 enis enis PROPN crl-16603 349 3 , , PUNCT crl-16603 349 4 “ " PUNCT crl-16603 349 5 ‘ ' PUNCT crl-16603 349 6 beacon beacon NOUN crl-16603 349 7 ’ ' PUNCT crl-16603 349 8 technology technology NOUN crl-16603 349 9 deployed deploy VERB crl-16603 349 10 by by ADP crl-16603 349 11 two two NUM crl-16603 349 12 library library PROPN crl-16603 349 13 app app NOUN crl-16603 349 14 makers maker NOUN crl-16603 349 15 , , PUNCT crl-16603 349 16 ” " PUNCT crl-16603 349 17 library library PROPN crl-16603 349 18 journal journal PROPN crl-16603 349 19 ( ( PUNCT crl-16603 349 20 nov.18 nov.18 PROPN crl-16603 349 21 , , PUNCT crl-16603 349 22 2014 2014 NUM crl-16603 349 23 ) ) PUNCT crl-16603 349 24 , , PUNCT crl-16603 349 25 http://lj.libraryjournal.com/2014/11/marketing/beacon-technology-deployed-bytwo-library-app-makers http://lj.libraryjournal.com/2014/11/marketing/beacon-technology-deployed-bytwo-library-app-maker NOUN crl-16603 349 26 [ [ X crl-16603 349 27 accessed access VERB crl-16603 349 28 26 26 NUM crl-16603 349 29 february february PROPN crl-16603 349 30 2018 2018 NUM crl-16603 349 31 ] ] PUNCT crl-16603 349 32 ; ; PUNCT crl-16603 349 33 eddie eddie PROPN crl-16603 349 34 huebsch huebsch PROPN crl-16603 349 35 , , PUNCT crl-16603 349 36 “ " PUNCT crl-16603 349 37 navapp navapp VERB crl-16603 349 38 at at ADP crl-16603 349 39 the the DET crl-16603 349 40 university university PROPN crl-16603 349 41 of of ADP crl-16603 349 42 oklahoma oklahoma PROPN crl-16603 349 43 libraries library NOUN crl-16603 349 44 , , PUNCT crl-16603 349 45 ” " PUNCT crl-16603 349 46 educause educause NOUN crl-16603 349 47 review review NOUN crl-16603 349 48 ( ( PUNCT crl-16603 349 49 june june PROPN crl-16603 349 50 27 27 NUM crl-16603 349 51 , , PUNCT crl-16603 349 52 2016 2016 NUM crl-16603 349 53 ) ) PUNCT crl-16603 349 54 , , PUNCT crl-16603 349 55 available available ADJ crl-16603 349 56 online online ADV crl-16603 349 57 at at ADP crl-16603 349 58 http://er.educause http://er.educause NOUN crl-16603 349 59 . . PUNCT crl-16603 350 1 edu edu PROPN crl-16603 350 2 / / SYM crl-16603 350 3 articles/2016/6 articles/2016/6 PROPN crl-16603 350 4 / / SYM crl-16603 350 5 navapp navapp ADJ crl-16603 350 6 - - PUNCT crl-16603 350 7 at at ADP crl-16603 350 8 - - PUNCT crl-16603 350 9 the the DET crl-16603 350 10 - - PUNCT crl-16603 350 11 university university NOUN crl-16603 350 12 - - PUNCT crl-16603 350 13 of of ADP crl-16603 350 14 - - PUNCT crl-16603 350 15 oklahoma oklahoma NOUN crl-16603 350 16 - - PUNCT crl-16603 350 17 libraries library NOUN crl-16603 350 18 [ [ X crl-16603 350 19 accessed access VERB crl-16603 350 20 26 26 NUM crl-16603 350 21 february february PROPN crl-16603 350 22 2018 2018 NUM crl-16603 350 23 ] ] PUNCT crl-16603 350 24 . . PUNCT crl-16603 351 1 71 71 NUM crl-16603 351 2 . . PUNCT crl-16603 352 1 andrew andrew PROPN crl-16603 352 2 walsh walsh PROPN crl-16603 352 3 , , PUNCT crl-16603 352 4 “ " PUNCT crl-16603 352 5 blurring blur VERB crl-16603 352 6 the the DET crl-16603 352 7 boundaries boundary NOUN crl-16603 352 8 between between ADP crl-16603 352 9 our our PRON crl-16603 352 10 physical physical ADJ crl-16603 352 11 and and CCONJ crl-16603 352 12 electronic electronic ADJ crl-16603 352 13 libraries library NOUN crl-16603 352 14 : : PUNCT crl-16603 352 15 location location NOUN crl-16603 352 16 - - PUNCT crl-16603 352 17 aware aware ADJ crl-16603 352 18 technologies technology NOUN crl-16603 352 19 , , PUNCT crl-16603 352 20 qr qr NOUN crl-16603 352 21 codes code NOUN crl-16603 352 22 and and CCONJ crl-16603 352 23 rfid rfid ADJ crl-16603 352 24 tags tag NOUN crl-16603 352 25 , , PUNCT crl-16603 352 26 ” " PUNCT crl-16603 352 27 electronic electronic ADJ crl-16603 352 28 library library NOUN crl-16603 352 29 29 29 NUM crl-16603 352 30 , , PUNCT crl-16603 352 31 no no INTJ crl-16603 352 32 . . NOUN crl-16603 352 33 4 4 NUM crl-16603 352 34 , , PUNCT crl-16603 352 35 doi:10.1108/02640471111156713 doi:10.1108/02640471111156713 PROPN crl-16603 352 36 . . PUNCT crl-16603 353 1 72 72 NUM crl-16603 353 2 . . PUNCT crl-16603 354 1 association association PROPN crl-16603 354 2 of of ADP crl-16603 354 3 research research NOUN crl-16603 354 4 libraries library NOUN crl-16603 354 5 , , PUNCT crl-16603 354 6 “ " PUNCT crl-16603 354 7 expenditure expenditure VERB crl-16603 354 8 trends trend NOUN crl-16603 354 9 in in ADP crl-16603 354 10 arl arl PROPN crl-16603 354 11 libraries library NOUN crl-16603 354 12 , , PUNCT crl-16603 354 13 1986–2012 1986–2012 NUM crl-16603 354 14 ” " PUNCT crl-16603 354 15 ( ( PUNCT crl-16603 354 16 2012 2012 NUM crl-16603 354 17 ) ) PUNCT crl-16603 354 18 , , PUNCT crl-16603 354 19 available available ADJ crl-16603 354 20 online online ADV crl-16603 354 21 at at ADP crl-16603 354 22 www.arl.org/storage/documents/expenditure-trends.pdf www.arl.org/storage/documents/expenditure-trends.pdf NOUN crl-16603 354 23 [ [ PUNCT crl-16603 354 24 accessed access VERB crl-16603 354 25 26 26 NUM crl-16603 354 26 february february PROPN crl-16603 354 27 2018 2018 NUM crl-16603 354 28 ] ] PUNCT crl-16603 354 29 ; ; PUNCT crl-16603 354 30 association association NOUN crl-16603 354 31 of of ADP crl-16603 354 32 research research NOUN crl-16603 354 33 libraries library NOUN crl-16603 354 34 , , PUNCT crl-16603 354 35 “ " PUNCT crl-16603 354 36 library library NOUN crl-16603 354 37 expenditure expenditure NOUN crl-16603 354 38 as as ADP crl-16603 354 39 % % NOUN crl-16603 354 40 of of ADP crl-16603 354 41 total total ADJ crl-16603 354 42 university university NOUN crl-16603 354 43 expenditure expenditure NOUN crl-16603 354 44 ” " PUNCT crl-16603 354 45 ( ( PUNCT crl-16603 354 46 2013 2013 NUM crl-16603 354 47 ) ) PUNCT crl-16603 354 48 , , PUNCT crl-16603 354 49 available available ADJ crl-16603 354 50 online online ADV crl-16603 354 51 at at ADP crl-16603 354 52 www.arl.org/storage/documents/eg_2.pdf www.arl.org/storage/documents/eg_2.pdf PROPN crl-16603 354 53 [ [ X crl-16603 354 54 accessed access VERB crl-16603 354 55 26 26 NUM crl-16603 354 56 february february PROPN crl-16603 354 57 2018 2018 NUM crl-16603 354 58 ] ] PUNCT crl-16603 354 59 . . PUNCT crl-16603 355 1 73 73 NUM crl-16603 355 2 . . PUNCT crl-16603 356 1 paul paul PROPN crl-16603 356 2 prinsloo prinsloo PROPN crl-16603 356 3 and and CCONJ crl-16603 356 4 sharon sharon PROPN crl-16603 356 5 slade slade PROPN crl-16603 356 6 , , PUNCT crl-16603 356 7 “ " PUNCT crl-16603 356 8 student student NOUN crl-16603 356 9 privacy privacy NOUN crl-16603 356 10 self self NOUN crl-16603 356 11 - - PUNCT crl-16603 356 12 management management NOUN crl-16603 356 13 : : PUNCT crl-16603 356 14 implications implication NOUN crl-16603 356 15 for for ADP crl-16603 356 16 learning learn VERB crl-16603 356 17 analytics analytic NOUN crl-16603 356 18 ” " PUNCT crl-16603 356 19 ( ( PUNCT crl-16603 356 20 paper paper NOUN crl-16603 356 21 presented present VERB crl-16603 356 22 at at ADP crl-16603 356 23 the the DET crl-16603 356 24 fifth fifth ADJ crl-16603 356 25 international international ADJ crl-16603 356 26 conference conference NOUN crl-16603 356 27 on on ADP crl-16603 356 28 learning learn VERB crl-16603 356 29 analytics analytic NOUN crl-16603 356 30 and and CCONJ crl-16603 356 31 knowledge knowledge PROPN crl-16603 356 32 , , PUNCT crl-16603 356 33 usa usa PROPN crl-16603 356 34 , , PUNCT crl-16603 356 35 2015 2015 NUM crl-16603 356 36 ) ) PUNCT crl-16603 356 37 . . PUNCT crl-16603 357 1 74 74 NUM crl-16603 357 2 . . PUNCT crl-16603 357 3 roger roger PROPN crl-16603 357 4 clarke clarke PROPN crl-16603 357 5 , , PUNCT crl-16603 357 6 “ " PUNCT crl-16603 357 7 information information NOUN crl-16603 357 8 technology technology NOUN crl-16603 357 9 and and CCONJ crl-16603 357 10 dataveillance dataveillance NOUN crl-16603 357 11 , , PUNCT crl-16603 357 12 ” " PUNCT crl-16603 357 13 communications communication NOUN crl-16603 357 14 of of ADP crl-16603 357 15 the the DET crl-16603 357 16 acm acm NOUN crl-16603 357 17 31 31 NUM crl-16603 357 18 , , PUNCT crl-16603 357 19 no no NOUN crl-16603 357 20 . . NOUN crl-16603 357 21 5 5 NUM crl-16603 357 22 , , PUNCT crl-16603 357 23 doi:10.1145/42411.42413 doi:10.1145/42411.42413 NOUN crl-16603 357 24 . . PUNCT crl-16603 358 1 75 75 NUM crl-16603 358 2 . . PUNCT crl-16603 359 1 ian ian ADJ crl-16603 359 2 kerr kerr PROPN crl-16603 359 3 and and CCONJ crl-16603 359 4 jessica jessica PROPN crl-16603 359 5 earle earle PROPN crl-16603 359 6 , , PUNCT crl-16603 359 7 “ " PUNCT crl-16603 359 8 prediction prediction NOUN crl-16603 359 9 , , PUNCT crl-16603 359 10 preemption preemption NOUN crl-16603 359 11 , , PUNCT crl-16603 359 12 presumption presumption NOUN crl-16603 359 13 : : PUNCT crl-16603 359 14 how how SCONJ crl-16603 359 15 big big ADJ crl-16603 359 16 data datum NOUN crl-16603 359 17 threatens threaten VERB crl-16603 359 18 big big ADJ crl-16603 359 19 picture picture NOUN crl-16603 359 20 privacy privacy NOUN crl-16603 359 21 , , PUNCT crl-16603 359 22 ” " PUNCT crl-16603 359 23 stanford stanford PROPN crl-16603 359 24 law law PROPN crl-16603 359 25 review review NOUN crl-16603 359 26 online online ADV crl-16603 359 27 66 66 NUM crl-16603 359 28 ( ( PUNCT crl-16603 359 29 2013 2013 NUM crl-16603 359 30 ) ) PUNCT crl-16603 359 31 , , PUNCT crl-16603 359 32 available available ADJ crl-16603 359 33 online online ADV crl-16603 359 34 at at ADP crl-16603 359 35 https://review.law https://review.law PRON crl-16603 359 36 . . PUNCT crl-16603 360 1 stanford.edu/wp-content/uploads/sites/3/2016/08/66_stanlrevonline_65_kerrearle.pdf stanford.edu/wp-content/uploads/sites/3/2016/08/66_stanlrevonline_65_kerrearle.pdf PROPN crl-16603 360 2 [ [ PUNCT crl-16603 360 3 accessed access VERB crl-16603 360 4 26 26 NUM crl-16603 360 5 february february PROPN crl-16603 360 6 2018 2018 NUM crl-16603 360 7 ] ] PUNCT crl-16603 360 8 ; ; PUNCT crl-16603 360 9 rubel rubel PROPN crl-16603 360 10 and and CCONJ crl-16603 360 11 jones jones PROPN crl-16603 360 12 , , PUNCT crl-16603 360 13 “ " PUNCT crl-16603 360 14 student student NOUN crl-16603 360 15 privacy privacy NOUN crl-16603 360 16 in in ADP crl-16603 360 17 learning learn VERB crl-16603 360 18 analytics analytic NOUN crl-16603 360 19 ” " PUNCT crl-16603 360 20 ; ; PUNCT crl-16603 360 21 daniel daniel PROPN crl-16603 360 22 j. j. PROPN crl-16603 360 23 solove solove PROPN crl-16603 360 24 , , PUNCT crl-16603 360 25 the the DET crl-16603 360 26 digital digital ADJ crl-16603 360 27 person person NOUN crl-16603 360 28 : : PUNCT crl-16603 360 29 technology technology NOUN crl-16603 360 30 and and CCONJ crl-16603 360 31 privacy privacy NOUN crl-16603 360 32 in in ADP crl-16603 360 33 the the DET crl-16603 360 34 information information NOUN crl-16603 360 35 age age NOUN crl-16603 360 36 ( ( PUNCT crl-16603 360 37 new new PROPN crl-16603 360 38 york york PROPN crl-16603 360 39 , , PUNCT crl-16603 360 40 n.y n.y PROPN crl-16603 360 41 . . PROPN crl-16603 360 42 : : PUNCT crl-16603 360 43 new new PROPN crl-16603 360 44 york york PROPN crl-16603 360 45 university university PROPN crl-16603 360 46 press press NOUN crl-16603 360 47 , , PUNCT crl-16603 360 48 2004 2004 NUM crl-16603 360 49 ) ) PUNCT crl-16603 360 50 . . PUNCT crl-16603 361 1 76 76 NUM crl-16603 361 2 . . PUNCT crl-16603 362 1 rob rob PROPN crl-16603 362 2 kitchin kitchin PROPN crl-16603 362 3 , , PUNCT crl-16603 362 4 “ " PUNCT crl-16603 362 5 big big ADJ crl-16603 362 6 data datum NOUN crl-16603 362 7 , , PUNCT crl-16603 362 8 new new ADJ crl-16603 362 9 epistemologies epistemology NOUN crl-16603 362 10 and and CCONJ crl-16603 362 11 paradigm paradigm NOUN crl-16603 362 12 shifts shift NOUN crl-16603 362 13 , , PUNCT crl-16603 362 14 ” " PUNCT crl-16603 362 15 big big ADJ crl-16603 362 16 data datum NOUN crl-16603 362 17 & & CCONJ crl-16603 362 18 society society NOUN crl-16603 362 19 1 1 NUM crl-16603 362 20 , , PUNCT crl-16603 362 21 no no NOUN crl-16603 362 22 . . NOUN crl-16603 362 23 1 1 NUM crl-16603 362 24 , , PUNCT crl-16603 362 25 doi:10.1177/2053951714528481 doi:10.1177/2053951714528481 PROPN crl-16603 362 26 ; ; PUNCT crl-16603 362 27 nassim nassim PROPN crl-16603 362 28 n. n. PROPN crl-16603 362 29 taleb taleb PROPN crl-16603 362 30 , , PUNCT crl-16603 362 31 antifragile antifragile NOUN crl-16603 362 32 : : PUNCT crl-16603 362 33 things thing NOUN crl-16603 362 34 that that PRON crl-16603 362 35 gain gain VERB crl-16603 362 36 from from ADP crl-16603 362 37 disorder disorder NOUN crl-16603 362 38 ( ( PUNCT crl-16603 362 39 new new PROPN crl-16603 362 40 york york PROPN crl-16603 362 41 , , PUNCT crl-16603 362 42 n.y n.y PROPN crl-16603 362 43 . . PROPN crl-16603 362 44 : : PUNCT crl-16603 362 45 random random ADJ crl-16603 362 46 house house NOUN crl-16603 362 47 , , PUNCT crl-16603 362 48 2012 2012 NUM crl-16603 362 49 ) ) PUNCT crl-16603 362 50 . . PUNCT crl-16603 363 1 77 77 X crl-16603 363 2 . . PUNCT crl-16603 363 3 jennifer jennifer PROPN crl-16603 363 4 heath heath PROPN crl-16603 363 5 , , PUNCT crl-16603 363 6 “ " PUNCT crl-16603 363 7 contemporary contemporary ADJ crl-16603 363 8 privacy privacy NOUN crl-16603 363 9 theory theory NOUN crl-16603 363 10 contributions contribution NOUN crl-16603 363 11 to to ADP crl-16603 363 12 learning learn VERB crl-16603 363 13 analytics analytic NOUN crl-16603 363 14 , , PUNCT crl-16603 363 15 ” " PUNCT crl-16603 363 16 journal journal NOUN crl-16603 363 17 of of ADP crl-16603 363 18 learning learn VERB crl-16603 363 19 analytics analytic NOUN crl-16603 363 20 1 1 NUM crl-16603 363 21 , , PUNCT crl-16603 363 22 no no NOUN crl-16603 363 23 . . NOUN crl-16603 363 24 1 1 NUM crl-16603 363 25 ; ; PUNCT crl-16603 363 26 mark mark PROPN crl-16603 363 27 maccarthy maccarthy PROPN crl-16603 363 28 , , PUNCT crl-16603 363 29 “ " PUNCT crl-16603 363 30 student student NOUN crl-16603 363 31 privacy privacy NOUN crl-16603 363 32 : : PUNCT crl-16603 363 33 harm harm NOUN crl-16603 363 34 and and CCONJ crl-16603 363 35 context context NOUN crl-16603 363 36 , , PUNCT crl-16603 363 37 ” " PUNCT crl-16603 363 38 https://doi.org/10.1108/lm-09-2014-0103 https://doi.org/10.1108/lm-09-2014-0103 NOUN crl-16603 363 39 https://doi.org/10.1108/lm-09-2014-0103 https://doi.org/10.1108/lm-09-2014-0103 NOUN crl-16603 363 40 https://doi.org/10.5860/crl.76.4.427 https://doi.org/10.5860/crl.76.4.427 NOUN crl-16603 363 41 http://www.nytimes.com/2016/03/15/business/media/moneyball-for-book-publishers-for-a-detailed-look-at-how-we-read.html http://www.nytimes.com/2016/03/15/business/media/moneyball-for-book-publishers-for-a-detailed-look-at-how-we-read.html PROPN crl-16603 364 1 http://www.nytimes.com/2016/03/15/business/media/moneyball-for-book-publishers-for-a-detailed-look-at-how-we-read.html http://www.nytimes.com/2016/03/15/business/media/moneyball-for-book-publishers-for-a-detailed-look-at-how-we-read.html PROPN crl-16603 364 2 https://doi.org/10.5860/0710254 https://doi.org/10.5860/0710254 PROPN crl-16603 364 3 https://library.educause.edu/resources/2015/2/assessment-with-etextbook-analytics https://library.educause.edu/resources/2015/2/assessment-with-etextbook-analytics PROPN crl-16603 364 4 https://library.educause.edu/resources/2015/2/assessment-with-etextbook-analytics https://library.educause.edu/resources/2015/2/assessment-with-etextbook-analytics PROPN crl-16603 364 5 http://www.chronicle.com/blogs/wiredcampus/now-e-textbooks-can-report-back-on-students-reading-habits/40928 http://www.chronicle.com/blogs/wiredcampus/now-e-textbooks-can-report-back-on-students-reading-habits/40928 NOUN crl-16603 364 6 http://www.chronicle.com/blogs/wiredcampus/now-e-textbooks-can-report-back-on-students-reading-habits/40928 http://www.chronicle.com/blogs/wiredcampus/now-e-textbooks-can-report-back-on-students-reading-habits/40928 PROPN crl-16603 364 7 http://www.nmc.org/publication/nmc-horizon-report-2015-library-edition/ http://www.nmc.org/publication/nmc-horizon-report-2015-library-edition/ VERB crl-16603 365 1 http://www.nmc.org/publication/nmc-horizon-report-2015-library-edition/ http://www.nmc.org/publication/nmc-horizon-report-2015-library-edition/ X crl-16603 365 2 http://measurethefuture.net http://measurethefuture.net PRON crl-16603 365 3 https://doi.org/10.1016/j.acalib.2013.02.006 https://doi.org/10.1016/j.acalib.2013.02.006 NOUN crl-16603 365 4 https://scholarworks.gsu.edu/univ_lib_facpres/21/ https://scholarworks.gsu.edu/univ_lib_facpres/21/ NOUN crl-16603 365 5 https://scholarworks.gsu.edu/univ_lib_facpres/21/ https://scholarworks.gsu.edu/univ_lib_facpres/21/ NOUN crl-16603 366 1 http://lj.libraryjournal.com/2014/11/marketing/beacon-technology-deployed-by-two-library-app-makers http://lj.libraryjournal.com/2014/11/marketing/beacon-technology-deployed-by-two-library-app-maker NOUN crl-16603 366 2 http://lj.libraryjournal.com/2014/11/marketing/beacon-technology-deployed-by-two-library-app-makers http://lj.libraryjournal.com/2014/11/marketing/beacon-technology-deployed-by-two-library-app-maker NOUN crl-16603 366 3 http://er.educause.edu/articles/2016/6/navapp-at-the-university-of-oklahoma-libraries http://er.educause.edu/articles/2016/6/navapp-at-the-university-of-oklahoma-librarie VERB crl-16603 366 4 http://er.educause.edu/articles/2016/6/navapp-at-the-university-of-oklahoma-libraries http://er.educause.edu/articles/2016/6/navapp-at-the-university-of-oklahoma-librarie NOUN crl-16603 366 5 https://doi.org/10.1108/02640471111156713 https://doi.org/10.1108/02640471111156713 PROPN crl-16603 367 1 http://www.arl.org/storage/documents/expenditure-trends.pdf http://www.arl.org/storage/documents/expenditure-trends.pdf NOUN crl-16603 367 2 http://www.arl.org/storage/documents/eg_2.pdf http://www.arl.org/storage/documents/eg_2.pdf PROPN crl-16603 367 3 https://doi.org/10.1145/42411.42413 https://doi.org/10.1145/42411.42413 NOUN crl-16603 367 4 https://review.law.stanford.edu/wp-content/uploads/sites/3/2016/08/66_stanlrevonline_65_kerrearle.pdf https://review.law.stanford.edu/wp-content/uploads/sites/3/2016/08/66_stanlrevonline_65_kerrearle.pdf NOUN crl-16603 367 5 https://review.law.stanford.edu/wp-content/uploads/sites/3/2016/08/66_stanlrevonline_65_kerrearle.pdf https://review.law.stanford.edu/wp-content/uploads/sites/3/2016/08/66_stanlrevonline_65_kerrearle.pdf PROPN crl-16603 367 6 https://doi.org/10.1177/2053951714528481 https://doi.org/10.1177/2053951714528481 PROPN crl-16603 367 7 322 322 PROPN crl-16603 367 8 college college PROPN crl-16603 367 9 & & CCONJ crl-16603 367 10 research research PROPN crl-16603 367 11 libraries library NOUN crl-16603 367 12 april april PROPN crl-16603 367 13 2018 2018 NUM crl-16603 367 14 international international ADJ crl-16603 367 15 review review NOUN crl-16603 367 16 of of ADP crl-16603 367 17 information information NOUN crl-16603 367 18 ethics ethic NOUN crl-16603 367 19 21 21 NUM crl-16603 367 20 ( ( PUNCT crl-16603 367 21 2014 2014 NUM crl-16603 367 22 ) ) PUNCT crl-16603 367 23 , , PUNCT crl-16603 367 24 available available ADJ crl-16603 367 25 online online ADV crl-16603 367 26 at at ADP crl-16603 367 27 www.i-r-i-e.net/inhalt/021/ www.i-r-i-e.net/inhalt/021/ NOUN crl-16603 367 28 irie-021-maccarthy.pdf irie-021-maccarthy.pdf NOUN crl-16603 367 29 [ [ X crl-16603 367 30 accessed access VERB crl-16603 367 31 26 26 NUM crl-16603 367 32 february february NOUN crl-16603 367 33 2018 2018 NUM crl-16603 367 34 ] ] PUNCT crl-16603 367 35 ; ; PUNCT crl-16603 367 36 abelardo abelardo NOUN crl-16603 367 37 pardo pardo PROPN crl-16603 367 38 and and CCONJ crl-16603 367 39 george george PROPN crl-16603 367 40 siemens siemens PROPN crl-16603 367 41 , , PUNCT crl-16603 367 42 “ " PUNCT crl-16603 367 43 ethical ethical ADJ crl-16603 367 44 and and CCONJ crl-16603 367 45 privacy privacy NOUN crl-16603 367 46 principles principle NOUN crl-16603 367 47 for for ADP crl-16603 367 48 learning learn VERB crl-16603 367 49 analytics analytic NOUN crl-16603 367 50 , , PUNCT crl-16603 367 51 ” " PUNCT crl-16603 367 52 british british ADJ crl-16603 367 53 journal journal PROPN crl-16603 367 54 of of ADP crl-16603 367 55 educational educational ADJ crl-16603 367 56 technology technology NOUN crl-16603 367 57 45 45 NUM crl-16603 367 58 , , PUNCT crl-16603 367 59 no no INTJ crl-16603 367 60 . . NOUN crl-16603 367 61 3 3 NUM crl-16603 367 62 , , PUNCT crl-16603 367 63 doi:10.1111 doi:10.1111 PROPN crl-16603 367 64 / / SYM crl-16603 367 65 bjet.12152 bjet.12152 PROPN crl-16603 367 66 ; ; PUNCT crl-16603 367 67 rubel rubel PROPN crl-16603 367 68 and and CCONJ crl-16603 367 69 jones jones PROPN crl-16603 367 70 , , PUNCT crl-16603 367 71 “ " PUNCT crl-16603 367 72 student student NOUN crl-16603 367 73 privacy privacy NOUN crl-16603 367 74 in in ADP crl-16603 367 75 learning learn VERB crl-16603 367 76 analytics analytic NOUN crl-16603 367 77 . . PUNCT crl-16603 367 78 ” " PUNCT crl-16603 368 1 78 78 NUM crl-16603 368 2 . . PUNCT crl-16603 368 3 library library NOUN crl-16603 368 4 analytics analytic NOUN crl-16603 368 5 and and CCONJ crl-16603 368 6 metrics metric NOUN crl-16603 368 7 : : PUNCT crl-16603 368 8 using use VERB crl-16603 368 9 data datum NOUN crl-16603 368 10 to to PART crl-16603 368 11 drive drive VERB crl-16603 368 12 decisions decision NOUN crl-16603 368 13 and and CCONJ crl-16603 368 14 services service NOUN crl-16603 368 15 , , PUNCT crl-16603 368 16 ed ed NOUN crl-16603 368 17 . . PROPN crl-16603 369 1 ben ben PROPN crl-16603 369 2 showers showers PROPN crl-16603 369 3 ( ( PUNCT crl-16603 369 4 london london PROPN crl-16603 369 5 , , PUNCT crl-16603 369 6 u.k u.k PROPN crl-16603 369 7 . . PROPN crl-16603 369 8 : : PUNCT crl-16603 369 9 facet facet PROPN crl-16603 369 10 publishing publishing PROPN crl-16603 369 11 , , PUNCT crl-16603 369 12 2015 2015 NUM crl-16603 369 13 ) ) PUNCT crl-16603 369 14 . . PUNCT crl-16603 370 1 79 79 NUM crl-16603 370 2 . . 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PROPN crl-16603 371 22 14 14 NUM crl-16603 371 23 , , PUNCT crl-16603 371 24 2013 2013 NUM crl-16603 371 25 ) ) PUNCT crl-16603 371 26 , , PUNCT crl-16603 371 27 available available ADJ crl-16603 371 28 online online ADV crl-16603 371 29 at at ADP crl-16603 371 30 https://go-to-hellman.blogspot.com/2014/08/libraries-are-giving-awayuser-privacy.html https://go-to-hellman.blogspot.com/2014/08/libraries-are-giving-awayuser-privacy.html PROPN crl-16603 371 31 [ [ X crl-16603 371 32 accessed access VERB crl-16603 371 33 26 26 NUM crl-16603 371 34 february february PROPN crl-16603 371 35 2018 2018 NUM crl-16603 371 36 ] ] PUNCT crl-16603 371 37 . . PUNCT crl-16603 372 1 80 80 NUM crl-16603 372 2 . . PUNCT crl-16603 373 1 showers shower NOUN crl-16603 373 2 , , PUNCT crl-16603 373 3 library library NOUN crl-16603 373 4 analytics analytic NOUN crl-16603 373 5 and and CCONJ crl-16603 373 6 metrics metric NOUN crl-16603 373 7 , , PUNCT crl-16603 373 8 154 154 NUM crl-16603 373 9 . . PUNCT crl-16603 374 1 81 81 NUM crl-16603 374 2 . . 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PUNCT crl-16603 381 1 american american PROPN crl-16603 381 2 library library PROPN crl-16603 381 3 association association PROPN crl-16603 381 4 , , PUNCT crl-16603 381 5 “ " PUNCT crl-16603 381 6 code code NOUN crl-16603 381 7 of of ADP crl-16603 381 8 ethics ethic NOUN crl-16603 381 9 of of ADP crl-16603 381 10 the the DET crl-16603 381 11 american american PROPN crl-16603 381 12 library library PROPN crl-16603 381 13 association association PROPN crl-16603 381 14 , , PUNCT crl-16603 381 15 ” " PUNCT crl-16603 381 16 ( ( PUNCT crl-16603 381 17 2008 2008 NUM crl-16603 381 18 ): ): PUNCT crl-16603 381 19 1 1 NUM crl-16603 381 20 , , PUNCT crl-16603 381 21 available available ADJ crl-16603 381 22 online online ADV crl-16603 381 23 at at ADP crl-16603 381 24 www.ala.org/advocacy/sites/ala.org.advocacy/files/content/proethics/codeofethics/code%20of%20ethics%20of%20the%20american%20library%20association www.ala.org/advocacy/sites/ala.org.advocacy/files/content/proethics/codeofethics/code%20of%20ethics%20of%20the%20american%20library%20association PROPN crl-16603 381 25 . . PUNCT crl-16603 382 1 pdf pdf PROPN crl-16603 382 2 [ [ PUNCT crl-16603 382 3 accessed access VERB crl-16603 382 4 26 26 NUM crl-16603 382 5 february february PROPN crl-16603 382 6 2018 2018 NUM crl-16603 382 7 ] ] PUNCT crl-16603 382 8 . . PUNCT crl-16603 383 1 86 86 NUM crl-16603 383 2 . . PUNCT crl-16603 384 1 kay kay PROPN crl-16603 384 2 mathiesen mathiesen PROPN crl-16603 384 3 and and CCONJ crl-16603 384 4 don don PROPN crl-16603 384 5 fallis fallis PROPN crl-16603 384 6 , , PUNCT crl-16603 384 7 “ " PUNCT crl-16603 384 8 information information NOUN crl-16603 384 9 ethics ethic NOUN crl-16603 384 10 and and CCONJ crl-16603 384 11 the the DET crl-16603 384 12 library library NOUN crl-16603 384 13 profession profession NOUN crl-16603 384 14 , , PUNCT crl-16603 384 15 ” " PUNCT crl-16603 384 16 in in ADP crl-16603 384 17 handbook handbook NOUN crl-16603 384 18 of of ADP crl-16603 384 19 information information NOUN crl-16603 384 20 and and CCONJ crl-16603 384 21 computer computer NOUN crl-16603 384 22 ethics ethic NOUN crl-16603 384 23 , , PUNCT crl-16603 384 24 eds ed NOUN crl-16603 384 25 . . PUNCT crl-16603 385 1 kenneth kenneth PROPN crl-16603 385 2 e. e. PROPN crl-16603 385 3 himma himma PROPN crl-16603 385 4 and and CCONJ crl-16603 385 5 herman herman PROPN crl-16603 385 6 t. t. PROPN crl-16603 385 7 tavani tavani PROPN crl-16603 385 8 ( ( PUNCT crl-16603 385 9 new new PROPN crl-16603 385 10 york york PROPN crl-16603 385 11 , , PUNCT crl-16603 385 12 n.y n.y PROPN crl-16603 385 13 . . PROPN crl-16603 385 14 : : PUNCT crl-16603 385 15 john john PROPN crl-16603 385 16 wiley wiley PROPN crl-16603 385 17 and and CCONJ crl-16603 385 18 sons son NOUN crl-16603 385 19 , , PUNCT crl-16603 385 20 2008 2008 NUM crl-16603 385 21 ) ) PUNCT crl-16603 385 22 ; ; PUNCT crl-16603 385 23 paul paul PROPN crl-16603 385 24 sturges sturge VERB crl-16603 385 25 , , PUNCT crl-16603 385 26 “ " PUNCT crl-16603 385 27 information information NOUN crl-16603 385 28 ethics ethic NOUN crl-16603 385 29 in in ADP crl-16603 385 30 the the DET crl-16603 385 31 twenty twenty NUM crl-16603 385 32 - - PUNCT crl-16603 385 33 first first ADJ crl-16603 385 34 century century NOUN crl-16603 385 35 , , PUNCT crl-16603 385 36 ” " PUNCT crl-16603 385 37 australian australian ADJ crl-16603 385 38 academic academic PROPN crl-16603 385 39 & & CCONJ crl-16603 385 40 research research PROPN crl-16603 385 41 libraries library NOUN crl-16603 385 42 40 40 NUM crl-16603 385 43 , , PUNCT crl-16603 385 44 no no INTJ crl-16603 385 45 . . NOUN crl-16603 385 46 4 4 NUM crl-16603 385 47 , , PUNCT crl-16603 385 48 available available ADJ crl-16603 385 49 online online ADV crl-16603 385 50 at at ADP crl-16603 385 51 www.ifla.org/files/assets/ www.ifla.org/files/assets/ NOUN crl-16603 385 52 faife faife NOUN crl-16603 385 53 / / SYM crl-16603 385 54 publications publication NOUN crl-16603 385 55 / / SYM crl-16603 385 56 sturges sturge NOUN crl-16603 385 57 / / SYM crl-16603 385 58 information information NOUN crl-16603 385 59 - - PUNCT crl-16603 385 60 ethics.pdf ethics.pdf NOUN crl-16603 386 1 [ [ PUNCT crl-16603 386 2 accessed access VERB crl-16603 386 3 26 26 NUM crl-16603 386 4 february february PROPN crl-16603 386 5 2018 2018 NUM crl-16603 386 6 ] ] PUNCT crl-16603 386 7 . . PUNCT crl-16603 387 1 87 87 NUM crl-16603 387 2 . . PUNCT crl-16603 388 1 american american PROPN crl-16603 388 2 library library PROPN crl-16603 388 3 association association PROPN crl-16603 388 4 , , PUNCT crl-16603 388 5 “ " PUNCT crl-16603 388 6 intellectual intellectual ADJ crl-16603 388 7 freedom freedom NOUN crl-16603 388 8 and and CCONJ crl-16603 388 9 censorship censorship NOUN crl-16603 388 10 q q PROPN crl-16603 388 11 & & CCONJ crl-16603 388 12 a a PRON crl-16603 388 13 ” " PUNCT crl-16603 388 14 ( ( PUNCT crl-16603 388 15 2016 2016 NUM crl-16603 388 16 ): ): PUNCT crl-16603 388 17 para para PROPN crl-16603 388 18 . . PUNCT crl-16603 389 1 1 1 NUM crl-16603 389 2 , , PUNCT crl-16603 389 3 available available ADJ crl-16603 389 4 online online ADV crl-16603 389 5 at at ADP crl-16603 389 6 http://www.ala.org/advocacy/intfreedom/censorship/faq http://www.ala.org/advocacy/intfreedom/censorship/faq NOUN crl-16603 389 7 [ [ X crl-16603 389 8 accessed access VERB crl-16603 389 9 26 26 NUM crl-16603 389 10 february february PROPN crl-16603 389 11 2018 2018 NUM crl-16603 389 12 ] ] PUNCT crl-16603 389 13 . . PUNCT crl-16603 390 1 88 88 NUM crl-16603 390 2 . . PUNCT crl-16603 390 3 eliza eliza PROPN crl-16603 390 4 t. t. PROPN crl-16603 390 5 dresang dresang PROPN crl-16603 390 6 , , PUNCT crl-16603 390 7 “ " PUNCT crl-16603 390 8 intellectual intellectual ADJ crl-16603 390 9 freedom freedom NOUN crl-16603 390 10 and and CCONJ crl-16603 390 11 libraries library NOUN crl-16603 390 12 : : PUNCT crl-16603 390 13 complexity complexity NOUN crl-16603 390 14 and and CCONJ crl-16603 390 15 change change NOUN crl-16603 390 16 in in ADP crl-16603 390 17 the the DET crl-16603 390 18 twenty twenty NUM crl-16603 390 19 - - PUNCT crl-16603 390 20 first first ADJ crl-16603 390 21 century century NOUN crl-16603 390 22 digital digital PROPN crl-16603 390 23 environment environment NOUN crl-16603 390 24 , , PUNCT crl-16603 390 25 ” " PUNCT crl-16603 390 26 library library NOUN crl-16603 390 27 quarterly quarterly PROPN crl-16603 390 28 76 76 NUM crl-16603 390 29 , , PUNCT crl-16603 390 30 no no NOUN crl-16603 390 31 . . NOUN crl-16603 390 32 2 2 NUM crl-16603 390 33 , , PUNCT crl-16603 390 34 doi:10.1086/506576 doi:10.1086/506576 NOUN crl-16603 390 35 . . PUNCT crl-16603 391 1 89 89 NUM crl-16603 391 2 . . PUNCT crl-16603 392 1 doug doug PROPN crl-16603 392 2 johnson johnson PROPN crl-16603 392 3 , , PUNCT crl-16603 392 4 “ " PUNCT crl-16603 392 5 the the DET crl-16603 392 6 neglected neglect VERB crl-16603 392 7 side side NOUN crl-16603 392 8 of of ADP crl-16603 392 9 intellectual intellectual ADJ crl-16603 392 10 freedom freedom NOUN crl-16603 392 11 , , PUNCT crl-16603 392 12 ” " PUNCT crl-16603 392 13 knowledge knowledge NOUN crl-16603 392 14 quest quest NOUN crl-16603 392 15 ( ( PUNCT crl-16603 392 16 sept sept PROPN crl-16603 392 17 . . PROPN crl-16603 392 18 26 26 NUM crl-16603 392 19 , , PUNCT crl-16603 392 20 2013 2013 NUM crl-16603 392 21 ) ) PUNCT crl-16603 392 22 , , PUNCT crl-16603 392 23 available available ADJ crl-16603 392 24 online online ADV crl-16603 392 25 at at ADP crl-16603 392 26 http://www.doug-johnson.com/dougwri/the-neglected-side-ofintellectual-freedom.html http://www.doug-johnson.com/dougwri/the-neglected-side-ofintellectual-freedom.html PROPN crl-16603 393 1 [ [ X crl-16603 393 2 accessed access VERB crl-16603 393 3 26 26 NUM crl-16603 393 4 february february PROPN crl-16603 393 5 2018 2018 NUM crl-16603 393 6 ] ] PUNCT crl-16603 393 7 . . PUNCT crl-16603 394 1 90 90 NUM crl-16603 394 2 . . PUNCT crl-16603 395 1 colleen colleen VERB crl-16603 395 2 carmean carmean NOUN crl-16603 395 3 and and CCONJ crl-16603 395 4 philip philip PROPN crl-16603 395 5 j. j. PROPN crl-16603 395 6 mizzi mizzi PROPN crl-16603 395 7 , , PUNCT crl-16603 395 8 “ " PUNCT crl-16603 395 9 the the DET crl-16603 395 10 case case NOUN crl-16603 395 11 for for ADP crl-16603 395 12 nudge nudge NOUN crl-16603 395 13 analytics analytic NOUN crl-16603 395 14 , , PUNCT crl-16603 395 15 ” " PUNCT crl-16603 395 16 educause educause NOUN crl-16603 395 17 review review NOUN crl-16603 395 18 ( ( PUNCT crl-16603 395 19 2010 2010 NUM crl-16603 395 20 ) ) PUNCT crl-16603 395 21 , , PUNCT crl-16603 395 22 available available ADJ crl-16603 395 23 online online ADV crl-16603 395 24 at at ADP crl-16603 395 25 http://er.educause.edu/articles/2010/12/the-case-for-nudge-analytics http://er.educause.edu/articles/2010/12/the-case-for-nudge-analytic NOUN crl-16603 395 26 [ [ X crl-16603 395 27 accessed access VERB crl-16603 395 28 26 26 NUM crl-16603 395 29 february february PROPN crl-16603 395 30 2018 2018 NUM crl-16603 395 31 ] ] PUNCT crl-16603 395 32 . . PUNCT crl-16603 396 1 91 91 NUM crl-16603 396 2 . . PUNCT crl-16603 397 1 jeffrey jeffrey PROPN crl-16603 397 2 alan alan PROPN crl-16603 397 3 johnson johnson PROPN crl-16603 397 4 , , PUNCT crl-16603 397 5 “ " PUNCT crl-16603 397 6 the the DET crl-16603 397 7 ethics ethic NOUN crl-16603 397 8 of of ADP crl-16603 397 9 big big ADJ crl-16603 397 10 data datum NOUN crl-16603 397 11 in in ADP crl-16603 397 12 higher high ADJ crl-16603 397 13 education education NOUN crl-16603 397 14 , , PUNCT crl-16603 397 15 ” " PUNCT crl-16603 397 16 international international ADJ crl-16603 397 17 review review NOUN crl-16603 397 18 of of ADP crl-16603 397 19 information information NOUN crl-16603 397 20 ethics ethic NOUN crl-16603 397 21 , , PUNCT crl-16603 397 22 21 21 NUM crl-16603 397 23 ( ( PUNCT crl-16603 397 24 2014 2014 NUM crl-16603 397 25 ) ) PUNCT crl-16603 397 26 . . PUNCT crl-16603 398 1 92 92 NUM crl-16603 398 2 . . PUNCT crl-16603 399 1 elanor elanor NOUN crl-16603 399 2 hall hall NOUN crl-16603 399 3 , , PUNCT crl-16603 399 4 “ " PUNCT crl-16603 399 5 university university PROPN crl-16603 399 6 of of ADP crl-16603 399 7 melbourne melbourne PROPN crl-16603 399 8 defends defend VERB crl-16603 399 9 wi wi ADJ crl-16603 399 10 - - PUNCT crl-16603 399 11 fi fi NOUN crl-16603 399 12 tracking tracking NOUN crl-16603 399 13 of of ADP crl-16603 399 14 students student NOUN crl-16603 399 15 as as ADP crl-16603 399 16 planning planning NOUN crl-16603 399 17 move move NOUN crl-16603 399 18 amid amid ADP crl-16603 399 19 privacy privacy NOUN crl-16603 399 20 concerns concern NOUN crl-16603 399 21 , , PUNCT crl-16603 399 22 ” " PUNCT crl-16603 399 23 abc abc PROPN crl-16603 399 24 news news PROPN crl-16603 399 25 – – PUNCT crl-16603 399 26 australia australia PROPN crl-16603 399 27 ( ( PUNCT crl-16603 399 28 aug aug PROPN crl-16603 399 29 . . PROPN crl-16603 399 30 11 11 NUM crl-16603 399 31 , , PUNCT crl-16603 399 32 2016 2016 NUM crl-16603 399 33 ) ) PUNCT crl-16603 399 34 , , PUNCT crl-16603 399 35 available available ADJ crl-16603 399 36 online online ADV crl-16603 399 37 at at ADP crl-16603 399 38 www www NOUN crl-16603 399 39 . . PUNCT crl-16603 400 1 abc.net.au/news/2016-08-12/university-of-melbourne-tracking-students-through-wifi/7723468 abc.net.au/news/2016-08-12/university-of-melbourne-tracking-students-through-wifi/7723468 PROPN crl-16603 400 2 [ [ X crl-16603 400 3 accessed access VERB crl-16603 400 4 26 26 NUM crl-16603 400 5 february february PROPN crl-16603 400 6 2018 2018 NUM crl-16603 400 7 ] ] PUNCT crl-16603 400 8 . . PUNCT crl-16603 401 1 93 93 NUM crl-16603 401 2 . . PUNCT crl-16603 402 1 neil neil PROPN crl-16603 402 2 richards richard NOUN crl-16603 402 3 , , PUNCT crl-16603 402 4 intellectual intellectual ADJ crl-16603 402 5 privacy privacy NOUN crl-16603 402 6 ( ( PUNCT crl-16603 402 7 new new PROPN crl-16603 402 8 york york PROPN crl-16603 402 9 , , PUNCT crl-16603 402 10 n.y n.y PROPN crl-16603 402 11 . . PROPN crl-16603 402 12 : : PUNCT crl-16603 402 13 oxford oxford PROPN crl-16603 402 14 university university PROPN crl-16603 402 15 press press PROPN crl-16603 402 16 , , PUNCT crl-16603 402 17 2015 2015 NUM crl-16603 402 18 ) ) PUNCT crl-16603 402 19 ; ; PUNCT crl-16603 402 20 neil neil PROPN crl-16603 402 21 m. m. NOUN crl-16603 402 22 richards richard NOUN crl-16603 402 23 , , PUNCT crl-16603 402 24 “ " PUNCT crl-16603 402 25 intellectual intellectual ADJ crl-16603 402 26 privacy privacy NOUN crl-16603 402 27 , , PUNCT crl-16603 402 28 ” " PUNCT crl-16603 402 29 texas texas PROPN crl-16603 402 30 law law PROPN crl-16603 402 31 review review NOUN crl-16603 402 32 87 87 NUM crl-16603 402 33 , , PUNCT crl-16603 402 34 no no NOUN crl-16603 402 35 . . NOUN crl-16603 403 1 2 2 NUM crl-16603 403 2 . . NUM crl-16603 403 3 94 94 NUM crl-16603 403 4 . . PUNCT crl-16603 404 1 anna anna PROPN crl-16603 404 2 kruse kruse PROPN crl-16603 404 3 and and CCONJ crl-16603 404 4 rob rob PROPN crl-16603 404 5 pongsajapan pongsajapan PROPN crl-16603 404 6 , , PUNCT crl-16603 404 7 “ " PUNCT crl-16603 404 8 student student NOUN crl-16603 404 9 - - PUNCT crl-16603 404 10 centered center VERB crl-16603 404 11 learning learning NOUN crl-16603 404 12 analytics analytic NOUN crl-16603 404 13 , , PUNCT crl-16603 404 14 ” " PUNCT crl-16603 404 15 cndls cndls PROPN crl-16603 404 16 thought think VERB crl-16603 404 17 papers paper NOUN crl-16603 404 18 ( ( PUNCT crl-16603 404 19 2012 2012 NUM crl-16603 404 20 ) ) PUNCT crl-16603 404 21 , , PUNCT crl-16603 404 22 available available ADJ crl-16603 404 23 online online ADV crl-16603 404 24 at at ADP crl-16603 404 25 https://cndls.georgetown.edu/m/documents/thoughtpaperkrusepongsajapan.pdf https://cndls.georgetown.edu/m/documents/thoughtpaperkrusepongsajapan.pdf NOUN crl-16603 405 1 [ [ X crl-16603 405 2 accessed access VERB crl-16603 405 3 26 26 NUM crl-16603 405 4 february february PROPN crl-16603 405 5 2018 2018 NUM crl-16603 405 6 ] ] PUNCT crl-16603 405 7 . . PUNCT crl-16603 406 1 95 95 NUM crl-16603 406 2 . . PUNCT crl-16603 407 1 d. d. PROPN crl-16603 407 2 knox knox PROPN crl-16603 407 3 , , PUNCT crl-16603 407 4 “ " PUNCT crl-16603 407 5 spies spy NOUN crl-16603 407 6 in in ADP crl-16603 407 7 the the DET crl-16603 407 8 house house NOUN crl-16603 407 9 of of ADP crl-16603 407 10 learning learning NOUN crl-16603 407 11 : : PUNCT crl-16603 407 12 a a DET crl-16603 407 13 typology typology NOUN crl-16603 407 14 of of ADP crl-16603 407 15 surveillance surveillance NOUN crl-16603 407 16 in in ADP crl-16603 407 17 online online ADJ crl-16603 407 18 learning learning NOUN crl-16603 407 19 environments environment NOUN crl-16603 407 20 ” " PUNCT crl-16603 407 21 ( ( PUNCT crl-16603 407 22 paper paper NOUN crl-16603 407 23 presented present VERB crl-16603 407 24 at at ADP crl-16603 407 25 edge edge NOUN crl-16603 407 26 2010 2010 NUM crl-16603 407 27 – – PUNCT crl-16603 407 28 e e NOUN crl-16603 407 29 - - NOUN crl-16603 407 30 learning learning NOUN crl-16603 407 31 : : PUNCT crl-16603 407 32 the the DET crl-16603 407 33 horizon horizon NOUN crl-16603 407 34 and and CCONJ crl-16603 407 35 beyond beyond ADP crl-16603 407 36 conference conference NOUN crl-16603 407 37 , , PUNCT crl-16603 407 38 newfoundland newfoundland PROPN crl-16603 407 39 , , PUNCT crl-16603 407 40 canada canada PROPN crl-16603 407 41 , , PUNCT crl-16603 407 42 2010 2010 NUM crl-16603 407 43 ) ) PUNCT crl-16603 407 44 . . PUNCT crl-16603 408 1 96 96 NUM crl-16603 408 2 . . PUNCT crl-16603 408 3 neil neil PROPN crl-16603 408 4 selwyn selwyn PROPN crl-16603 408 5 , , PUNCT crl-16603 408 6 “ " PUNCT crl-16603 408 7 data data NOUN crl-16603 408 8 entry entry NOUN crl-16603 408 9 : : PUNCT crl-16603 408 10 towards towards ADP crl-16603 408 11 the the DET crl-16603 408 12 critical critical ADJ crl-16603 408 13 study study NOUN crl-16603 408 14 of of ADP crl-16603 408 15 digital digital ADJ crl-16603 408 16 data datum NOUN crl-16603 408 17 and and CCONJ crl-16603 408 18 education education NOUN crl-16603 408 19 , , PUNCT crl-16603 408 20 ” " PUNCT crl-16603 408 21 learning learning NOUN crl-16603 408 22 , , PUNCT crl-16603 408 23 media medium NOUN crl-16603 408 24 and and CCONJ crl-16603 408 25 technology technology NOUN crl-16603 408 26 40 40 NUM crl-16603 408 27 , , PUNCT crl-16603 408 28 no no INTJ crl-16603 408 29 . . NOUN crl-16603 408 30 1 1 NUM crl-16603 408 31 , , PUNCT crl-16603 408 32 doi:10.1080/17439884.2014.921628 doi:10.1080/17439884.2014.921628 PROPN crl-16603 408 33 . . PUNCT crl-16603 408 34 97 97 NUM crl-16603 408 35 . . PUNCT crl-16603 409 1 paul paul PROPN crl-16603 409 2 hirschfield hirschfield PROPN crl-16603 409 3 , , PUNCT crl-16603 409 4 “ " PUNCT crl-16603 409 5 school school NOUN crl-16603 409 6 surveillance surveillance NOUN crl-16603 409 7 in in ADP crl-16603 409 8 america america PROPN crl-16603 409 9 : : PUNCT crl-16603 409 10 disparate disparate PROPN crl-16603 409 11 and and CCONJ crl-16603 409 12 unequal unequal ADJ crl-16603 409 13 , , PUNCT crl-16603 409 14 ” " PUNCT crl-16603 409 15 in in ADP crl-16603 409 16 schools school NOUN crl-16603 409 17 under under ADP crl-16603 409 18 surveillance surveillance NOUN crl-16603 409 19 : : PUNCT crl-16603 409 20 cultures culture NOUN crl-16603 409 21 of of ADP crl-16603 409 22 control control NOUN crl-16603 409 23 in in ADP crl-16603 409 24 public public ADJ crl-16603 409 25 education education NOUN crl-16603 409 26 , , PUNCT crl-16603 409 27 eds ed NOUN crl-16603 409 28 . . PUNCT crl-16603 410 1 torin torin PROPN crl-16603 410 2 monahan monahan PROPN crl-16603 410 3 and and CCONJ crl-16603 410 4 rodolfo rodolfo PROPN crl-16603 410 5 d d PROPN crl-16603 410 6 , , PUNCT crl-16603 410 7 torres torres PROPN crl-16603 410 8 ( ( PUNCT crl-16603 410 9 piscataway piscataway PROPN crl-16603 410 10 , , PUNCT crl-16603 410 11 n.j n.j PROPN crl-16603 410 12 . . PROPN crl-16603 410 13 : : PUNCT crl-16603 410 14 rutgers rutger VERB crl-16603 410 15 university university PROPN crl-16603 410 16 press press NOUN crl-16603 410 17 , , PUNCT crl-16603 410 18 2009 2009 NUM crl-16603 410 19 ) ) PUNCT crl-16603 410 20 . . PUNCT crl-16603 411 1 98 98 NUM crl-16603 411 2 . . PUNCT crl-16603 411 3 daniel daniel PROPN crl-16603 411 4 j. j. PROPN crl-16603 411 5 solove solove PROPN crl-16603 411 6 , , PUNCT crl-16603 411 7 “ " PUNCT crl-16603 411 8 ‘ ' PUNCT crl-16603 411 9 i i PRON crl-16603 411 10 ’ve ’ve AUX crl-16603 411 11 got get VERB crl-16603 411 12 nothing nothing PRON crl-16603 411 13 to to PART crl-16603 411 14 hide hide VERB crl-16603 411 15 ’ ' PUNCT crl-16603 411 16 and and CCONJ crl-16603 411 17 other other ADJ crl-16603 411 18 misunderstandings misunderstanding NOUN crl-16603 411 19 of of ADP crl-16603 411 20 privacy privacy NOUN crl-16603 411 21 , , PUNCT crl-16603 411 22 ” " PUNCT crl-16603 411 23 san san PROPN crl-16603 411 24 diego diego PROPN crl-16603 411 25 law law NOUN crl-16603 411 26 review review NOUN crl-16603 411 27 44 44 NUM crl-16603 411 28 ( ( PUNCT crl-16603 411 29 2007 2007 NUM crl-16603 411 30 ) ) PUNCT crl-16603 411 31 . . PUNCT crl-16603 412 1 99 99 NUM crl-16603 412 2 . . PUNCT crl-16603 412 3 american american PROPN crl-16603 412 4 library library PROPN crl-16603 412 5 association association PROPN crl-16603 412 6 , , PUNCT crl-16603 412 7 “ " PUNCT crl-16603 412 8 library library NOUN crl-16603 412 9 privacy privacy NOUN crl-16603 412 10 guidelines guideline NOUN crl-16603 412 11 for for ADP crl-16603 412 12 e e NOUN crl-16603 412 13 - - NOUN crl-16603 412 14 book book NOUN crl-16603 412 15 lending lending NOUN crl-16603 412 16 and and CCONJ crl-16603 412 17 digital digital ADJ crl-16603 412 18 content content NOUN crl-16603 412 19 vendors vendor NOUN crl-16603 412 20 ” " PUNCT crl-16603 412 21 ( ( PUNCT crl-16603 412 22 2015 2015 NUM crl-16603 412 23 ): ): PUNCT crl-16603 412 24 para para PROPN crl-16603 412 25 . . PUNCT crl-16603 413 1 2 2 NUM crl-16603 413 2 , , PUNCT crl-16603 413 3 available available ADJ crl-16603 413 4 online online ADV crl-16603 413 5 at at ADP crl-16603 413 6 http://www.ala.org/advocacy/privacy/ http://www.ala.org/advocacy/privacy/ PROPN crl-16603 413 7 guidelines guideline NOUN crl-16603 413 8 / / SYM crl-16603 413 9 ebook ebook NOUN crl-16603 413 10 - - PUNCT crl-16603 413 11 digital digital NOUN crl-16603 413 12 - - PUNCT crl-16603 413 13 content content NOUN crl-16603 413 14 [ [ X crl-16603 413 15 accessed access VERB crl-16603 413 16 26 26 NUM crl-16603 413 17 february february PROPN crl-16603 413 18 2018 2018 NUM crl-16603 413 19 ] ] PUNCT crl-16603 413 20 . . PUNCT crl-16603 414 1 100 100 NUM crl-16603 414 2 . . PUNCT crl-16603 414 3 alan alan PROPN crl-16603 414 4 rubel rubel PROPN crl-16603 414 5 , , PUNCT crl-16603 414 6 “ " PUNCT crl-16603 414 7 libraries library NOUN crl-16603 414 8 , , PUNCT crl-16603 414 9 electronic electronic ADJ crl-16603 414 10 resources resource NOUN crl-16603 414 11 , , PUNCT crl-16603 414 12 and and CCONJ crl-16603 414 13 privacy privacy NOUN crl-16603 414 14 : : PUNCT crl-16603 414 15 the the DET crl-16603 414 16 case case NOUN crl-16603 414 17 for for ADP crl-16603 414 18 positive positive ADJ crl-16603 414 19 intellectual intellectual ADJ crl-16603 414 20 freedom freedom NOUN crl-16603 414 21 , , PUNCT crl-16603 414 22 ” " PUNCT crl-16603 414 23 library library NOUN crl-16603 414 24 quarterly quarterly PROPN crl-16603 414 25 84 84 NUM crl-16603 414 26 , , PUNCT crl-16603 414 27 no no INTJ crl-16603 414 28 . . NOUN crl-16603 414 29 2 2 NUM crl-16603 414 30 : : SYM crl-16603 414 31 184 184 NUM crl-16603 414 32 , , PUNCT crl-16603 414 33 available available ADJ crl-16603 414 34 online online ADV crl-16603 414 35 at at ADP crl-16603 414 36 www.jstor.org/stahttp://www.i-r-i-e.net/inhalt/021/irie-021-maccarthy.pdf www.jstor.org/stahttp://www.i-r-i-e.net/inhalt/021/irie-021-maccarthy.pdf ADJ crl-16603 414 37 http://www.i-r-i-e.net/inhalt/021/irie-021-maccarthy.pdf http://www.i-r-i-e.net/inhalt/021/irie-021-maccarthy.pdf PROPN crl-16603 414 38 https://doi.org/10.1111/bjet.12152 https://doi.org/10.1111/bjet.12152 SPACE crl-16603 414 39 https://go-to-hellman.blogspot.com/2014/08/libraries-are-giving-away-user-privacy.html https://go-to-hellman.blogspot.com/2014/08/libraries-are-giving-away-user-privacy.html PROPN crl-16603 414 40 https://go-to-hellman.blogspot.com/2014/08/libraries-are-giving-away-user-privacy.html https://go-to-hellman.blogspot.com/2014/08/libraries-are-giving-away-user-privacy.html PROPN crl-16603 415 1 http://asilomar-highered.info http://asilomar-highered.info PROPN crl-16603 415 2 https://sites.stanford.edu/asilomar/ https://sites.stanford.edu/asilomar/ PROPN crl-16603 415 3 https://sites.stanford.edu/asilomar/ https://sites.stanford.edu/asilomar/ PROPN crl-16603 415 4 http://www.ala.org/advocacy/sites/ala.org.advocacy/files/content/proethics/codeofethics/code%20of%20ethics%20of%20the%20american%20library%20association.pdf http://www.ala.org/advocacy/sites/ala.org.advocacy/files/content/proethics/codeofethics/code%20of%20ethics%20of%20the%20american%20library%20association.pdf PROPN crl-16603 415 5 http://www.ala.org/advocacy/sites/ala.org.advocacy/files/content/proethics/codeofethics/code%20of%20ethics%20of%20the%20american%20library%20association.pdf http://www.ala.org/advocacy/sites/ala.org.advocacy/files/content/proethics/codeofethics/code%20of%20ethics%20of%20the%20american%20library%20association.pdf PROPN crl-16603 415 6 http://www.ala.org/advocacy/sites/ala.org.advocacy/files/content/proethics/codeofethics/code%20of%20ethics%20of%20the%20american%20library%20association.pdf http://www.ala.org/advocacy/sites/ala.org.advocacy/files/content/proethics/codeofethics/code%20of%20ethics%20of%20the%20american%20library%20association.pdf PROPN crl-16603 415 7 http://www.ifla.org/files/assets/faife/publications/sturges/information-ethics.pdf http://www.ifla.org/files/assets/faife/publications/sturges/information-ethics.pdf NOUN crl-16603 415 8 http://www.ifla.org/files/assets/faife/publications/sturges/information-ethics.pdf http://www.ifla.org/files/assets/faife/publications/sturges/information-ethics.pdf NOUN crl-16603 415 9 http://www.ala.org/advocacy/intfreedom/censorship/faq http://www.ala.org/advocacy/intfreedom/censorship/faq NOUN crl-16603 415 10 https://doi.org/10.1086/506576 https://doi.org/10.1086/506576 SPACE crl-16603 415 11 http://www.doug-johnson.com/dougwri/the-neglected-side-of-intellectual-freedom.html http://www.doug-johnson.com/dougwri/the-neglected-side-of-intellectual-freedom.html PROPN crl-16603 415 12 http://www.doug-johnson.com/dougwri/the-neglected-side-of-intellectual-freedom.html http://www.doug-johnson.com/dougwri/the-neglected-side-of-intellectual-freedom.html PROPN crl-16603 415 13 http://er.educause.edu/articles/2010/12/the-case-for-nudge-analytics http://er.educause.edu/articles/2010/12/the-case-for-nudge-analytic VERB crl-16603 415 14 http://www.abc.net.au/news/2016-08-12/university-of-melbourne-tracking-students-through-wifi/7723468 http://www.abc.net.au/news/2016-08-12/university-of-melbourne-tracking-students-through-wifi/7723468 NOUN crl-16603 415 15 http://www.abc.net.au/news/2016-08-12/university-of-melbourne-tracking-students-through-wifi/7723468 http://www.abc.net.au/news/2016-08-12/university-of-melbourne-tracking-students-through-wifi/7723468 NOUN crl-16603 415 16 https://cndls.georgetown.edu/m/documents/thoughtpaper-krusepongsajapan.pdf https://cndls.georgetown.edu/m/documents/thoughtpaper-krusepongsajapan.pdf NOUN crl-16603 415 17 https://cndls.georgetown.edu/m/documents/thoughtpaper-krusepongsajapan.pdf https://cndls.georgetown.edu/m/documents/thoughtpaper-krusepongsajapan.pdf NOUN crl-16603 415 18 https://doi.org/10.1080/17439884.2014.921628 https://doi.org/10.1080/17439884.2014.921628 NOUN crl-16603 415 19 http://www.ala.org/advocacy/privacy/guidelines/ebook-digital-content http://www.ala.org/advocacy/privacy/guidelines/ebook-digital-content NUM crl-16603 415 20 http://www.ala.org/advocacy/privacy/guidelines/ebook-digital-content http://www.ala.org/advocacy/privacy/guidelines/ebook-digital-content NOUN crl-16603 415 21 http://www.jstor.org/stable/10.1086/675331 http://www.jstor.org/stable/10.1086/675331 NOUN crl-16603 415 22 learning learn VERB crl-16603 415 23 analytics analytic NOUN crl-16603 415 24 and and CCONJ crl-16603 415 25 the the 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PUNCT crl-16603 416 1 101 101 NUM crl-16603 416 2 . . PUNCT crl-16603 417 1 joshua joshua PROPN crl-16603 417 2 gans gan NOUN crl-16603 417 3 , , PUNCT crl-16603 417 4 “ " PUNCT crl-16603 417 5 harvard harvard PROPN crl-16603 417 6 business business NOUN crl-16603 417 7 school school NOUN crl-16603 417 8 publishing publishing NOUN crl-16603 417 9 crosses cross VERB crl-16603 417 10 the the DET crl-16603 417 11 ‘ ' PUNCT crl-16603 417 12 evil evil ADJ crl-16603 417 13 ’ ' PUNCT crl-16603 417 14 academic academic ADJ crl-16603 417 15 line line NOUN crl-16603 417 16 , , PUNCT crl-16603 417 17 ” " PUNCT crl-16603 417 18 digitopoly digitopoly NOUN crl-16603 417 19 ( ( PUNCT crl-16603 417 20 oct oct PROPN crl-16603 417 21 . . PROPN crl-16603 417 22 6 6 NUM crl-16603 417 23 , , PUNCT crl-16603 417 24 2013 2013 NUM crl-16603 417 25 ) ) PUNCT crl-16603 417 26 , , PUNCT crl-16603 417 27 available available ADJ crl-16603 417 28 online online ADV crl-16603 417 29 at at ADP crl-16603 417 30 www.digitopoly.org/2013/10/06/harvard-businessschool-publishing-crosses-the-evil-academic-line/ www.digitopoly.org/2013/10/06/harvard-businessschool-publishing-crosses-the-evil-academic-line/ PUNCT crl-16603 418 1 [ [ X crl-16603 418 2 accessed access VERB crl-16603 418 3 26 26 NUM crl-16603 418 4 february february NOUN crl-16603 418 5 2018 2018 NUM crl-16603 418 6 ] ] PUNCT crl-16603 418 7 ; ; PUNCT crl-16603 418 8 reference reference NOUN crl-16603 418 9 and and CCONJ crl-16603 418 10 user user NOUN crl-16603 418 11 services service NOUN crl-16603 418 12 association association PROPN crl-16603 418 13 , , PUNCT crl-16603 418 14 “ " PUNCT crl-16603 418 15 rusa rusa NOUN crl-16603 418 16 / / SYM crl-16603 418 17 brass brass NOUN crl-16603 418 18 statement statement NOUN crl-16603 418 19 on on ADP crl-16603 418 20 harvard harvard PROPN crl-16603 418 21 business business NOUN crl-16603 418 22 review review NOUN crl-16603 418 23 pricing pricing NOUN crl-16603 418 24 and and CCONJ crl-16603 418 25 access access NOUN crl-16603 418 26 ” " PUNCT crl-16603 418 27 ( ( PUNCT crl-16603 418 28 2013 2013 NUM crl-16603 418 29 ) ) PUNCT crl-16603 418 30 , , PUNCT crl-16603 418 31 available available ADJ crl-16603 418 32 online online ADV crl-16603 418 33 at at ADP crl-16603 418 34 www.ala.org/rusa/sections/brass/publications/statement_hbr www.ala.org/rusa/sections/brass/publications/statement_hbr PROPN crl-16603 418 35 [ [ X crl-16603 418 36 accessed access VERB crl-16603 418 37 26 26 NUM crl-16603 418 38 february february PROPN crl-16603 418 39 2018 2018 NUM crl-16603 418 40 ] ] PUNCT crl-16603 418 41 . . 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PROPN crl-16603 420 3 lambert lambert PROPN crl-16603 420 4 , , PUNCT crl-16603 420 5 michelle michelle PROPN crl-16603 420 6 parker parker PROPN crl-16603 420 7 , , PUNCT crl-16603 420 8 and and CCONJ crl-16603 420 9 masooda masooda PROPN crl-16603 420 10 bashir bashir PROPN crl-16603 420 11 , , PUNCT crl-16603 420 12 “ " PUNCT crl-16603 420 13 library library NOUN crl-16603 420 14 patron patron NOUN crl-16603 420 15 privacy privacy NOUN crl-16603 420 16 in in ADP crl-16603 420 17 jeopardy jeopardy NOUN crl-16603 420 18 : : PUNCT crl-16603 420 19 an an DET crl-16603 420 20 analysis analysis NOUN crl-16603 420 21 of of ADP crl-16603 420 22 the the DET crl-16603 420 23 privacy privacy NOUN crl-16603 420 24 policies policy NOUN crl-16603 420 25 of of ADP crl-16603 420 26 digital digital ADJ crl-16603 420 27 content content NOUN crl-16603 420 28 vendors vendor NOUN crl-16603 420 29 ” " PUNCT crl-16603 420 30 ( ( PUNCT crl-16603 420 31 paper paper NOUN crl-16603 420 32 presented present VERB crl-16603 420 33 at at ADP crl-16603 420 34 the the DET crl-16603 420 35 annual annual ADJ crl-16603 420 36 meeting meeting NOUN crl-16603 420 37 of of ADP crl-16603 420 38 the the DET crl-16603 420 39 association association NOUN crl-16603 420 40 for for ADP crl-16603 420 41 information information NOUN crl-16603 420 42 science science NOUN crl-16603 420 43 and and CCONJ crl-16603 420 44 technology technology NOUN crl-16603 420 45 , , PUNCT crl-16603 420 46 2015 2015 NUM crl-16603 420 47 ) ) PUNCT crl-16603 420 48 . . PUNCT crl-16603 421 1 103 103 NUM crl-16603 421 2 . . X crl-16603 422 1 rubel rubel PROPN crl-16603 422 2 and and CCONJ crl-16603 422 3 zhang zhang PROPN crl-16603 422 4 , , PUNCT crl-16603 422 5 “ " PUNCT crl-16603 422 6 four four NUM crl-16603 422 7 facets facet NOUN crl-16603 422 8 of of ADP crl-16603 422 9 privacy privacy NOUN crl-16603 422 10 . . PUNCT crl-16603 422 11 ” " PUNCT crl-16603 423 1 104 104 NUM crl-16603 423 2 . . PUNCT crl-16603 424 1 michael michael PROPN crl-16603 424 2 zimmer zimmer PROPN crl-16603 424 3 , , PUNCT crl-16603 424 4 “ " PUNCT crl-16603 424 5 patron patron NOUN crl-16603 424 6 privacy privacy NOUN crl-16603 424 7 in in ADP crl-16603 424 8 the the DET crl-16603 424 9 ‘ ' PUNCT crl-16603 424 10 2.0 2.0 NUM crl-16603 424 11 ’ ' PUNCT crl-16603 424 12 era era NOUN crl-16603 424 13 : : PUNCT crl-16603 424 14 avoiding avoid VERB crl-16603 424 15 the the DET crl-16603 424 16 faustian faustian ADJ crl-16603 424 17 bargain bargain NOUN crl-16603 424 18 of of ADP crl-16603 424 19 library library NOUN crl-16603 424 20 2.0 2.0 NUM crl-16603 424 21 , , PUNCT crl-16603 424 22 ” " PUNCT crl-16603 424 23 journal journal NOUN crl-16603 424 24 of of ADP crl-16603 424 25 information information NOUN crl-16603 424 26 ethics ethic NOUN crl-16603 424 27 22 22 NUM crl-16603 424 28 , , PUNCT crl-16603 424 29 no no INTJ crl-16603 424 30 . . NOUN crl-16603 424 31 1 1 NUM crl-16603 424 32 , , PUNCT crl-16603 424 33 doi:10.3172 doi:10.3172 PROPN crl-16603 424 34 / / SYM crl-16603 424 35 jie.22.1.44 jie.22.1.44 PROPN crl-16603 424 36 . . PUNCT crl-16603 425 1 105 105 NUM crl-16603 425 2 . . PUNCT crl-16603 426 1 david david PROPN crl-16603 426 2 w. w. PROPN crl-16603 426 3 leebron leebron PROPN crl-16603 426 4 , , PUNCT crl-16603 426 5 “ " PUNCT crl-16603 426 6 a a DET crl-16603 426 7 look look NOUN crl-16603 426 8 at at ADP crl-16603 426 9 the the DET crl-16603 426 10 competitiveness competitiveness NOUN crl-16603 426 11 of of ADP crl-16603 426 12 higher high ADJ crl-16603 426 13 education education NOUN crl-16603 426 14 , , PUNCT crl-16603 426 15 ” " PUNCT crl-16603 426 16 the the DET crl-16603 426 17 hill hill PROPN crl-16603 426 18 ( ( PUNCT crl-16603 426 19 june june PROPN crl-16603 426 20 20 20 NUM crl-16603 426 21 , , PUNCT crl-16603 426 22 2014 2014 NUM crl-16603 426 23 ) ) PUNCT crl-16603 426 24 , , PUNCT crl-16603 426 25 available available ADJ crl-16603 426 26 online online ADV crl-16603 426 27 at at ADP crl-16603 426 28 http://thehill.com/blogs/pundits-blog/209980-a-look-at-thecompetitiveness-of-higher-education http://thehill.com/blogs/pundits-blog/209980-a-look-at-thecompetitiveness-of-higher-education NOUN crl-16603 427 1 [ [ X crl-16603 427 2 accessed access VERB crl-16603 427 3 26 26 NUM crl-16603 427 4 february february PROPN crl-16603 427 5 2018 2018 NUM crl-16603 427 6 ] ] PUNCT crl-16603 427 7 . . PUNCT crl-16603 428 1 106 106 NUM crl-16603 428 2 . . PUNCT crl-16603 429 1 human human ADJ crl-16603 429 2 values value NOUN crl-16603 429 3 and and CCONJ crl-16603 429 4 the the DET crl-16603 429 5 design design NOUN crl-16603 429 6 of of ADP crl-16603 429 7 computer computer NOUN crl-16603 429 8 technology technology NOUN crl-16603 429 9 , , PUNCT crl-16603 429 10 ed ed NOUN crl-16603 429 11 . . PROPN crl-16603 430 1 batya batya NOUN crl-16603 430 2 friedman friedman PROPN crl-16603 430 3 ( ( PUNCT crl-16603 430 4 chicago chicago PROPN crl-16603 430 5 , , PUNCT crl-16603 430 6 ill ill PROPN crl-16603 430 7 . . PUNCT crl-16603 430 8 : : PUNCT crl-16603 431 1 university university PROPN crl-16603 431 2 of of ADP crl-16603 431 3 chicago chicago PROPN crl-16603 431 4 press press PROPN crl-16603 431 5 , , PUNCT crl-16603 431 6 1997 1997 NUM crl-16603 431 7 ) ) PUNCT crl-16603 431 8 ; ; PUNCT crl-16603 431 9 langdon langdon PROPN crl-16603 431 10 winner winner PROPN crl-16603 431 11 , , PUNCT crl-16603 431 12 “ " PUNCT crl-16603 431 13 do do AUX crl-16603 431 14 artifacts artifact NOUN crl-16603 431 15 have have VERB crl-16603 431 16 politics politic NOUN crl-16603 431 17 ? ? PUNCT crl-16603 431 18 ” " PUNCT crl-16603 432 1 daedalus daedalus ADJ crl-16603 432 2 109 109 NUM crl-16603 432 3 , , PUNCT crl-16603 432 4 no no INTJ crl-16603 432 5 . . NOUN crl-16603 432 6 1 1 NUM crl-16603 432 7 , , PUNCT crl-16603 432 8 available available ADJ crl-16603 432 9 online online ADV crl-16603 432 10 at at ADP crl-16603 432 11 www.jstor.org/stable/20024652 www.jstor.org/stable/20024652 PROPN crl-16603 432 12 [ [ X crl-16603 432 13 accessed access VERB crl-16603 432 14 26 26 NUM crl-16603 432 15 february february PROPN crl-16603 432 16 2018 2018 NUM crl-16603 432 17 ] ] PUNCT crl-16603 432 18 . . PUNCT crl-16603 433 1 107 107 NUM crl-16603 433 2 . . PUNCT crl-16603 434 1 national national ADJ crl-16603 434 2 information information NOUN crl-16603 434 3 standards standard NOUN crl-16603 434 4 organization organization NOUN crl-16603 434 5 , , PUNCT crl-16603 434 6 “ " PUNCT crl-16603 434 7 niso niso VERB crl-16603 434 8 consensus consensus NOUN crl-16603 434 9 principles principle NOUN crl-16603 434 10 on on ADP crl-16603 434 11 user user NOUN crl-16603 434 12 ’s ’s PART crl-16603 434 13 digital digital ADJ crl-16603 434 14 privacy privacy NOUN crl-16603 434 15 in in ADP crl-16603 434 16 library library PROPN crl-16603 434 17 , , PUNCT crl-16603 434 18 publisher publisher NOUN crl-16603 434 19 , , PUNCT crl-16603 434 20 and and CCONJ crl-16603 434 21 software software NOUN crl-16603 434 22 - - PUNCT crl-16603 434 23 provider provider NOUN crl-16603 434 24 systems system NOUN crl-16603 434 25 ” " PUNCT crl-16603 434 26 ( ( PUNCT crl-16603 434 27 2015 2015 NUM crl-16603 434 28 ) ) PUNCT crl-16603 434 29 , , PUNCT crl-16603 434 30 available available ADJ crl-16603 434 31 online online ADV crl-16603 434 32 at at ADP crl-16603 434 33 https://groups.niso.org/apps/group_public/download.php/16064/niso%20privacy%20principles.pdf https://groups.niso.org/apps/group_public/download.php/16064/niso%20privacy%20principles.pdf PROPN crl-16603 434 34 [ [ X crl-16603 434 35 accessed access VERB crl-16603 434 36 26 26 NUM crl-16603 434 37 february february PROPN crl-16603 434 38 2018 2018 NUM crl-16603 434 39 ] ] PUNCT crl-16603 434 40 ; ; PUNCT crl-16603 434 41 andrew andrew PROPN crl-16603 434 42 asher asher PROPN crl-16603 434 43 and and CCONJ crl-16603 434 44 lisa lisa PROPN crl-16603 434 45 hinchliffe hinchliffe PROPN crl-16603 434 46 , , PUNCT crl-16603 434 47 “ " PUNCT crl-16603 434 48 all all DET crl-16603 434 49 the the DET crl-16603 434 50 data data NOUN crl-16603 434 51 : : PUNCT crl-16603 434 52 privacy privacy NOUN crl-16603 434 53 , , PUNCT crl-16603 434 54 service service NOUN crl-16603 434 55 quality quality NOUN crl-16603 434 56 , , PUNCT crl-16603 434 57 and and CCONJ crl-16603 434 58 analytics analytic NOUN crl-16603 434 59 ” " PUNCT crl-16603 434 60 ( ( PUNCT crl-16603 434 61 paper paper NOUN crl-16603 434 62 presented present VERB crl-16603 434 63 at at ADP crl-16603 434 64 the the DET crl-16603 434 65 annual annual ADJ crl-16603 434 66 meeting meeting NOUN crl-16603 434 67 of of ADP crl-16603 434 68 the the DET crl-16603 434 69 american american PROPN crl-16603 434 70 library library PROPN crl-16603 434 71 association association PROPN crl-16603 434 72 , , PUNCT crl-16603 434 73 san san PROPN crl-16603 434 74 francisco francisco PROPN crl-16603 434 75 , , PUNCT crl-16603 434 76 calif calif PROPN crl-16603 434 77 . . PROPN crl-16603 434 78 , , PUNCT crl-16603 434 79 2015 2015 NUM crl-16603 434 80 ) ) PUNCT crl-16603 434 81 , , PUNCT crl-16603 434 82 available available ADJ crl-16603 434 83 online online ADV crl-16603 434 84 at at ADP crl-16603 434 85 http://alaac15.ala.org/m/node/28724 http://alaac15.ala.org/m/node/28724 NOUN crl-16603 435 1 [ [ X crl-16603 435 2 accessed access VERB crl-16603 435 3 7 7 NUM crl-16603 435 4 march march NOUN crl-16603 435 5 2018 2018 NUM crl-16603 435 6 ] ] PUNCT crl-16603 435 7 . . PUNCT crl-16603 436 1 108 108 NUM crl-16603 436 2 . . PUNCT crl-16603 437 1 mcmenemy mcmenemy PROPN crl-16603 437 2 , , PUNCT crl-16603 437 3 “ " PUNCT crl-16603 437 4 rights right NOUN crl-16603 437 5 to to ADP crl-16603 437 6 privacy privacy NOUN crl-16603 437 7 . . PUNCT crl-16603 437 8 ” " PUNCT crl-16603 438 1 109 109 NUM crl-16603 438 2 . . PUNCT crl-16603 439 1 michael michael PROPN crl-16603 439 2 khoo khoo PROPN crl-16603 439 3 , , PUNCT crl-16603 439 4 lily lily ADJ crl-16603 439 5 rozaklis rozakli NOUN crl-16603 439 6 , , PUNCT crl-16603 439 7 and and CCONJ crl-16603 439 8 catherine catherine PROPN crl-16603 439 9 hall hall PROPN crl-16603 439 10 , , PUNCT crl-16603 439 11 “ " PUNCT crl-16603 439 12 a a DET crl-16603 439 13 survey survey NOUN crl-16603 439 14 of of ADP crl-16603 439 15 the the DET crl-16603 439 16 use use NOUN crl-16603 439 17 of of ADP crl-16603 439 18 ethnographic ethnographic ADJ crl-16603 439 19 methods method NOUN crl-16603 439 20 in in ADP crl-16603 439 21 the the DET crl-16603 439 22 study study NOUN crl-16603 439 23 of of ADP crl-16603 439 24 libraries library NOUN crl-16603 439 25 and and CCONJ crl-16603 439 26 library library NOUN crl-16603 439 27 users user NOUN crl-16603 439 28 , , PUNCT crl-16603 439 29 ” " PUNCT crl-16603 439 30 library library PROPN crl-16603 439 31 & & CCONJ crl-16603 439 32 information information PROPN crl-16603 439 33 science science PROPN crl-16603 439 34 research research NOUN crl-16603 439 35 34 34 NUM crl-16603 439 36 , , PUNCT crl-16603 439 37 no no NOUN crl-16603 439 38 . . NOUN crl-16603 439 39 2 2 NUM crl-16603 439 40 , , PUNCT crl-16603 439 41 doi:10.1016 doi:10.1016 PROPN crl-16603 439 42 / / SYM crl-16603 439 43 j.lisr.2011.07.010 j.lisr.2011.07.010 PROPN crl-16603 439 44 . . PROPN crl-16603 440 1 110 110 NUM crl-16603 440 2 . . PUNCT crl-16603 441 1 douglas douglas PROPN crl-16603 441 2 blair blair PROPN crl-16603 441 3 et et PROPN crl-16603 441 4 al al PROPN crl-16603 441 5 . . PROPN crl-16603 441 6 , , PUNCT crl-16603 441 7 “ " PUNCT crl-16603 441 8 the the DET crl-16603 441 9 compelling compelling ADJ crl-16603 441 10 case case NOUN crl-16603 441 11 for for ADP crl-16603 441 12 data data NOUN crl-16603 441 13 governance governance NOUN crl-16603 441 14 ” " PUNCT crl-16603 441 15 ( ( PUNCT crl-16603 441 16 2015 2015 NUM crl-16603 441 17 ) ) PUNCT crl-16603 441 18 , , PUNCT crl-16603 441 19 available available ADJ crl-16603 441 20 online online ADV crl-16603 441 21 at at ADP crl-16603 441 22 https://library.educause.edu/~/media/files/library/2015/3/ewg1501-pdf.pdf https://library.educause.edu/~/media/files/library/2015/3/ewg1501-pdf.pdf NOUN crl-16603 441 23 [ [ X crl-16603 441 24 accessed access VERB crl-16603 441 25 26 26 NUM crl-16603 441 26 february february PROPN crl-16603 441 27 2018 2018 NUM crl-16603 441 28 ] ] PUNCT crl-16603 441 29 . . PUNCT crl-16603 442 1 111 111 NUM crl-16603 442 2 . . PUNCT crl-16603 442 3 sheila sheila PROPN crl-16603 442 4 corrall corrall PROPN crl-16603 442 5 , , PUNCT crl-16603 442 6 mary mary PROPN crl-16603 442 7 anne anne PROPN crl-16603 442 8 kennan kennan PROPN crl-16603 442 9 , , PUNCT crl-16603 442 10 and and CCONJ crl-16603 442 11 waseem waseem PROPN crl-16603 442 12 afzal afzal PROPN crl-16603 442 13 , , PUNCT crl-16603 442 14 “ " PUNCT crl-16603 442 15 bibliometrics bibliometric NOUN crl-16603 442 16 and and CCONJ crl-16603 442 17 research research NOUN crl-16603 442 18 data datum NOUN crl-16603 442 19 management management NOUN crl-16603 442 20 services service NOUN crl-16603 442 21 : : PUNCT crl-16603 442 22 emerging emerge VERB crl-16603 442 23 trends trend NOUN crl-16603 442 24 in in ADP crl-16603 442 25 library library NOUN crl-16603 442 26 support support NOUN crl-16603 442 27 for for ADP crl-16603 442 28 research research NOUN crl-16603 442 29 , , PUNCT crl-16603 442 30 ” " PUNCT crl-16603 442 31 library library NOUN crl-16603 442 32 trends trend VERB crl-16603 442 33 61 61 NUM crl-16603 442 34 , , PUNCT crl-16603 442 35 no no NOUN crl-16603 442 36 . . 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PROPN crl-16603 442 45 cox cox PROPN crl-16603 442 46 and and CCONJ crl-16603 442 47 stephen stephen PROPN crl-16603 442 48 pinfield pinfield PROPN crl-16603 442 49 , , PUNCT crl-16603 442 50 “ " PUNCT crl-16603 442 51 research research NOUN crl-16603 442 52 data datum NOUN crl-16603 442 53 management management NOUN crl-16603 442 54 and and CCONJ crl-16603 442 55 libraries library NOUN crl-16603 442 56 : : PUNCT crl-16603 442 57 current current ADJ crl-16603 442 58 activities activity NOUN crl-16603 442 59 and and CCONJ crl-16603 442 60 future future ADJ crl-16603 442 61 priorities priority NOUN crl-16603 442 62 , , PUNCT crl-16603 442 63 ” " PUNCT crl-16603 442 64 journal journal NOUN crl-16603 442 65 of of ADP crl-16603 442 66 librarianship librarianship NOUN crl-16603 442 67 and and CCONJ crl-16603 442 68 information information NOUN crl-16603 442 69 science science NOUN crl-16603 442 70 46 46 NUM crl-16603 442 71 , , PUNCT crl-16603 442 72 no no INTJ crl-16603 442 73 . . NOUN crl-16603 442 74 4 4 NUM crl-16603 442 75 , , PUNCT crl-16603 442 76 doi:10.1177/0961000613492542 doi:10.1177/0961000613492542 NOUN crl-16603 442 77 . . PUNCT crl-16603 443 1 112 112 NUM crl-16603 443 2 . . PUNCT crl-16603 444 1 martin martin PROPN crl-16603 444 2 rein rein PROPN crl-16603 444 3 , , PUNCT crl-16603 444 4 social social ADJ crl-16603 444 5 science science NOUN crl-16603 444 6 and and CCONJ crl-16603 444 7 public public ADJ crl-16603 444 8 policy policy NOUN crl-16603 444 9 ( ( PUNCT crl-16603 444 10 new new PROPN crl-16603 444 11 york york PROPN crl-16603 444 12 , , PUNCT crl-16603 444 13 n.y n.y PROPN crl-16603 444 14 . . PROPN crl-16603 444 15 : : PUNCT crl-16603 444 16 penguin penguin NOUN crl-16603 444 17 books book NOUN crl-16603 444 18 , , PUNCT crl-16603 444 19 1976 1976 NUM crl-16603 444 20 ) ) PUNCT crl-16603 444 21 ; ; PUNCT crl-16603 444 22 e. e. PROPN crl-16603 444 23 sam sam PROPN crl-16603 444 24 overman overman PROPN crl-16603 444 25 and and CCONJ crl-16603 444 26 anthony anthony PROPN crl-16603 444 27 g. g. PROPN crl-16603 444 28 cahill cahill PROPN crl-16603 444 29 , , PUNCT crl-16603 444 30 “ " PUNCT crl-16603 444 31 information information NOUN crl-16603 444 32 policy policy NOUN crl-16603 444 33 : : PUNCT crl-16603 444 34 a a DET crl-16603 444 35 study study NOUN crl-16603 444 36 of of ADP crl-16603 444 37 values value NOUN crl-16603 444 38 in in ADP crl-16603 444 39 the the DET crl-16603 444 40 policy policy NOUN crl-16603 444 41 process process NOUN crl-16603 444 42 , , PUNCT crl-16603 444 43 ” " PUNCT crl-16603 444 44 policy policy NOUN crl-16603 444 45 studies study NOUN crl-16603 444 46 review review VERB crl-16603 444 47 9 9 NUM crl-16603 444 48 , , PUNCT crl-16603 444 49 no no INTJ crl-16603 444 50 . . NOUN crl-16603 444 51 4 4 NUM crl-16603 444 52 : : SYM crl-16603 444 53 804 804 NUM crl-16603 444 54 , , PUNCT crl-16603 444 55 doi:10.1111 doi:10.1111 PROPN crl-16603 444 56 / / SYM crl-16603 444 57 j.1541 j.1541 NOUN crl-16603 444 58 - - PUNCT crl-16603 444 59 1338.1990.tb01080.x 1338.1990.tb01080.x NUM crl-16603 444 60 . . PUNCT crl-16603 445 1 http://www.jstor.org/stable/10.1086/675331 http://www.jstor.org/stable/10.1086/675331 NOUN crl-16603 445 2 http://www.digitopoly.org/2013/10/06/harvard http://www.digitopoly.org/2013/10/06/harvard PROPN crl-16603 445 3 http://www.ala.org/rusa/sections/brass/publications/statement_hbr http://www.ala.org/rusa/sections/brass/publications/statement_hbr PROPN crl-16603 445 4 https://doi.org/10.3172/jie.22.1.44 https://doi.org/10.3172/jie.22.1.44 PROPN crl-16603 445 5 http://thehill.com/blogs/pundits-blog/209980-a-look-at-the-competitiveness-of-higher-education http://thehill.com/blogs/pundits-blog/209980-a-look-at-the-competitiveness-of-higher-education PROPN crl-16603 445 6 http://thehill.com/blogs/pundits-blog/209980-a-look-at-the-competitiveness-of-higher-education http://thehill.com/blogs/pundits-blog/209980-a-look-at-the-competitiveness-of-higher-education PROPN crl-16603 445 7 http://www.jstor.org/stable http://www.jstor.org/stable VERB crl-16603 445 8 https://groups.niso.org/apps/group_public/download.php/16064/niso%20privacy%20principles.pdf https://groups.niso.org/apps/group_public/download.php/16064/niso%20privacy%20principles.pdf PROPN crl-16603 445 9 https://groups.niso.org/apps/group_public/download.php/16064/niso%20privacy%20principles.pdf https://groups.niso.org/apps/group_public/download.php/16064/niso%20privacy%20principles.pdf PROPN crl-16603 445 10 http://alaac15.ala.org/m/node/28724 http://alaac15.ala.org/m/node/28724 PROPN crl-16603 445 11 https://doi.org/10.1016/j.lisr.2011.07.010 https://doi.org/10.1016/j.lisr.2011.07.010 PROPN crl-16603 445 12 https://library.educause.edu/~/media/files/library/2015/3/ewg1501-pdf.pdf https://library.educause.edu/~/media/files/library/2015/3/ewg1501-pdf.pdf PROPN crl-16603 445 13 https://doi.org/10.1353/lib.2013.0005 https://doi.org/10.1353/lib.2013.0005 PROPN crl-16603 445 14 https://doi.org/10.1177/0961000613492542 https://doi.org/10.1177/0961000613492542 PROPN crl-16603 446 1 https://doi.org/10.1111/j.1541-1338.1990.tb01080.x https://doi.org/10.1111/j.1541-1338.1990.tb01080.x PROPN