id sid tid token lemma pos cord-138021-9khfkyh7 1 1 key key JJ cord-138021-9khfkyh7 1 2 : : : cord-138021-9khfkyh7 1 3 cord-138021 cord-138021 NN cord-138021-9khfkyh7 1 4 - - JJ cord-138021-9khfkyh7 1 5 9khfkyh7 9khfkyh7 CD cord-138021-9khfkyh7 1 6 authors author NNS cord-138021-9khfkyh7 1 7 : : : cord-138021-9khfkyh7 1 8 Stephany Stephany NNP cord-138021-9khfkyh7 1 9 , , , cord-138021-9khfkyh7 1 10 Fabian Fabian NNP cord-138021-9khfkyh7 1 11 title title NN cord-138021-9khfkyh7 2 1 : : : cord-138021-9khfkyh7 2 2 Does do VBZ cord-138021-9khfkyh7 2 3 it -PRON- PRP cord-138021-9khfkyh7 2 4 Pay pay VB cord-138021-9khfkyh7 2 5 Off off RP cord-138021-9khfkyh7 2 6 to to TO cord-138021-9khfkyh7 2 7 Learn learn VB cord-138021-9khfkyh7 2 8 a a DT cord-138021-9khfkyh7 2 9 New New NNP cord-138021-9khfkyh7 2 10 Skill skill NN cord-138021-9khfkyh7 2 11 ? ? . cord-138021-9khfkyh7 3 1 Revealing reveal VBG cord-138021-9khfkyh7 3 2 the the DT cord-138021-9khfkyh7 3 3 Economic Economic NNP cord-138021-9khfkyh7 3 4 Benefits Benefits NNPS cord-138021-9khfkyh7 3 5 of of IN cord-138021-9khfkyh7 3 6 Cross Cross NNP cord-138021-9khfkyh7 3 7 - - JJ cord-138021-9khfkyh7 3 8 Skilling Skilling NNP cord-138021-9khfkyh7 3 9 date date NN cord-138021-9khfkyh7 4 1 : : : cord-138021-9khfkyh7 4 2 2020 2020 CD cord-138021-9khfkyh7 4 3 - - SYM cord-138021-9khfkyh7 4 4 10 10 CD cord-138021-9khfkyh7 4 5 - - SYM cord-138021-9khfkyh7 4 6 22 22 CD cord-138021-9khfkyh7 4 7 journal journal NN cord-138021-9khfkyh7 4 8 : : : cord-138021-9khfkyh7 4 9 nan nan NNP cord-138021-9khfkyh7 4 10 DOI DOI NNP cord-138021-9khfkyh7 4 11 : : : cord-138021-9khfkyh7 4 12 nan nan NNP cord-138021-9khfkyh7 4 13 sha sha NNP cord-138021-9khfkyh7 4 14 : : : cord-138021-9khfkyh7 4 15 3421e608d478161146d795752b6bcd222ed4c106 3421e608d478161146d795752b6bcd222ed4c106 CD cord-138021-9khfkyh7 4 16 doc_id doc_id CD cord-138021-9khfkyh7 5 1 : : : cord-138021-9khfkyh7 5 2 138021 138021 CD cord-138021-9khfkyh7 5 3 cord_uid cord_uid NNS cord-138021-9khfkyh7 5 4 : : : cord-138021-9khfkyh7 5 5 9khfkyh7 9khfkyh7 CD cord-138021-9khfkyh7 6 1 This this DT cord-138021-9khfkyh7 6 2 work work NN cord-138021-9khfkyh7 6 3 examines examine VBZ cord-138021-9khfkyh7 6 4 the the DT cord-138021-9khfkyh7 6 5 economic economic JJ cord-138021-9khfkyh7 6 6 benefits benefit NNS cord-138021-9khfkyh7 6 7 of of IN cord-138021-9khfkyh7 6 8 learning learn VBG cord-138021-9khfkyh7 6 9 a a DT cord-138021-9khfkyh7 6 10 new new JJ cord-138021-9khfkyh7 6 11 skill skill NN cord-138021-9khfkyh7 6 12 from from IN cord-138021-9khfkyh7 6 13 a a DT cord-138021-9khfkyh7 6 14 different different JJ cord-138021-9khfkyh7 6 15 domain domain NN cord-138021-9khfkyh7 6 16 : : : cord-138021-9khfkyh7 6 17 cross cross NN cord-138021-9khfkyh7 6 18 - - JJ cord-138021-9khfkyh7 6 19 skilling skilling JJ cord-138021-9khfkyh7 6 20 . . . cord-138021-9khfkyh7 7 1 To to TO cord-138021-9khfkyh7 7 2 assess assess VB cord-138021-9khfkyh7 7 3 this this DT cord-138021-9khfkyh7 7 4 , , , cord-138021-9khfkyh7 7 5 a a DT cord-138021-9khfkyh7 7 6 network network NN cord-138021-9khfkyh7 7 7 of of IN cord-138021-9khfkyh7 7 8 skills skill NNS cord-138021-9khfkyh7 7 9 from from IN cord-138021-9khfkyh7 7 10 the the DT cord-138021-9khfkyh7 7 11 job job NN cord-138021-9khfkyh7 7 12 profiles profile NNS cord-138021-9khfkyh7 7 13 of of IN cord-138021-9khfkyh7 7 14 4,810 4,810 CD cord-138021-9khfkyh7 7 15 online online JJ cord-138021-9khfkyh7 7 16 freelancers freelancer NNS cord-138021-9khfkyh7 7 17 is be VBZ cord-138021-9khfkyh7 7 18 constructed construct VBN cord-138021-9khfkyh7 7 19 . . . cord-138021-9khfkyh7 8 1 Based base VBN cord-138021-9khfkyh7 8 2 on on IN cord-138021-9khfkyh7 8 3 this this DT cord-138021-9khfkyh7 8 4 skill skill NN cord-138021-9khfkyh7 8 5 network network NN cord-138021-9khfkyh7 8 6 , , , cord-138021-9khfkyh7 8 7 relationships relationship NNS cord-138021-9khfkyh7 8 8 between between IN cord-138021-9khfkyh7 8 9 3,525 3,525 CD cord-138021-9khfkyh7 8 10 different different JJ cord-138021-9khfkyh7 8 11 skills skill NNS cord-138021-9khfkyh7 8 12 are be VBP cord-138021-9khfkyh7 8 13 revealed reveal VBN cord-138021-9khfkyh7 8 14 and and CC cord-138021-9khfkyh7 8 15 marginal marginal JJ cord-138021-9khfkyh7 8 16 effects effect NNS cord-138021-9khfkyh7 8 17 of of IN cord-138021-9khfkyh7 8 18 learning learn VBG cord-138021-9khfkyh7 8 19 a a DT cord-138021-9khfkyh7 8 20 new new JJ cord-138021-9khfkyh7 8 21 skill skill NN cord-138021-9khfkyh7 8 22 can can MD cord-138021-9khfkyh7 8 23 be be VB cord-138021-9khfkyh7 8 24 calculated calculate VBN cord-138021-9khfkyh7 8 25 via via IN cord-138021-9khfkyh7 8 26 workers worker NNS cord-138021-9khfkyh7 8 27 ' ' POS cord-138021-9khfkyh7 8 28 wages wage NNS cord-138021-9khfkyh7 8 29 . . . cord-138021-9khfkyh7 9 1 The the DT cord-138021-9khfkyh7 9 2 results result NNS cord-138021-9khfkyh7 9 3 indicate indicate VBP cord-138021-9khfkyh7 9 4 that that IN cord-138021-9khfkyh7 9 5 the the DT cord-138021-9khfkyh7 9 6 added add VBN cord-138021-9khfkyh7 9 7 economic economic JJ cord-138021-9khfkyh7 9 8 value value NN cord-138021-9khfkyh7 9 9 of of IN cord-138021-9khfkyh7 9 10 learning learn VBG cord-138021-9khfkyh7 9 11 a a DT cord-138021-9khfkyh7 9 12 new new JJ cord-138021-9khfkyh7 9 13 skill skill NN cord-138021-9khfkyh7 9 14 strongly strongly RB cord-138021-9khfkyh7 9 15 depends depend VBZ cord-138021-9khfkyh7 9 16 on on IN cord-138021-9khfkyh7 9 17 the the DT cord-138021-9khfkyh7 9 18 already already RB cord-138021-9khfkyh7 9 19 existing exist VBG cord-138021-9khfkyh7 9 20 skill skill NN cord-138021-9khfkyh7 9 21 bundle bundle NN cord-138021-9khfkyh7 9 22 but but CC cord-138021-9khfkyh7 9 23 that that IN cord-138021-9khfkyh7 9 24 acquiring acquire VBG cord-138021-9khfkyh7 9 25 a a DT cord-138021-9khfkyh7 9 26 skill skill NN cord-138021-9khfkyh7 9 27 from from IN cord-138021-9khfkyh7 9 28 a a DT cord-138021-9khfkyh7 9 29 different different JJ cord-138021-9khfkyh7 9 30 domain domain NN cord-138021-9khfkyh7 9 31 is be VBZ cord-138021-9khfkyh7 9 32 often often RB cord-138021-9khfkyh7 9 33 beneficial beneficial JJ cord-138021-9khfkyh7 9 34 . . . cord-138021-9khfkyh7 10 1 Likewise likewise RB cord-138021-9khfkyh7 10 2 , , , cord-138021-9khfkyh7 10 3 the the DT cord-138021-9khfkyh7 10 4 data datum NNS cord-138021-9khfkyh7 10 5 illustrate illustrate VBP cord-138021-9khfkyh7 10 6 how how WRB cord-138021-9khfkyh7 10 7 to to TO cord-138021-9khfkyh7 10 8 reveal reveal VB cord-138021-9khfkyh7 10 9 valuable valuable JJ cord-138021-9khfkyh7 10 10 skills skill NNS cord-138021-9khfkyh7 10 11 required require VBN cord-138021-9khfkyh7 10 12 for for IN cord-138021-9khfkyh7 10 13 new new JJ cord-138021-9khfkyh7 10 14 and and CC cord-138021-9khfkyh7 10 15 opaque opaque JJ cord-138021-9khfkyh7 10 16 technology technology NN cord-138021-9khfkyh7 10 17 domains domain NNS cord-138021-9khfkyh7 10 18 , , , cord-138021-9khfkyh7 10 19 such such JJ cord-138021-9khfkyh7 10 20 as as IN cord-138021-9khfkyh7 10 21 Artificial Artificial NNP cord-138021-9khfkyh7 10 22 Intelligence Intelligence NNP cord-138021-9khfkyh7 10 23 . . . cord-138021-9khfkyh7 11 1 As as IN cord-138021-9khfkyh7 11 2 technological technological JJ cord-138021-9khfkyh7 11 3 and and CC cord-138021-9khfkyh7 11 4 social social JJ cord-138021-9khfkyh7 11 5 transformation transformation NN cord-138021-9khfkyh7 11 6 is be VBZ cord-138021-9khfkyh7 11 7 reshuffling reshuffle VBG cord-138021-9khfkyh7 11 8 jobs job NNS cord-138021-9khfkyh7 11 9 ' ' POS cord-138021-9khfkyh7 11 10 task task NN cord-138021-9khfkyh7 11 11 profiles profile NNS cord-138021-9khfkyh7 11 12 at at IN cord-138021-9khfkyh7 11 13 a a DT cord-138021-9khfkyh7 11 14 fast fast JJ cord-138021-9khfkyh7 11 15 pace pace NN cord-138021-9khfkyh7 11 16 , , , cord-138021-9khfkyh7 11 17 the the DT cord-138021-9khfkyh7 11 18 findings finding NNS cord-138021-9khfkyh7 11 19 of of IN cord-138021-9khfkyh7 11 20 this this DT cord-138021-9khfkyh7 11 21 study study NN cord-138021-9khfkyh7 11 22 help help NN cord-138021-9khfkyh7 11 23 to to TO cord-138021-9khfkyh7 11 24 clarify clarify VB cord-138021-9khfkyh7 11 25 skill skill NN cord-138021-9khfkyh7 11 26 sets set NNS cord-138021-9khfkyh7 11 27 required require VBN cord-138021-9khfkyh7 11 28 for for IN cord-138021-9khfkyh7 11 29 mastering master VBG cord-138021-9khfkyh7 11 30 new new JJ cord-138021-9khfkyh7 11 31 technologies technology NNS cord-138021-9khfkyh7 11 32 and and CC cord-138021-9khfkyh7 11 33 designing design VBG cord-138021-9khfkyh7 11 34 individual individual JJ cord-138021-9khfkyh7 11 35 training training NN cord-138021-9khfkyh7 11 36 pathways pathway NNS cord-138021-9khfkyh7 11 37 . . . cord-138021-9khfkyh7 12 1 This this DT cord-138021-9khfkyh7 12 2 can can MD cord-138021-9khfkyh7 12 3 help help VB cord-138021-9khfkyh7 12 4 to to TO cord-138021-9khfkyh7 12 5 increase increase VB cord-138021-9khfkyh7 12 6 employability employability NN cord-138021-9khfkyh7 12 7 and and CC cord-138021-9khfkyh7 12 8 reduce reduce VB cord-138021-9khfkyh7 12 9 labour labour NN cord-138021-9khfkyh7 12 10 market market NN cord-138021-9khfkyh7 12 11 shortages shortage NNS cord-138021-9khfkyh7 12 12 . . . cord-138021-9khfkyh7 13 1 This this DT cord-138021-9khfkyh7 13 2 paper paper NN cord-138021-9khfkyh7 13 3 asks ask VBZ cord-138021-9khfkyh7 13 4 : : : cord-138021-9khfkyh7 13 5 Does do VBZ cord-138021-9khfkyh7 13 6 it -PRON- PRP cord-138021-9khfkyh7 13 7 pay pay VB cord-138021-9khfkyh7 13 8 - - HYPH cord-138021-9khfkyh7 13 9 off off NN cord-138021-9khfkyh7 13 10 to to TO cord-138021-9khfkyh7 13 11 learn learn VB cord-138021-9khfkyh7 13 12 something something NN cord-138021-9khfkyh7 13 13 new new JJ cord-138021-9khfkyh7 13 14 ? ? . cord-138021-9khfkyh7 14 1 It -PRON- PRP cord-138021-9khfkyh7 14 2 examines examine VBZ cord-138021-9khfkyh7 14 3 the the DT cord-138021-9khfkyh7 14 4 economic economic JJ cord-138021-9khfkyh7 14 5 benefits benefit NNS cord-138021-9khfkyh7 14 6 of of IN cord-138021-9khfkyh7 14 7 cross cross JJ cord-138021-9khfkyh7 14 8 - - JJ cord-138021-9khfkyh7 14 9 skilling skilling JJ cord-138021-9khfkyh7 14 10 ; ; : cord-138021-9khfkyh7 14 11 the the DT cord-138021-9khfkyh7 14 12 process process NN cord-138021-9khfkyh7 14 13 of of IN cord-138021-9khfkyh7 14 14 learning learn VBG cord-138021-9khfkyh7 14 15 a a DT cord-138021-9khfkyh7 14 16 new new JJ cord-138021-9khfkyh7 14 17 skill skill NN cord-138021-9khfkyh7 14 18 from from IN cord-138021-9khfkyh7 14 19 a a DT cord-138021-9khfkyh7 14 20 different different JJ cord-138021-9khfkyh7 14 21 skill skill NN cord-138021-9khfkyh7 14 22 domain domain NN cord-138021-9khfkyh7 14 23 . . . cord-138021-9khfkyh7 15 1 In in IN cord-138021-9khfkyh7 15 2 doing do VBG cord-138021-9khfkyh7 15 3 so so RB cord-138021-9khfkyh7 15 4 , , , cord-138021-9khfkyh7 15 5 this this DT cord-138021-9khfkyh7 15 6 work work NN cord-138021-9khfkyh7 15 7 leverages leverage VBZ cord-138021-9khfkyh7 15 8 data datum NNS cord-138021-9khfkyh7 15 9 of of IN cord-138021-9khfkyh7 15 10 4,810 4,810 CD cord-138021-9khfkyh7 15 11 online online JJ cord-138021-9khfkyh7 15 12 freelancers freelancer NNS cord-138021-9khfkyh7 15 13 and and CC cord-138021-9khfkyh7 15 14 their -PRON- PRP$ cord-138021-9khfkyh7 15 15 skill skill NN cord-138021-9khfkyh7 15 16 portfolios portfolio NNS cord-138021-9khfkyh7 15 17 to to TO cord-138021-9khfkyh7 15 18 create create VB cord-138021-9khfkyh7 15 19 a a DT cord-138021-9khfkyh7 15 20 network network NN cord-138021-9khfkyh7 15 21 in in IN cord-138021-9khfkyh7 15 22 which which WDT cord-138021-9khfkyh7 15 23 3,525 3,525 CD cord-138021-9khfkyh7 15 24 skills skill NNS cord-138021-9khfkyh7 15 25 are be VBP cord-138021-9khfkyh7 15 26 connected connect VBN cord-138021-9khfkyh7 15 27 if if IN cord-138021-9khfkyh7 15 28 they -PRON- PRP cord-138021-9khfkyh7 15 29 are be VBP cord-138021-9khfkyh7 15 30 jointly jointly RB cord-138021-9khfkyh7 15 31 held hold VBN cord-138021-9khfkyh7 15 32 by by IN cord-138021-9khfkyh7 15 33 the the DT cord-138021-9khfkyh7 15 34 same same JJ cord-138021-9khfkyh7 15 35 worker worker NN cord-138021-9khfkyh7 15 36 . . . cord-138021-9khfkyh7 16 1 The the DT cord-138021-9khfkyh7 16 2 findings finding NNS cord-138021-9khfkyh7 16 3 of of IN cord-138021-9khfkyh7 16 4 this this DT cord-138021-9khfkyh7 16 5 study study NN cord-138021-9khfkyh7 16 6 show show NN cord-138021-9khfkyh7 16 7 that that IN cord-138021-9khfkyh7 16 8 learning learn VBG cord-138021-9khfkyh7 16 9 a a DT cord-138021-9khfkyh7 16 10 new new JJ cord-138021-9khfkyh7 16 11 skill skill NN cord-138021-9khfkyh7 16 12 can can MD cord-138021-9khfkyh7 16 13 add add VB cord-138021-9khfkyh7 16 14 between between IN cord-138021-9khfkyh7 16 15 20 20 CD cord-138021-9khfkyh7 16 16 to to TO cord-138021-9khfkyh7 16 17 250 250 CD cord-138021-9khfkyh7 16 18 percent percent NN cord-138021-9khfkyh7 16 19 on on IN cord-138021-9khfkyh7 16 20 the the DT cord-138021-9khfkyh7 16 21 average average JJ cord-138021-9khfkyh7 16 22 worker worker NN cord-138021-9khfkyh7 16 23 wage wage NN cord-138021-9khfkyh7 16 24 . . . cord-138021-9khfkyh7 17 1 The the DT cord-138021-9khfkyh7 17 2 results result NNS cord-138021-9khfkyh7 17 3 suggest suggest VBP cord-138021-9khfkyh7 17 4 that that IN cord-138021-9khfkyh7 17 5 acquiring acquire VBG cord-138021-9khfkyh7 17 6 a a DT cord-138021-9khfkyh7 17 7 skill skill NN cord-138021-9khfkyh7 17 8 from from IN cord-138021-9khfkyh7 17 9 a a DT cord-138021-9khfkyh7 17 10 new new JJ cord-138021-9khfkyh7 17 11 profession profession NN cord-138021-9khfkyh7 17 12 could could MD cord-138021-9khfkyh7 17 13 be be VB cord-138021-9khfkyh7 17 14 of of IN cord-138021-9khfkyh7 17 15 even even RB cord-138021-9khfkyh7 17 16 higher high JJR cord-138021-9khfkyh7 17 17 economic economic JJ cord-138021-9khfkyh7 17 18 value value NN cord-138021-9khfkyh7 17 19 . . . cord-138021-9khfkyh7 18 1 However however RB cord-138021-9khfkyh7 18 2 , , , cord-138021-9khfkyh7 18 3 the the DT cord-138021-9khfkyh7 18 4 benefits benefit NNS cord-138021-9khfkyh7 18 5 of of IN cord-138021-9khfkyh7 18 6 cross cross JJ cord-138021-9khfkyh7 18 7 - - JJ cord-138021-9khfkyh7 18 8 skilling skilling JJ cord-138021-9khfkyh7 18 9 largely largely RB cord-138021-9khfkyh7 18 10 depend depend VBP cord-138021-9khfkyh7 18 11 on on IN cord-138021-9khfkyh7 18 12 the the DT cord-138021-9khfkyh7 18 13 composition composition NN cord-138021-9khfkyh7 18 14 of of IN cord-138021-9khfkyh7 18 15 the the DT cord-138021-9khfkyh7 18 16 existing exist VBG cord-138021-9khfkyh7 18 17 skill skill NN cord-138021-9khfkyh7 18 18 bundle bundle NN cord-138021-9khfkyh7 18 19 . . . cord-138021-9khfkyh7 19 1 Similarly similarly RB cord-138021-9khfkyh7 19 2 , , , cord-138021-9khfkyh7 19 3 this this DT cord-138021-9khfkyh7 19 4 work work NN cord-138021-9khfkyh7 19 5 exhibits exhibit VBZ cord-138021-9khfkyh7 19 6 how how WRB cord-138021-9khfkyh7 19 7 to to TO cord-138021-9khfkyh7 19 8 contextualise contextualise VB cord-138021-9khfkyh7 19 9 skill skill NN cord-138021-9khfkyh7 19 10 requirements requirement NNS cord-138021-9khfkyh7 19 11 for for IN cord-138021-9khfkyh7 19 12 newly newly RB cord-138021-9khfkyh7 19 13 emerging emerge VBG cord-138021-9khfkyh7 19 14 and and CC cord-138021-9khfkyh7 19 15 still still RB cord-138021-9khfkyh7 19 16 opaque opaque JJ cord-138021-9khfkyh7 19 17 technology technology NN cord-138021-9khfkyh7 19 18 domains domain NNS cord-138021-9khfkyh7 19 19 , , , cord-138021-9khfkyh7 19 20 such such JJ cord-138021-9khfkyh7 19 21 as as IN cord-138021-9khfkyh7 19 22 Artificial Artificial NNP cord-138021-9khfkyh7 19 23 Intelligence Intelligence NNP cord-138021-9khfkyh7 19 24 ( ( -LRB- cord-138021-9khfkyh7 19 25 AI AI NNP cord-138021-9khfkyh7 19 26 ) ) -RRB- cord-138021-9khfkyh7 19 27 . . . cord-138021-9khfkyh7 20 1 The the DT cord-138021-9khfkyh7 20 2 work work NN cord-138021-9khfkyh7 20 3 is be VBZ cord-138021-9khfkyh7 20 4 motivated motivate VBN cord-138021-9khfkyh7 20 5 by by IN cord-138021-9khfkyh7 20 6 the the DT cord-138021-9khfkyh7 20 7 rapidly rapidly RB cord-138021-9khfkyh7 20 8 changing change VBG cord-138021-9khfkyh7 20 9 composition composition NN cord-138021-9khfkyh7 20 10 of of IN cord-138021-9khfkyh7 20 11 occupations occupation NNS cord-138021-9khfkyh7 20 12 due due JJ cord-138021-9khfkyh7 20 13 to to IN cord-138021-9khfkyh7 20 14 task task NN cord-138021-9khfkyh7 20 15 automation automation NN cord-138021-9khfkyh7 20 16 ( ( -LRB- cord-138021-9khfkyh7 20 17 Frey Frey NNP cord-138021-9khfkyh7 20 18 & & CC cord-138021-9khfkyh7 20 19 Osborne Osborne NNP cord-138021-9khfkyh7 20 20 , , , cord-138021-9khfkyh7 20 21 2017 2017 CD cord-138021-9khfkyh7 20 22 ; ; . cord-138021-9khfkyh7 21 1 Acemoglu Acemoglu NNP cord-138021-9khfkyh7 21 2 & & CC cord-138021-9khfkyh7 21 3 Autor Autor NNP cord-138021-9khfkyh7 21 4 , , , cord-138021-9khfkyh7 21 5 2011 2011 CD cord-138021-9khfkyh7 21 6 ) ) -RRB- cord-138021-9khfkyh7 21 7 , , , cord-138021-9khfkyh7 21 8 resulting result VBG cord-138021-9khfkyh7 21 9 in in IN cord-138021-9khfkyh7 21 10 the the DT cord-138021-9khfkyh7 21 11 paradoxical paradoxical JJ cord-138021-9khfkyh7 21 12 situation situation NN cord-138021-9khfkyh7 21 13 of of IN cord-138021-9khfkyh7 21 14 simultaneous simultaneous JJ cord-138021-9khfkyh7 21 15 unemployment unemployment NN cord-138021-9khfkyh7 21 16 and and CC cord-138021-9khfkyh7 21 17 labour labour NN cord-138021-9khfkyh7 21 18 shortage shortage NN cord-138021-9khfkyh7 21 19 ( ( -LRB- cord-138021-9khfkyh7 21 20 Autor Autor NNP cord-138021-9khfkyh7 21 21 , , , cord-138021-9khfkyh7 21 22 2015 2015 CD cord-138021-9khfkyh7 21 23 ) ) -RRB- cord-138021-9khfkyh7 21 24 . . . cord-138021-9khfkyh7 22 1 A a DT cord-138021-9khfkyh7 22 2 conventional conventional JJ cord-138021-9khfkyh7 22 3 policy policy NN cord-138021-9khfkyh7 22 4 response response NN cord-138021-9khfkyh7 22 5 has have VBZ cord-138021-9khfkyh7 22 6 been be VBN cord-138021-9khfkyh7 22 7 to to TO cord-138021-9khfkyh7 22 8 align align VB cord-138021-9khfkyh7 22 9 national national JJ cord-138021-9khfkyh7 22 10 education education NN cord-138021-9khfkyh7 22 11 systems system NNS cord-138021-9khfkyh7 22 12 with with IN cord-138021-9khfkyh7 22 13 changing change VBG cord-138021-9khfkyh7 22 14 labour labour NN cord-138021-9khfkyh7 22 15 market market NN cord-138021-9khfkyh7 22 16 demand demand NN cord-138021-9khfkyh7 22 17 . . . cord-138021-9khfkyh7 23 1 This this DT cord-138021-9khfkyh7 23 2 response response NN cord-138021-9khfkyh7 23 3 is be VBZ cord-138021-9khfkyh7 23 4 increasingly increasingly RB cord-138021-9khfkyh7 23 5 ineffectual ineffectual JJ cord-138021-9khfkyh7 23 6 as as IN cord-138021-9khfkyh7 23 7 technological technological JJ cord-138021-9khfkyh7 23 8 and and CC cord-138021-9khfkyh7 23 9 social social JJ cord-138021-9khfkyh7 23 10 transformation transformation NN cord-138021-9khfkyh7 23 11 outpaces outpace VBZ cord-138021-9khfkyh7 23 12 national national JJ cord-138021-9khfkyh7 23 13 education education NN cord-138021-9khfkyh7 23 14 systems system NNS cord-138021-9khfkyh7 23 15 ( ( -LRB- cord-138021-9khfkyh7 23 16 Collins Collins NNP cord-138021-9khfkyh7 23 17 & & CC cord-138021-9khfkyh7 23 18 Halverson Halverson NNP cord-138021-9khfkyh7 23 19 , , , cord-138021-9khfkyh7 23 20 2018 2018 CD cord-138021-9khfkyh7 23 21 ) ) -RRB- cord-138021-9khfkyh7 23 22 . . . cord-138021-9khfkyh7 24 1 Workers worker NNS cord-138021-9khfkyh7 24 2 have have VBP cord-138021-9khfkyh7 24 3 to to IN cord-138021-9khfkyh7 24 4 some some DT cord-138021-9khfkyh7 24 5 extent extent NN cord-138021-9khfkyh7 24 6 begun begin VBN cord-138021-9khfkyh7 24 7 to to TO cord-138021-9khfkyh7 24 8 assume assume VB cord-138021-9khfkyh7 24 9 greater great JJR cord-138021-9khfkyh7 24 10 personal personal JJ cord-138021-9khfkyh7 24 11 responsibility responsibility NN cord-138021-9khfkyh7 24 12 for for IN cord-138021-9khfkyh7 24 13 reskilling reskilling NN cord-138021-9khfkyh7 24 14 , , , cord-138021-9khfkyh7 24 15 via via IN cord-138021-9khfkyh7 24 16 skill skill NN cord-138021-9khfkyh7 24 17 - - HYPH cord-138021-9khfkyh7 24 18 based base VBN cord-138021-9khfkyh7 24 19 online online JJ cord-138021-9khfkyh7 24 20 training training NN cord-138021-9khfkyh7 24 21 ( ( -LRB- cord-138021-9khfkyh7 24 22 Allen Allen NNP cord-138021-9khfkyh7 24 23 & & CC cord-138021-9khfkyh7 24 24 Seaman Seaman NNP cord-138021-9khfkyh7 24 25 , , , cord-138021-9khfkyh7 24 26 2015 2015 CD cord-138021-9khfkyh7 24 27 ; ; : cord-138021-9khfkyh7 24 28 Lehdonvirta Lehdonvirta NNP cord-138021-9khfkyh7 24 29 , , , cord-138021-9khfkyh7 24 30 Margaryan Margaryan NNP cord-138021-9khfkyh7 24 31 , , , cord-138021-9khfkyh7 24 32 & & CC cord-138021-9khfkyh7 24 33 Davies Davies NNP cord-138021-9khfkyh7 24 34 , , , cord-138021-9khfkyh7 24 35 2019 2019 CD cord-138021-9khfkyh7 24 36 ) ) -RRB- cord-138021-9khfkyh7 24 37 . . . cord-138021-9khfkyh7 25 1 However however RB cord-138021-9khfkyh7 25 2 , , , cord-138021-9khfkyh7 25 3 often often RB cord-138021-9khfkyh7 25 4 the the DT cord-138021-9khfkyh7 25 5 economic economic JJ cord-138021-9khfkyh7 25 6 benefits benefit NNS cord-138021-9khfkyh7 25 7 of of IN cord-138021-9khfkyh7 25 8 reskilling reskilling NN cord-138021-9khfkyh7 25 9 strategies strategy NNS cord-138021-9khfkyh7 25 10 are be VBP cord-138021-9khfkyh7 25 11 unclear unclear JJ cord-138021-9khfkyh7 25 12 and and CC cord-138021-9khfkyh7 25 13 precise precise JJ cord-138021-9khfkyh7 25 14 skill skill NN cord-138021-9khfkyh7 25 15 requirements requirement NNS cord-138021-9khfkyh7 25 16 for for IN cord-138021-9khfkyh7 25 17 mastering master VBG cord-138021-9khfkyh7 25 18 emerging emerge VBG cord-138021-9khfkyh7 25 19 technologies technology NNS cord-138021-9khfkyh7 25 20 , , , cord-138021-9khfkyh7 25 21 such such JJ cord-138021-9khfkyh7 25 22 as as IN cord-138021-9khfkyh7 25 23 AI AI NNP cord-138021-9khfkyh7 25 24 or or CC cord-138021-9khfkyh7 25 25 Big Big NNP cord-138021-9khfkyh7 25 26 Data Data NNP cord-138021-9khfkyh7 25 27 , , , cord-138021-9khfkyh7 25 28 remain remain VBP cord-138021-9khfkyh7 25 29 opaque opaque JJ cord-138021-9khfkyh7 25 30 ( ( -LRB- cord-138021-9khfkyh7 25 31 De De NNP cord-138021-9khfkyh7 25 32 Mauro Mauro NNP cord-138021-9khfkyh7 25 33 et et NNP cord-138021-9khfkyh7 25 34 al al NNP cord-138021-9khfkyh7 25 35 . . NNP cord-138021-9khfkyh7 25 36 , , , cord-138021-9khfkyh7 25 37 2018 2018 CD cord-138021-9khfkyh7 25 38 ) ) -RRB- cord-138021-9khfkyh7 25 39 . . . cord-138021-9khfkyh7 26 1 This this DT cord-138021-9khfkyh7 26 2 work work NN cord-138021-9khfkyh7 26 3 aims aim VBZ cord-138021-9khfkyh7 26 4 to to TO cord-138021-9khfkyh7 26 5 overcome overcome VB cord-138021-9khfkyh7 26 6 re re JJ cord-138021-9khfkyh7 26 7 - - JJ cord-138021-9khfkyh7 26 8 skilling skilling JJ cord-138021-9khfkyh7 26 9 limitations limitation NNS cord-138021-9khfkyh7 26 10 by by IN cord-138021-9khfkyh7 26 11 assessing assess VBG cord-138021-9khfkyh7 26 12 the the DT cord-138021-9khfkyh7 26 13 economic economic JJ cord-138021-9khfkyh7 26 14 benefit benefit NN cord-138021-9khfkyh7 26 15 of of IN cord-138021-9khfkyh7 26 16 cross cross JJ cord-138021-9khfkyh7 26 17 - - JJ cord-138021-9khfkyh7 26 18 skilling skilling JJ cord-138021-9khfkyh7 26 19 strategies strategy NNS cord-138021-9khfkyh7 26 20 and and CC cord-138021-9khfkyh7 26 21 sketching sketch VBG cord-138021-9khfkyh7 26 22 valuable valuable JJ cord-138021-9khfkyh7 26 23 training training NN cord-138021-9khfkyh7 26 24 pathways pathway NNS cord-138021-9khfkyh7 26 25 , , , cord-138021-9khfkyh7 26 26 in in IN cord-138021-9khfkyh7 26 27 reference reference NN cord-138021-9khfkyh7 26 28 to to IN cord-138021-9khfkyh7 26 29 existing exist VBG cord-138021-9khfkyh7 26 30 individual individual JJ cord-138021-9khfkyh7 26 31 skill skill NN cord-138021-9khfkyh7 26 32 sets set NNS cord-138021-9khfkyh7 26 33 . . . cord-138021-9khfkyh7 27 1 Furthermore furthermore RB cord-138021-9khfkyh7 27 2 , , , cord-138021-9khfkyh7 27 3 the the DT cord-138021-9khfkyh7 27 4 empirical empirical JJ cord-138021-9khfkyh7 27 5 relationship relationship NN cord-138021-9khfkyh7 27 6 of of IN cord-138021-9khfkyh7 27 7 digital digital JJ cord-138021-9khfkyh7 27 8 skill skill NN cord-138021-9khfkyh7 27 9 sets set NNS cord-138021-9khfkyh7 27 10 will will MD cord-138021-9khfkyh7 27 11 help help VB cord-138021-9khfkyh7 27 12 to to TO cord-138021-9khfkyh7 27 13 establish establish VB cord-138021-9khfkyh7 27 14 a a DT cord-138021-9khfkyh7 27 15 common common JJ cord-138021-9khfkyh7 27 16 taxonomy taxonomy NN cord-138021-9khfkyh7 27 17 to to TO cord-138021-9khfkyh7 27 18 be be VB cord-138021-9khfkyh7 27 19 used use VBN cord-138021-9khfkyh7 27 20 by by IN cord-138021-9khfkyh7 27 21 policy policy NN cord-138021-9khfkyh7 27 22 makers maker NNS cord-138021-9khfkyh7 27 23 , , , cord-138021-9khfkyh7 27 24 education education NN cord-138021-9khfkyh7 27 25 providers provider NNS cord-138021-9khfkyh7 27 26 , , , cord-138021-9khfkyh7 27 27 and and CC cord-138021-9khfkyh7 27 28 recruiters recruiter NNS cord-138021-9khfkyh7 27 29 , , , cord-138021-9khfkyh7 27 30 so so IN cord-138021-9khfkyh7 27 31 that that DT cord-138021-9khfkyh7 27 32 job job NN cord-138021-9khfkyh7 27 33 market market NN cord-138021-9khfkyh7 27 34 mismatches mismatch NNS cord-138021-9khfkyh7 27 35 can can MD cord-138021-9khfkyh7 27 36 be be VB cord-138021-9khfkyh7 27 37 reduced reduce VBN cord-138021-9khfkyh7 27 38 . . . cord-138021-9khfkyh7 28 1 The the DT cord-138021-9khfkyh7 28 2 know know NN cord-138021-9khfkyh7 28 3 - - HYPH cord-138021-9khfkyh7 28 4 how how NN cord-138021-9khfkyh7 28 5 of of IN cord-138021-9khfkyh7 28 6 this this DT cord-138021-9khfkyh7 28 7 real real JJ cord-138021-9khfkyh7 28 8 - - HYPH cord-138021-9khfkyh7 28 9 time time NN cord-138021-9khfkyh7 28 10 and and CC cord-138021-9khfkyh7 28 11 market market NN cord-138021-9khfkyh7 28 12 data datum NNS cord-138021-9khfkyh7 28 13 - - HYPH cord-138021-9khfkyh7 28 14 driven drive VBN cord-138021-9khfkyh7 28 15 evaluation evaluation NN cord-138021-9khfkyh7 28 16 can can MD cord-138021-9khfkyh7 28 17 be be VB cord-138021-9khfkyh7 28 18 developed develop VBN cord-138021-9khfkyh7 28 19 into into IN cord-138021-9khfkyh7 28 20 a a DT cord-138021-9khfkyh7 28 21 tool tool NN cord-138021-9khfkyh7 28 22 for for IN cord-138021-9khfkyh7 28 23 job job NN cord-138021-9khfkyh7 28 24 market market NN cord-138021-9khfkyh7 28 25 entrants entrant NNS cord-138021-9khfkyh7 28 26 and and CC cord-138021-9khfkyh7 28 27 targeted target VBN cord-138021-9khfkyh7 28 28 re re NN cord-138021-9khfkyh7 28 29 - - NN cord-138021-9khfkyh7 28 30 education education NN cord-138021-9khfkyh7 28 31 campaigns campaign NNS cord-138021-9khfkyh7 28 32 . . . cord-138021-9khfkyh7 29 1 Globally globally RB cord-138021-9khfkyh7 29 2 , , , cord-138021-9khfkyh7 29 3 the the DT cord-138021-9khfkyh7 29 4 value value NN cord-138021-9khfkyh7 29 5 of of IN cord-138021-9khfkyh7 29 6 such such PDT cord-138021-9khfkyh7 29 7 a a DT cord-138021-9khfkyh7 29 8 " " `` cord-138021-9khfkyh7 29 9 cross cross JJ cord-138021-9khfkyh7 29 10 - - JJ cord-138021-9khfkyh7 29 11 skilling skilling JJ cord-138021-9khfkyh7 29 12 compass compass NN cord-138021-9khfkyh7 29 13 " " '' cord-138021-9khfkyh7 29 14 , , , cord-138021-9khfkyh7 29 15 as as IN cord-138021-9khfkyh7 29 16 presented present VBN cord-138021-9khfkyh7 29 17 with with IN cord-138021-9khfkyh7 29 18 a a DT cord-138021-9khfkyh7 29 19 first first JJ cord-138021-9khfkyh7 29 20 interactive interactive JJ cord-138021-9khfkyh7 29 21 online online JJ cord-138021-9khfkyh7 29 22 prototype prototype NN cord-138021-9khfkyh7 29 23 for for IN cord-138021-9khfkyh7 29 24 this this DT cord-138021-9khfkyh7 29 25 project project NN cord-138021-9khfkyh7 29 26 3 3 CD cord-138021-9khfkyh7 29 27 , , , cord-138021-9khfkyh7 29 28 could could MD cord-138021-9khfkyh7 29 29 be be VB cord-138021-9khfkyh7 29 30 highest high JJS cord-138021-9khfkyh7 29 31 in in IN cord-138021-9khfkyh7 29 32 regions region NNS cord-138021-9khfkyh7 29 33 where where WRB cord-138021-9khfkyh7 29 34 traditional traditional JJ cord-138021-9khfkyh7 29 35 education education NN cord-138021-9khfkyh7 29 36 infrastructure infrastructure NN cord-138021-9khfkyh7 29 37 is be VBZ cord-138021-9khfkyh7 29 38 lagging lag VBG cord-138021-9khfkyh7 29 39 behind behind RB cord-138021-9khfkyh7 29 40 . . . cord-138021-9khfkyh7 30 1 The the DT cord-138021-9khfkyh7 30 2 remainder remainder NN cord-138021-9khfkyh7 30 3 of of IN cord-138021-9khfkyh7 30 4 this this DT cord-138021-9khfkyh7 30 5 study study NN cord-138021-9khfkyh7 30 6 is be VBZ cord-138021-9khfkyh7 30 7 organised organise VBN cord-138021-9khfkyh7 30 8 as as IN cord-138021-9khfkyh7 30 9 follows follow VBZ cord-138021-9khfkyh7 30 10 : : : cord-138021-9khfkyh7 31 1 In in IN cord-138021-9khfkyh7 31 2 the the DT cord-138021-9khfkyh7 31 3 next next JJ cord-138021-9khfkyh7 31 4 section section NN cord-138021-9khfkyh7 31 5 , , , cord-138021-9khfkyh7 31 6 a a DT cord-138021-9khfkyh7 31 7 literature literature NN cord-138021-9khfkyh7 31 8 review review NN cord-138021-9khfkyh7 31 9 embeds embed VBZ cord-138021-9khfkyh7 31 10 the the DT cord-138021-9khfkyh7 31 11 work work NN cord-138021-9khfkyh7 31 12 into into IN cord-138021-9khfkyh7 31 13 discussions discussion NNS cord-138021-9khfkyh7 31 14 on on IN cord-138021-9khfkyh7 31 15 automation automation NN cord-138021-9khfkyh7 31 16 of of IN cord-138021-9khfkyh7 31 17 tasks task NNS cord-138021-9khfkyh7 31 18 and and CC cord-138021-9khfkyh7 31 19 personalisation personalisation NN cord-138021-9khfkyh7 31 20 of of IN cord-138021-9khfkyh7 31 21 training training NN cord-138021-9khfkyh7 31 22 . . . cord-138021-9khfkyh7 32 1 Section section NN cord-138021-9khfkyh7 32 2 two two CD cord-138021-9khfkyh7 32 3 illustrates illustrate VBZ cord-138021-9khfkyh7 32 4 the the DT cord-138021-9khfkyh7 32 5 approach approach NN cord-138021-9khfkyh7 32 6 of of IN cord-138021-9khfkyh7 32 7 the the DT cord-138021-9khfkyh7 32 8 work work NN cord-138021-9khfkyh7 32 9 and and CC cord-138021-9khfkyh7 32 10 highlights highlight VBZ cord-138021-9khfkyh7 32 11 the the DT cord-138021-9khfkyh7 32 12 importance importance NN cord-138021-9khfkyh7 32 13 of of IN cord-138021-9khfkyh7 32 14 skill skill NN cord-138021-9khfkyh7 32 15 diversity diversity NN cord-138021-9khfkyh7 32 16 . . . cord-138021-9khfkyh7 33 1 Section section NN cord-138021-9khfkyh7 33 2 four four CD cord-138021-9khfkyh7 33 3 presents present VBZ cord-138021-9khfkyh7 33 4 the the DT cord-138021-9khfkyh7 33 5 data datum NNS cord-138021-9khfkyh7 33 6 collected collect VBN cord-138021-9khfkyh7 33 7 and and CC cord-138021-9khfkyh7 33 8 the the DT cord-138021-9khfkyh7 33 9 methods method NNS cord-138021-9khfkyh7 33 10 . . . cord-138021-9khfkyh7 34 1 Section section NN cord-138021-9khfkyh7 34 2 five five CD cord-138021-9khfkyh7 34 3 summarises summarise VBZ cord-138021-9khfkyh7 35 1 the the DT cord-138021-9khfkyh7 35 2 results result NNS cord-138021-9khfkyh7 35 3 and and CC cord-138021-9khfkyh7 35 4 section section NN cord-138021-9khfkyh7 35 5 six six CD cord-138021-9khfkyh7 35 6 concludes conclude VBZ cord-138021-9khfkyh7 35 7 with with IN cord-138021-9khfkyh7 35 8 policy policy NN cord-138021-9khfkyh7 35 9 implications implication NNS cord-138021-9khfkyh7 35 10 and and CC cord-138021-9khfkyh7 35 11 possible possible JJ cord-138021-9khfkyh7 35 12 extensions extension NNS cord-138021-9khfkyh7 35 13 of of IN cord-138021-9khfkyh7 35 14 the the DT cord-138021-9khfkyh7 35 15 work work NN cord-138021-9khfkyh7 35 16 . . . cord-138021-9khfkyh7 36 1 The the DT cord-138021-9khfkyh7 36 2 periodic periodic JJ cord-138021-9khfkyh7 36 3 warning warning NN cord-138021-9khfkyh7 36 4 that that IN cord-138021-9khfkyh7 36 5 automation automation NN cord-138021-9khfkyh7 36 6 and and CC cord-138021-9khfkyh7 36 7 new new JJ cord-138021-9khfkyh7 36 8 technologies technology NNS cord-138021-9khfkyh7 36 9 are be VBP cord-138021-9khfkyh7 36 10 going go VBG cord-138021-9khfkyh7 36 11 to to TO cord-138021-9khfkyh7 36 12 terminate terminate VB cord-138021-9khfkyh7 36 13 large large JJ cord-138021-9khfkyh7 36 14 numbers number NNS cord-138021-9khfkyh7 36 15 of of IN cord-138021-9khfkyh7 36 16 jobs job NNS cord-138021-9khfkyh7 36 17 is be VBZ cord-138021-9khfkyh7 36 18 a a DT cord-138021-9khfkyh7 36 19 recurring recur VBG cord-138021-9khfkyh7 36 20 theme theme NN cord-138021-9khfkyh7 36 21 in in IN cord-138021-9khfkyh7 36 22 economic economic JJ cord-138021-9khfkyh7 36 23 literature literature NN cord-138021-9khfkyh7 36 24 ( ( -LRB- cord-138021-9khfkyh7 36 25 Frey Frey NNP cord-138021-9khfkyh7 36 26 & & CC cord-138021-9khfkyh7 36 27 Osborne Osborne NNP cord-138021-9khfkyh7 36 28 , , , cord-138021-9khfkyh7 36 29 2017 2017 CD cord-138021-9khfkyh7 36 30 ; ; : cord-138021-9khfkyh7 36 31 Brynjolfsson Brynjolfsson NNP cord-138021-9khfkyh7 36 32 & & CC cord-138021-9khfkyh7 36 33 McAfee McAfee NNP cord-138021-9khfkyh7 36 34 , , , cord-138021-9khfkyh7 36 35 2014 2014 CD cord-138021-9khfkyh7 36 36 ; ; : cord-138021-9khfkyh7 36 37 Acemoglu Acemoglu NNP cord-138021-9khfkyh7 36 38 & & CC cord-138021-9khfkyh7 36 39 Autor Autor NNP cord-138021-9khfkyh7 36 40 , , , cord-138021-9khfkyh7 36 41 2011 2011 CD cord-138021-9khfkyh7 36 42 ) ) -RRB- cord-138021-9khfkyh7 36 43 . . . cord-138021-9khfkyh7 37 1 A a DT cord-138021-9khfkyh7 37 2 popular popular JJ cord-138021-9khfkyh7 37 3 early early JJ cord-138021-9khfkyh7 37 4 historical historical JJ cord-138021-9khfkyh7 37 5 example example NN cord-138021-9khfkyh7 37 6 is be VBZ cord-138021-9khfkyh7 37 7 the the DT cord-138021-9khfkyh7 37 8 Luddite luddite JJ cord-138021-9khfkyh7 37 9 movement movement NN cord-138021-9khfkyh7 37 10 of of IN cord-138021-9khfkyh7 37 11 the the DT cord-138021-9khfkyh7 37 12 early early JJ cord-138021-9khfkyh7 37 13 19th 19th JJ cord-138021-9khfkyh7 37 14 century century NN cord-138021-9khfkyh7 37 15 : : : cord-138021-9khfkyh7 37 16 A a DT cord-138021-9khfkyh7 37 17 group group NN cord-138021-9khfkyh7 37 18 of of IN cord-138021-9khfkyh7 37 19 textile textile NN cord-138021-9khfkyh7 37 20 artisans artisan NNS cord-138021-9khfkyh7 37 21 in in IN cord-138021-9khfkyh7 37 22 England England NNP cord-138021-9khfkyh7 37 23 protested protest VBD cord-138021-9khfkyh7 37 24 the the DT cord-138021-9khfkyh7 37 25 automation automation NN cord-138021-9khfkyh7 37 26 of of IN cord-138021-9khfkyh7 37 27 their -PRON- PRP$ cord-138021-9khfkyh7 37 28 industry industry NN cord-138021-9khfkyh7 37 29 by by IN cord-138021-9khfkyh7 37 30 seeking seek VBG cord-138021-9khfkyh7 37 31 to to TO cord-138021-9khfkyh7 37 32 destroy destroy VB cord-138021-9khfkyh7 37 33 some some DT cord-138021-9khfkyh7 37 34 of of IN cord-138021-9khfkyh7 37 35 the the DT cord-138021-9khfkyh7 37 36 machines machine NNS cord-138021-9khfkyh7 37 37 . . . cord-138021-9khfkyh7 38 1 In in IN cord-138021-9khfkyh7 38 2 contrast contrast NN cord-138021-9khfkyh7 38 3 to to IN cord-138021-9khfkyh7 38 4 recurring recurring JJ cord-138021-9khfkyh7 38 5 fears fear NNS cord-138021-9khfkyh7 38 6 of of IN cord-138021-9khfkyh7 38 7 mass mass NN cord-138021-9khfkyh7 38 8 unemployment unemployment NN cord-138021-9khfkyh7 38 9 , , , cord-138021-9khfkyh7 38 10 current current JJ cord-138021-9khfkyh7 38 11 literature literature NN cord-138021-9khfkyh7 38 12 shows show VBZ cord-138021-9khfkyh7 38 13 that that IN cord-138021-9khfkyh7 38 14 the the DT cord-138021-9khfkyh7 38 15 ( ( -LRB- cord-138021-9khfkyh7 38 16 digital digital NNP cord-138021-9khfkyh7 38 17 ) ) -RRB- cord-138021-9khfkyh7 38 18 technology technology NN cord-138021-9khfkyh7 38 19 revolution revolution NN cord-138021-9khfkyh7 38 20 , , , cord-138021-9khfkyh7 38 21 rather rather RB cord-138021-9khfkyh7 38 22 automates automate VBZ cord-138021-9khfkyh7 38 23 tasks task NNS cord-138021-9khfkyh7 38 24 than than IN cord-138021-9khfkyh7 38 25 vanishing vanish VBG cord-138021-9khfkyh7 38 26 entire entire JJ cord-138021-9khfkyh7 38 27 occupations occupation NNS cord-138021-9khfkyh7 38 28 ( ( -LRB- cord-138021-9khfkyh7 38 29 Autor Autor NNP cord-138021-9khfkyh7 38 30 , , , cord-138021-9khfkyh7 38 31 2015 2015 CD cord-138021-9khfkyh7 38 32 ) ) -RRB- cord-138021-9khfkyh7 38 33 . . . cord-138021-9khfkyh7 39 1 In in IN cord-138021-9khfkyh7 39 2 this this DT cord-138021-9khfkyh7 39 3 process process NN cord-138021-9khfkyh7 39 4 , , , cord-138021-9khfkyh7 39 5 technological technological JJ cord-138021-9khfkyh7 39 6 and and CC cord-138021-9khfkyh7 39 7 social social JJ cord-138021-9khfkyh7 39 8 transformation transformation NN cord-138021-9khfkyh7 39 9 change change VB cord-138021-9khfkyh7 39 10 the the DT cord-138021-9khfkyh7 39 11 skill skill NN cord-138021-9khfkyh7 39 12 composition composition NN cord-138021-9khfkyh7 39 13 of of IN cord-138021-9khfkyh7 39 14 professions profession NNS cord-138021-9khfkyh7 39 15 ( ( -LRB- cord-138021-9khfkyh7 39 16 Acemoglu Acemoglu NNP cord-138021-9khfkyh7 39 17 & & CC cord-138021-9khfkyh7 39 18 Autor Autor NNP cord-138021-9khfkyh7 39 19 , , , cord-138021-9khfkyh7 39 20 2011 2011 CD cord-138021-9khfkyh7 39 21 ) ) -RRB- cord-138021-9khfkyh7 39 22 . . . cord-138021-9khfkyh7 40 1 The the DT cord-138021-9khfkyh7 40 2 work work NN cord-138021-9khfkyh7 40 3 that that WDT cord-138021-9khfkyh7 40 4 is be VBZ cord-138021-9khfkyh7 40 5 thereby thereby RB cord-138021-9khfkyh7 40 6 eliminated eliminate VBN cord-138021-9khfkyh7 40 7 has have VBZ cord-138021-9khfkyh7 40 8 different different JJ cord-138021-9khfkyh7 40 9 skill skill NN cord-138021-9khfkyh7 40 10 requirements requirement NNS cord-138021-9khfkyh7 40 11 than than IN cord-138021-9khfkyh7 40 12 the the DT cord-138021-9khfkyh7 40 13 newly newly RB cord-138021-9khfkyh7 40 14 created create VBN cord-138021-9khfkyh7 40 15 jobs job NNS cord-138021-9khfkyh7 40 16 , , , cord-138021-9khfkyh7 40 17 resulting result VBG cord-138021-9khfkyh7 40 18 in in IN cord-138021-9khfkyh7 40 19 the the DT cord-138021-9khfkyh7 40 20 paradoxical paradoxical JJ cord-138021-9khfkyh7 40 21 situation situation NN cord-138021-9khfkyh7 40 22 of of IN cord-138021-9khfkyh7 40 23 simultaneous simultaneous JJ cord-138021-9khfkyh7 40 24 unemployment unemployment NN cord-138021-9khfkyh7 40 25 and and CC cord-138021-9khfkyh7 40 26 labour labour NN cord-138021-9khfkyh7 40 27 shortage shortage NN cord-138021-9khfkyh7 40 28 ( ( -LRB- cord-138021-9khfkyh7 40 29 Autor Autor NNP cord-138021-9khfkyh7 40 30 , , , cord-138021-9khfkyh7 40 31 2015 2015 CD cord-138021-9khfkyh7 40 32 ) ) -RRB- cord-138021-9khfkyh7 40 33 . . . cord-138021-9khfkyh7 41 1 As as IN cord-138021-9khfkyh7 41 2 the the DT cord-138021-9khfkyh7 41 3 pace pace NN cord-138021-9khfkyh7 41 4 of of IN cord-138021-9khfkyh7 41 5 technological technological JJ cord-138021-9khfkyh7 41 6 and and CC cord-138021-9khfkyh7 41 7 social social JJ cord-138021-9khfkyh7 41 8 change change NN cord-138021-9khfkyh7 41 9 accelerates accelerate VBZ cord-138021-9khfkyh7 41 10 , , , cord-138021-9khfkyh7 41 11 the the DT cord-138021-9khfkyh7 41 12 skills skill NNS cord-138021-9khfkyh7 41 13 gap gap NN cord-138021-9khfkyh7 41 14 grows grow VBZ cord-138021-9khfkyh7 41 15 rapidly rapidly RB cord-138021-9khfkyh7 41 16 ( ( -LRB- cord-138021-9khfkyh7 41 17 Milano Milano NNP cord-138021-9khfkyh7 41 18 , , , cord-138021-9khfkyh7 41 19 2019 2019 CD cord-138021-9khfkyh7 41 20 ) ) -RRB- cord-138021-9khfkyh7 41 21 . . . cord-138021-9khfkyh7 42 1 History history NN cord-138021-9khfkyh7 42 2 suggests suggest VBZ cord-138021-9khfkyh7 42 3 that that IN cord-138021-9khfkyh7 42 4 the the DT cord-138021-9khfkyh7 42 5 skills skill NNS cord-138021-9khfkyh7 42 6 gap gap NN cord-138021-9khfkyh7 42 7 , , , cord-138021-9khfkyh7 42 8 even even RB cord-138021-9khfkyh7 42 9 more more RBR cord-138021-9khfkyh7 42 10 so so RB cord-138021-9khfkyh7 42 11 than than IN cord-138021-9khfkyh7 42 12 the the DT cord-138021-9khfkyh7 42 13 elimination elimination NN cord-138021-9khfkyh7 42 14 of of IN cord-138021-9khfkyh7 42 15 jobs job NNS cord-138021-9khfkyh7 42 16 per per FW cord-138021-9khfkyh7 42 17 se se FW cord-138021-9khfkyh7 42 18 , , , cord-138021-9khfkyh7 42 19 causes cause VBZ cord-138021-9khfkyh7 42 20 heightened heighten VBD cord-138021-9khfkyh7 42 21 economic economic JJ cord-138021-9khfkyh7 42 22 inequality inequality NN cord-138021-9khfkyh7 42 23 ( ( -LRB- cord-138021-9khfkyh7 42 24 Card Card NNP cord-138021-9khfkyh7 42 25 & & CC cord-138021-9khfkyh7 42 26 DiNardo DiNardo NNP cord-138021-9khfkyh7 42 27 , , , cord-138021-9khfkyh7 42 28 2002 2002 CD cord-138021-9khfkyh7 42 29 ) ) -RRB- cord-138021-9khfkyh7 42 30 and and CC cord-138021-9khfkyh7 42 31 retards retards VBP cord-138021-9khfkyh7 42 32 firm firm JJ cord-138021-9khfkyh7 42 33 growth growth NN cord-138021-9khfkyh7 42 34 ( ( -LRB- cord-138021-9khfkyh7 42 35 Krueger Krueger NNP cord-138021-9khfkyh7 42 36 & & CC cord-138021-9khfkyh7 42 37 Kumar Kumar NNP cord-138021-9khfkyh7 42 38 , , , cord-138021-9khfkyh7 42 39 2004 2004 CD cord-138021-9khfkyh7 42 40 ) ) -RRB- cord-138021-9khfkyh7 42 41 during during IN cord-138021-9khfkyh7 42 42 times time NNS cord-138021-9khfkyh7 42 43 of of IN cord-138021-9khfkyh7 42 44 technological technological JJ cord-138021-9khfkyh7 42 45 and and CC cord-138021-9khfkyh7 42 46 social social JJ cord-138021-9khfkyh7 42 47 transformation transformation NN cord-138021-9khfkyh7 42 48 . . . cord-138021-9khfkyh7 43 1 More more RBR cord-138021-9khfkyh7 43 2 fundamentally fundamentally RB cord-138021-9khfkyh7 43 3 , , , cord-138021-9khfkyh7 43 4 the the DT cord-138021-9khfkyh7 43 5 very very JJ cord-138021-9khfkyh7 43 6 notion notion NN cord-138021-9khfkyh7 43 7 of of IN cord-138021-9khfkyh7 43 8 occupations occupation NNS cord-138021-9khfkyh7 43 9 is be VBZ cord-138021-9khfkyh7 43 10 increasingly increasingly RB cord-138021-9khfkyh7 43 11 problematic problematic JJ cord-138021-9khfkyh7 43 12 in in IN cord-138021-9khfkyh7 43 13 large large JJ cord-138021-9khfkyh7 43 14 sectors sector NNS cord-138021-9khfkyh7 43 15 of of IN cord-138021-9khfkyh7 43 16 the the DT cord-138021-9khfkyh7 43 17 economy economy NN cord-138021-9khfkyh7 43 18 . . . cord-138021-9khfkyh7 44 1 The the DT cord-138021-9khfkyh7 44 2 contemporary contemporary JJ cord-138021-9khfkyh7 44 3 notion notion NN cord-138021-9khfkyh7 44 4 of of IN cord-138021-9khfkyh7 44 5 occupations occupation NNS cord-138021-9khfkyh7 44 6 arose arise VBD cord-138021-9khfkyh7 44 7 from from IN cord-138021-9khfkyh7 44 8 the the DT cord-138021-9khfkyh7 44 9 industrial industrial JJ cord-138021-9khfkyh7 44 10 revolution revolution NN cord-138021-9khfkyh7 44 11 , , , cord-138021-9khfkyh7 44 12 as as IN cord-138021-9khfkyh7 44 13 mass mass NN cord-138021-9khfkyh7 44 14 production production NN cord-138021-9khfkyh7 44 15 required require VBD cord-138021-9khfkyh7 44 16 large large JJ cord-138021-9khfkyh7 44 17 numbers number NNS cord-138021-9khfkyh7 44 18 of of IN cord-138021-9khfkyh7 44 19 workers worker NNS cord-138021-9khfkyh7 44 20 with with IN cord-138021-9khfkyh7 44 21 uniform uniform JJ cord-138021-9khfkyh7 44 22 bundles bundle NNS cord-138021-9khfkyh7 44 23 of of IN cord-138021-9khfkyh7 44 24 skills skill NNS cord-138021-9khfkyh7 44 25 ( ( -LRB- cord-138021-9khfkyh7 44 26 Featherman Featherman NNP cord-138021-9khfkyh7 44 27 & & CC cord-138021-9khfkyh7 44 28 Hauser Hauser NNP cord-138021-9khfkyh7 44 29 , , , cord-138021-9khfkyh7 44 30 1979 1979 CD cord-138021-9khfkyh7 44 31 ) ) -RRB- cord-138021-9khfkyh7 44 32 . . . cord-138021-9khfkyh7 45 1 But but CC cord-138021-9khfkyh7 45 2 today today NN cord-138021-9khfkyh7 45 3 's 's POS cord-138021-9khfkyh7 45 4 knowledge knowledge NN cord-138021-9khfkyh7 45 5 workers worker NNS cord-138021-9khfkyh7 45 6 strive strive VBP cord-138021-9khfkyh7 45 7 to to TO cord-138021-9khfkyh7 45 8 build build VB cord-138021-9khfkyh7 45 9 unique unique JJ cord-138021-9khfkyh7 45 10 specialisms specialism NNS cord-138021-9khfkyh7 45 11 and and CC cord-138021-9khfkyh7 45 12 combinations combination NNS cord-138021-9khfkyh7 45 13 of of IN cord-138021-9khfkyh7 45 14 skills skill NNS cord-138021-9khfkyh7 45 15 that that WDT cord-138021-9khfkyh7 45 16 differentiate differentiate VBP cord-138021-9khfkyh7 45 17 them -PRON- PRP cord-138021-9khfkyh7 45 18 from from IN cord-138021-9khfkyh7 45 19 other other JJ cord-138021-9khfkyh7 45 20 workers worker NNS cord-138021-9khfkyh7 45 21 ( ( -LRB- cord-138021-9khfkyh7 45 22 Hendarman Hendarman NNP cord-138021-9khfkyh7 45 23 & & CC cord-138021-9khfkyh7 45 24 Tjakraatmadja Tjakraatmadja NNP cord-138021-9khfkyh7 45 25 , , , cord-138021-9khfkyh7 45 26 2012 2012 CD cord-138021-9khfkyh7 45 27 ) ) -RRB- cord-138021-9khfkyh7 45 28 . . . cord-138021-9khfkyh7 46 1 Even even RB cord-138021-9khfkyh7 46 2 low low JJ cord-138021-9khfkyh7 46 3 - - HYPH cord-138021-9khfkyh7 46 4 end end NN cord-138021-9khfkyh7 46 5 service service NN cord-138021-9khfkyh7 46 6 workers worker NNS cord-138021-9khfkyh7 46 7 can can MD cord-138021-9khfkyh7 46 8 end end VB cord-138021-9khfkyh7 46 9 up up RP cord-138021-9khfkyh7 46 10 developing develop VBG cord-138021-9khfkyh7 46 11 extremely extremely RB cord-138021-9khfkyh7 46 12 heterogeneous heterogeneous JJ cord-138021-9khfkyh7 46 13 skill skill NN cord-138021-9khfkyh7 46 14 sets set NNS cord-138021-9khfkyh7 46 15 , , , cord-138021-9khfkyh7 46 16 because because IN cord-138021-9khfkyh7 46 17 they -PRON- PRP cord-138021-9khfkyh7 46 18 cobble cobble VBP cord-138021-9khfkyh7 46 19 together together RB cord-138021-9khfkyh7 46 20 incomes income NNS cord-138021-9khfkyh7 46 21 from from IN cord-138021-9khfkyh7 46 22 idiosyncratic idiosyncratic JJ cord-138021-9khfkyh7 46 23 combinations combination NNS cord-138021-9khfkyh7 46 24 of of IN cord-138021-9khfkyh7 46 25 gigs gig NNS cord-138021-9khfkyh7 46 26 ranging range VBG cord-138021-9khfkyh7 46 27 from from IN cord-138021-9khfkyh7 46 28 coffee coffee NN cord-138021-9khfkyh7 46 29 serving serve VBG cord-138021-9khfkyh7 46 30 to to IN cord-138021-9khfkyh7 46 31 Uber Uber NNP cord-138021-9khfkyh7 46 32 driving driving NN cord-138021-9khfkyh7 46 33 ( ( -LRB- cord-138021-9khfkyh7 46 34 Fuller full JJR cord-138021-9khfkyh7 46 35 , , , cord-138021-9khfkyh7 46 36 Kerr Kerr NNP cord-138021-9khfkyh7 46 37 , , , cord-138021-9khfkyh7 46 38 & & CC cord-138021-9khfkyh7 46 39 Kreitzberg Kreitzberg NNP cord-138021-9khfkyh7 46 40 , , , cord-138021-9khfkyh7 46 41 2019 2019 CD cord-138021-9khfkyh7 46 42 ) ) -RRB- cord-138021-9khfkyh7 46 43 . . . cord-138021-9khfkyh7 47 1 Tracking track VBG cord-138021-9khfkyh7 47 2 labour labour NN cord-138021-9khfkyh7 47 3 demand demand NN cord-138021-9khfkyh7 47 4 in in IN cord-138021-9khfkyh7 47 5 terms term NNS cord-138021-9khfkyh7 47 6 of of IN cord-138021-9khfkyh7 47 7 occupations occupation NNS cord-138021-9khfkyh7 47 8 assumed assume VBN cord-138021-9khfkyh7 47 9 to to TO cord-138021-9khfkyh7 47 10 consist consist VB cord-138021-9khfkyh7 47 11 of of IN cord-138021-9khfkyh7 47 12 uniform uniform JJ cord-138021-9khfkyh7 47 13 bundles bundle NNS cord-138021-9khfkyh7 47 14 of of IN cord-138021-9khfkyh7 47 15 skills skill NNS cord-138021-9khfkyh7 47 16 therefore therefore RB cord-138021-9khfkyh7 47 17 fails fail VBZ cord-138021-9khfkyh7 47 18 to to TO cord-138021-9khfkyh7 47 19 produce produce VB cord-138021-9khfkyh7 47 20 the the DT cord-138021-9khfkyh7 47 21 kind kind NN cord-138021-9khfkyh7 47 22 of of IN cord-138021-9khfkyh7 47 23 information information NN cord-138021-9khfkyh7 47 24 that that IN cord-138021-9khfkyh7 47 25 individual individual JJ cord-138021-9khfkyh7 47 26 , , , cord-138021-9khfkyh7 47 27 corporate corporate JJ cord-138021-9khfkyh7 47 28 , , , cord-138021-9khfkyh7 47 29 and and CC cord-138021-9khfkyh7 47 30 national national JJ cord-138021-9khfkyh7 47 31 decision decision NN cord-138021-9khfkyh7 47 32 makers maker NNS cord-138021-9khfkyh7 47 33 need need VBP cord-138021-9khfkyh7 47 34 to to TO cord-138021-9khfkyh7 47 35 successfully successfully RB cord-138021-9khfkyh7 47 36 overcome overcome VB cord-138021-9khfkyh7 47 37 the the DT cord-138021-9khfkyh7 47 38 skills skill NNS cord-138021-9khfkyh7 47 39 gap gap NN cord-138021-9khfkyh7 47 40 . . . cord-138021-9khfkyh7 48 1 A a DT cord-138021-9khfkyh7 48 2 conventional conventional JJ cord-138021-9khfkyh7 48 3 policy policy NN cord-138021-9khfkyh7 48 4 response response NN cord-138021-9khfkyh7 48 5 to to IN cord-138021-9khfkyh7 48 6 closing close VBG cord-138021-9khfkyh7 48 7 the the DT cord-138021-9khfkyh7 48 8 skill skill NN cord-138021-9khfkyh7 48 9 gap gap NN cord-138021-9khfkyh7 48 10 has have VBZ cord-138021-9khfkyh7 48 11 been be VBN cord-138021-9khfkyh7 48 12 to to TO cord-138021-9khfkyh7 48 13 align align VB cord-138021-9khfkyh7 48 14 national national JJ cord-138021-9khfkyh7 48 15 education education NN cord-138021-9khfkyh7 48 16 systems system NNS cord-138021-9khfkyh7 48 17 with with IN cord-138021-9khfkyh7 48 18 changing change VBG cord-138021-9khfkyh7 48 19 labour labour NN cord-138021-9khfkyh7 48 20 market market NN cord-138021-9khfkyh7 48 21 demand demand NN cord-138021-9khfkyh7 48 22 . . . cord-138021-9khfkyh7 49 1 This this DT cord-138021-9khfkyh7 49 2 response response NN cord-138021-9khfkyh7 49 3 is be VBZ cord-138021-9khfkyh7 49 4 increasingly increasingly RB cord-138021-9khfkyh7 49 5 ineffectual ineffectual JJ cord-138021-9khfkyh7 49 6 as as IN cord-138021-9khfkyh7 49 7 technological technological JJ cord-138021-9khfkyh7 49 8 and and CC cord-138021-9khfkyh7 49 9 social social JJ cord-138021-9khfkyh7 49 10 transformation transformation NN cord-138021-9khfkyh7 49 11 outpaces outpace VBZ cord-138021-9khfkyh7 49 12 national national JJ cord-138021-9khfkyh7 49 13 education education NN cord-138021-9khfkyh7 49 14 systems system NNS cord-138021-9khfkyh7 49 15 ( ( -LRB- cord-138021-9khfkyh7 49 16 Collins Collins NNP cord-138021-9khfkyh7 49 17 & & CC cord-138021-9khfkyh7 49 18 Halverson Halverson NNP cord-138021-9khfkyh7 49 19 , , , cord-138021-9khfkyh7 49 20 2018 2018 CD cord-138021-9khfkyh7 49 21 ) ) -RRB- cord-138021-9khfkyh7 49 22 . . . cord-138021-9khfkyh7 50 1 Large large JJ cord-138021-9khfkyh7 50 2 employers employer NNS cord-138021-9khfkyh7 50 3 are be VBP cord-138021-9khfkyh7 50 4 likewise likewise RB cord-138021-9khfkyh7 50 5 struggling struggle VBG cord-138021-9khfkyh7 50 6 to to TO cord-138021-9khfkyh7 50 7 keep keep VB cord-138021-9khfkyh7 50 8 their -PRON- PRP$ cord-138021-9khfkyh7 50 9 workforces workforce NNS cord-138021-9khfkyh7 50 10 ' ' POS cord-138021-9khfkyh7 50 11 skills skill NNS cord-138021-9khfkyh7 50 12 up up IN cord-138021-9khfkyh7 50 13 to to IN cord-138021-9khfkyh7 50 14 date date NN cord-138021-9khfkyh7 50 15 ( ( -LRB- cord-138021-9khfkyh7 50 16 Illanes Illanes NNPS cord-138021-9khfkyh7 50 17 et et NNP cord-138021-9khfkyh7 50 18 al al NNP cord-138021-9khfkyh7 50 19 . . NNP cord-138021-9khfkyh7 50 20 , , , cord-138021-9khfkyh7 50 21 2018 2018 CD cord-138021-9khfkyh7 50 22 ) ) -RRB- cord-138021-9khfkyh7 50 23 . . . cord-138021-9khfkyh7 51 1 Workers worker NNS cord-138021-9khfkyh7 51 2 have have VBP cord-138021-9khfkyh7 51 3 to to IN cord-138021-9khfkyh7 51 4 some some DT cord-138021-9khfkyh7 51 5 extent extent NN cord-138021-9khfkyh7 51 6 begun begin VBN cord-138021-9khfkyh7 51 7 to to TO cord-138021-9khfkyh7 51 8 assume assume VB cord-138021-9khfkyh7 51 9 greater great JJR cord-138021-9khfkyh7 51 10 personal personal JJ cord-138021-9khfkyh7 51 11 responsibility responsibility NN cord-138021-9khfkyh7 51 12 for for IN cord-138021-9khfkyh7 51 13 reskilling reskilling NN cord-138021-9khfkyh7 51 14 , , , cord-138021-9khfkyh7 51 15 via via IN cord-138021-9khfkyh7 51 16 online online JJ cord-138021-9khfkyh7 51 17 courses course NNS cord-138021-9khfkyh7 51 18 , , , cord-138021-9khfkyh7 51 19 distance distance NN cord-138021-9khfkyh7 51 20 education education NN cord-138021-9khfkyh7 51 21 tools tool NNS cord-138021-9khfkyh7 51 22 , , , cord-138021-9khfkyh7 51 23 and and CC cord-138021-9khfkyh7 51 24 entrepreneurial entrepreneurial JJ cord-138021-9khfkyh7 51 25 approaches approach NNS cord-138021-9khfkyh7 51 26 to to TO cord-138021-9khfkyh7 51 27 work work VB cord-138021-9khfkyh7 51 28 ( ( -LRB- cord-138021-9khfkyh7 51 29 Allen Allen NNP cord-138021-9khfkyh7 51 30 & & CC cord-138021-9khfkyh7 51 31 Seaman Seaman NNP cord-138021-9khfkyh7 51 32 , , , cord-138021-9khfkyh7 51 33 2015 2015 CD cord-138021-9khfkyh7 51 34 ) ) -RRB- cord-138021-9khfkyh7 51 35 . . . cord-138021-9khfkyh7 52 1 This this DT cord-138021-9khfkyh7 52 2 trend trend NN cord-138021-9khfkyh7 52 3 is be VBZ cord-138021-9khfkyh7 52 4 amplified amplify VBN cord-138021-9khfkyh7 52 5 as as IN cord-138021-9khfkyh7 52 6 the the DT cord-138021-9khfkyh7 52 7 COVID-19 COVID-19 NNP cord-138021-9khfkyh7 52 8 pandemic pandemic NN cord-138021-9khfkyh7 52 9 tightens tighten VBZ cord-138021-9khfkyh7 52 10 economic economic JJ cord-138021-9khfkyh7 52 11 budgets budget NNS cord-138021-9khfkyh7 52 12 and and CC cord-138021-9khfkyh7 52 13 forces force NNS cord-138021-9khfkyh7 52 14 workers worker NNS cord-138021-9khfkyh7 52 15 into into IN cord-138021-9khfkyh7 52 16 individual individual JJ cord-138021-9khfkyh7 52 17 and and CC cord-138021-9khfkyh7 52 18 remote remote JJ cord-138021-9khfkyh7 52 19 reskilling reskilling NN cord-138021-9khfkyh7 52 20 . . . cord-138021-9khfkyh7 53 1 Similar similar JJ cord-138021-9khfkyh7 53 2 to to IN cord-138021-9khfkyh7 53 3 the the DT cord-138021-9khfkyh7 53 4 reshuffling reshuffling NN cord-138021-9khfkyh7 53 5 of of IN cord-138021-9khfkyh7 53 6 task task NN cord-138021-9khfkyh7 53 7 compositions composition NNS cord-138021-9khfkyh7 53 8 , , , cord-138021-9khfkyh7 53 9 digital digital JJ cord-138021-9khfkyh7 53 10 technologies technology NNS cord-138021-9khfkyh7 53 11 have have VBP cord-138021-9khfkyh7 53 12 enabled enable VBN cord-138021-9khfkyh7 53 13 a a DT cord-138021-9khfkyh7 53 14 process process NN cord-138021-9khfkyh7 53 15 that that WDT cord-138021-9khfkyh7 53 16 has have VBZ cord-138021-9khfkyh7 53 17 become become VBN cord-138021-9khfkyh7 53 18 a a DT cord-138021-9khfkyh7 53 19 defining define VBG cord-138021-9khfkyh7 53 20 paradigm paradigm NN cord-138021-9khfkyh7 53 21 of of IN cord-138021-9khfkyh7 53 22 the the DT cord-138021-9khfkyh7 53 23 digital digital JJ cord-138021-9khfkyh7 53 24 economy economy NN cord-138021-9khfkyh7 53 25 : : : cord-138021-9khfkyh7 54 1 rebundling rebundling NNP cord-138021-9khfkyh7 54 2 ( ( -LRB- cord-138021-9khfkyh7 54 3 McManus McManus NNP cord-138021-9khfkyh7 54 4 et et NNP cord-138021-9khfkyh7 54 5 al al NNP cord-138021-9khfkyh7 54 6 . . NNP cord-138021-9khfkyh7 54 7 , , , cord-138021-9khfkyh7 54 8 2018 2018 CD cord-138021-9khfkyh7 54 9 ) ) -RRB- cord-138021-9khfkyh7 54 10 . . . cord-138021-9khfkyh7 55 1 First first RB cord-138021-9khfkyh7 55 2 , , , cord-138021-9khfkyh7 55 3 in in IN cord-138021-9khfkyh7 55 4 the the DT cord-138021-9khfkyh7 55 5 early early JJ cord-138021-9khfkyh7 55 6 days day NNS cord-138021-9khfkyh7 55 7 of of IN cord-138021-9khfkyh7 55 8 the the DT cord-138021-9khfkyh7 55 9 Internet internet NN cord-138021-9khfkyh7 55 10 , , , cord-138021-9khfkyh7 55 11 download download VB cord-138021-9khfkyh7 55 12 platforms platform NNS cord-138021-9khfkyh7 55 13 , , , cord-138021-9khfkyh7 55 14 at at IN cord-138021-9khfkyh7 55 15 times time NNS cord-138021-9khfkyh7 55 16 operating operate VBG cord-138021-9khfkyh7 55 17 illegally illegally RB cord-138021-9khfkyh7 55 18 , , , cord-138021-9khfkyh7 55 19 allowed allow VBN cord-138021-9khfkyh7 55 20 music music NN cord-138021-9khfkyh7 55 21 lovers lover NNS cord-138021-9khfkyh7 55 22 to to TO cord-138021-9khfkyh7 55 23 access access VB cord-138021-9khfkyh7 55 24 songs song NNS cord-138021-9khfkyh7 55 25 individually individually RB cord-138021-9khfkyh7 55 26 without without IN cord-138021-9khfkyh7 55 27 having have VBG cord-138021-9khfkyh7 55 28 to to TO cord-138021-9khfkyh7 55 29 acquire acquire VB cord-138021-9khfkyh7 55 30 the the DT cord-138021-9khfkyh7 55 31 artist artist NN cord-138021-9khfkyh7 55 32 's 's POS cord-138021-9khfkyh7 55 33 entire entire JJ cord-138021-9khfkyh7 55 34 album album NN cord-138021-9khfkyh7 55 35 . . . cord-138021-9khfkyh7 56 1 The the DT cord-138021-9khfkyh7 56 2 single single JJ cord-138021-9khfkyh7 56 3 item item NN cord-138021-9khfkyh7 56 4 ( ( -LRB- cord-138021-9khfkyh7 56 5 song song NN cord-138021-9khfkyh7 56 6 ) ) -RRB- cord-138021-9khfkyh7 56 7 was be VBD cord-138021-9khfkyh7 56 8 unbundled unbundle VBN cord-138021-9khfkyh7 56 9 from from IN cord-138021-9khfkyh7 56 10 the the DT cord-138021-9khfkyh7 56 11 original original JJ cord-138021-9khfkyh7 56 12 bundle bundle NN cord-138021-9khfkyh7 56 13 ( ( -LRB- cord-138021-9khfkyh7 56 14 album album NN cord-138021-9khfkyh7 56 15 ) ) -RRB- cord-138021-9khfkyh7 56 16 . . . cord-138021-9khfkyh7 57 1 Later later RB cord-138021-9khfkyh7 57 2 , , , cord-138021-9khfkyh7 57 3 at at IN cord-138021-9khfkyh7 57 4 a a DT cord-138021-9khfkyh7 57 5 second second JJ cord-138021-9khfkyh7 57 6 stage stage NN cord-138021-9khfkyh7 57 7 , , , cord-138021-9khfkyh7 57 8 streaming stream VBG cord-138021-9khfkyh7 57 9 platforms platform NNS cord-138021-9khfkyh7 57 10 , , , cord-138021-9khfkyh7 57 11 like like IN cord-138021-9khfkyh7 57 12 Spotify Spotify NNP cord-138021-9khfkyh7 57 13 , , , cord-138021-9khfkyh7 57 14 reversed reverse VBD cord-138021-9khfkyh7 57 15 the the DT cord-138021-9khfkyh7 57 16 trick trick NN cord-138021-9khfkyh7 57 17 by by IN cord-138021-9khfkyh7 57 18 allowing allow VBG cord-138021-9khfkyh7 57 19 the the DT cord-138021-9khfkyh7 57 20 ( ( -LRB- cord-138021-9khfkyh7 57 21 re)bundling re)bundle VBG cord-138021-9khfkyh7 57 22 of of IN cord-138021-9khfkyh7 57 23 previously previously RB cord-138021-9khfkyh7 57 24 unrelated unrelated JJ cord-138021-9khfkyh7 57 25 items item NNS cord-138021-9khfkyh7 57 26 . . . cord-138021-9khfkyh7 58 1 Users user NNS cord-138021-9khfkyh7 58 2 could could MD cord-138021-9khfkyh7 58 3 listen listen VB cord-138021-9khfkyh7 58 4 to to IN cord-138021-9khfkyh7 58 5 songs song NNS cord-138021-9khfkyh7 58 6 from from IN cord-138021-9khfkyh7 58 7 different different JJ cord-138021-9khfkyh7 58 8 artists artist NNS cord-138021-9khfkyh7 58 9 for for IN cord-138021-9khfkyh7 58 10 one one CD cord-138021-9khfkyh7 58 11 single single JJ cord-138021-9khfkyh7 58 12 price price NN cord-138021-9khfkyh7 58 13 . . . cord-138021-9khfkyh7 59 1 The the DT cord-138021-9khfkyh7 59 2 mastery mastery NN cord-138021-9khfkyh7 59 3 of of IN cord-138021-9khfkyh7 59 4 this this DT cord-138021-9khfkyh7 59 5 strategy strategy NN cord-138021-9khfkyh7 59 6 has have VBZ cord-138021-9khfkyh7 59 7 made make VBN cord-138021-9khfkyh7 59 8 digital digital JJ cord-138021-9khfkyh7 59 9 entertainment entertainment NN cord-138021-9khfkyh7 59 10 companies company NNS cord-138021-9khfkyh7 59 11 superstars superstar NNS cord-138021-9khfkyh7 59 12 firms firm NNS cord-138021-9khfkyh7 59 13 ( ( -LRB- cord-138021-9khfkyh7 59 14 Eriksson Eriksson NNP cord-138021-9khfkyh7 59 15 et et NNP cord-138021-9khfkyh7 59 16 al al NNP cord-138021-9khfkyh7 59 17 . . NNP cord-138021-9khfkyh7 59 18 , , , cord-138021-9khfkyh7 59 19 2019 2019 CD cord-138021-9khfkyh7 59 20 ) ) -RRB- cord-138021-9khfkyh7 59 21 . . . cord-138021-9khfkyh7 60 1 In in IN cord-138021-9khfkyh7 60 2 music music NN cord-138021-9khfkyh7 61 1 ( ( -LRB- cord-138021-9khfkyh7 61 2 Dabager Dabager NNP cord-138021-9khfkyh7 61 3 et et NNP cord-138021-9khfkyh7 61 4 al al NNP cord-138021-9khfkyh7 61 5 . . NNP cord-138021-9khfkyh7 61 6 , , , cord-138021-9khfkyh7 61 7 2014 2014 CD cord-138021-9khfkyh7 61 8 ) ) -RRB- cord-138021-9khfkyh7 62 1 , , , cord-138021-9khfkyh7 62 2 broadcasting broadcast VBG cord-138021-9khfkyh7 62 3 ( ( -LRB- cord-138021-9khfkyh7 62 4 Hoehn Hoehn NNP cord-138021-9khfkyh7 62 5 & & CC cord-138021-9khfkyh7 62 6 Lancefield Lancefield NNP cord-138021-9khfkyh7 62 7 , , , cord-138021-9khfkyh7 62 8 2003 2003 CD cord-138021-9khfkyh7 62 9 ) ) -RRB- cord-138021-9khfkyh7 62 10 or or CC cord-138021-9khfkyh7 62 11 gaming gaming NN cord-138021-9khfkyh7 62 12 ( ( -LRB- cord-138021-9khfkyh7 62 13 McManus McManus NNP cord-138021-9khfkyh7 62 14 et et NNP cord-138021-9khfkyh7 62 15 al al NNP cord-138021-9khfkyh7 62 16 . . NNP cord-138021-9khfkyh7 62 17 , , , cord-138021-9khfkyh7 62 18 2018 2018 CD cord-138021-9khfkyh7 62 19 ) ) -RRB- cord-138021-9khfkyh7 62 20 , , , cord-138021-9khfkyh7 62 21 things thing NNS cord-138021-9khfkyh7 62 22 that that WDT cord-138021-9khfkyh7 62 23 have have VBP cord-138021-9khfkyh7 62 24 been be VBN cord-138021-9khfkyh7 62 25 unbundled unbundle VBN cord-138021-9khfkyh7 62 26 rarely rarely RB cord-138021-9khfkyh7 62 27 remain remain VBP cord-138021-9khfkyh7 62 28 that that DT cord-138021-9khfkyh7 62 29 way way NN cord-138021-9khfkyh7 62 30 . . . cord-138021-9khfkyh7 63 1 The the DT cord-138021-9khfkyh7 63 2 economic economic JJ cord-138021-9khfkyh7 63 3 benefit benefit NN cord-138021-9khfkyh7 63 4 of of IN cord-138021-9khfkyh7 63 5 individualised individualised JJ cord-138021-9khfkyh7 63 6 rebundling rebundling NN cord-138021-9khfkyh7 63 7 is be VBZ cord-138021-9khfkyh7 63 8 too too RB cord-138021-9khfkyh7 63 9 strong strong JJ cord-138021-9khfkyh7 63 10 . . . cord-138021-9khfkyh7 64 1 Similarly similarly RB cord-138021-9khfkyh7 64 2 , , , cord-138021-9khfkyh7 64 3 this this DT cord-138021-9khfkyh7 64 4 paradigm paradigm NN cord-138021-9khfkyh7 64 5 has have VBZ cord-138021-9khfkyh7 64 6 affected affect VBN cord-138021-9khfkyh7 64 7 the the DT cord-138021-9khfkyh7 64 8 way way NN cord-138021-9khfkyh7 64 9 we -PRON- PRP cord-138021-9khfkyh7 64 10 learn learn VBP cord-138021-9khfkyh7 64 11 new new JJ cord-138021-9khfkyh7 64 12 skills skill NNS cord-138021-9khfkyh7 64 13 . . . cord-138021-9khfkyh7 65 1 At at IN cord-138021-9khfkyh7 65 2 first first RB cord-138021-9khfkyh7 65 3 , , , cord-138021-9khfkyh7 65 4 in in IN cord-138021-9khfkyh7 65 5 the the DT cord-138021-9khfkyh7 65 6 debundling debundling NN cord-138021-9khfkyh7 65 7 phase phase NN cord-138021-9khfkyh7 65 8 , , , cord-138021-9khfkyh7 65 9 digital digital JJ cord-138021-9khfkyh7 65 10 technologies technology NNS cord-138021-9khfkyh7 65 11 allowed allow VBD cord-138021-9khfkyh7 65 12 education education NN cord-138021-9khfkyh7 65 13 providers provider NNS cord-138021-9khfkyh7 65 14 to to TO cord-138021-9khfkyh7 65 15 provide provide VB cord-138021-9khfkyh7 65 16 topical topical JJ cord-138021-9khfkyh7 65 17 online online JJ cord-138021-9khfkyh7 65 18 courses course NNS cord-138021-9khfkyh7 65 19 ( ( -LRB- cord-138021-9khfkyh7 65 20 Wulf Wulf NNP cord-138021-9khfkyh7 65 21 et et NNP cord-138021-9khfkyh7 65 22 al al NNP cord-138021-9khfkyh7 65 23 . . NNP cord-138021-9khfkyh7 65 24 , , , cord-138021-9khfkyh7 65 25 2014 2014 CD cord-138021-9khfkyh7 65 26 ) ) -RRB- cord-138021-9khfkyh7 65 27 . . . cord-138021-9khfkyh7 66 1 At at IN cord-138021-9khfkyh7 66 2 a a DT cord-138021-9khfkyh7 66 3 later later JJ cord-138021-9khfkyh7 66 4 stage stage NN cord-138021-9khfkyh7 66 5 , , , cord-138021-9khfkyh7 66 6 platforms platform NNS cord-138021-9khfkyh7 66 7 like like IN cord-138021-9khfkyh7 66 8 Coursera Coursera NNP cord-138021-9khfkyh7 66 9 or or CC cord-138021-9khfkyh7 66 10 DataCamp DataCamp NNP cord-138021-9khfkyh7 66 11 performed perform VBD cord-138021-9khfkyh7 66 12 the the DT cord-138021-9khfkyh7 66 13 rebundling rebundling NN cord-138021-9khfkyh7 66 14 and and CC cord-138021-9khfkyh7 66 15 offered offer VBD cord-138021-9khfkyh7 66 16 a a DT cord-138021-9khfkyh7 66 17 whole whole JJ cord-138021-9khfkyh7 66 18 set set NN cord-138021-9khfkyh7 66 19 of of IN cord-138021-9khfkyh7 66 20 topical topical JJ cord-138021-9khfkyh7 66 21 courses course NNS cord-138021-9khfkyh7 66 22 for for IN cord-138021-9khfkyh7 66 23 a a DT cord-138021-9khfkyh7 66 24 single single JJ cord-138021-9khfkyh7 66 25 price price NN cord-138021-9khfkyh7 66 26 ( ( -LRB- cord-138021-9khfkyh7 66 27 Bates Bates NNP cord-138021-9khfkyh7 66 28 , , , cord-138021-9khfkyh7 66 29 2019 2019 CD cord-138021-9khfkyh7 66 30 ) ) -RRB- cord-138021-9khfkyh7 66 31 . . . cord-138021-9khfkyh7 67 1 The the DT cord-138021-9khfkyh7 67 2 acquisition acquisition NN cord-138021-9khfkyh7 67 3 of of IN cord-138021-9khfkyh7 67 4 individual individual JJ cord-138021-9khfkyh7 67 5 skills skill NNS cord-138021-9khfkyh7 67 6 ( ( -LRB- cord-138021-9khfkyh7 67 7 programming programming NN cord-138021-9khfkyh7 67 8 in in IN cord-138021-9khfkyh7 67 9 Python Python NNP cord-138021-9khfkyh7 67 10 ) ) -RRB- cord-138021-9khfkyh7 67 11 has have VBZ cord-138021-9khfkyh7 67 12 been be VBN cord-138021-9khfkyh7 67 13 detached detach VBN cord-138021-9khfkyh7 67 14 from from IN cord-138021-9khfkyh7 67 15 its -PRON- PRP$ cord-138021-9khfkyh7 67 16 original original JJ cord-138021-9khfkyh7 67 17 domain domain NN cord-138021-9khfkyh7 67 18 of of IN cord-138021-9khfkyh7 67 19 training training NN cord-138021-9khfkyh7 67 20 ( ( -LRB- cord-138021-9khfkyh7 67 21 studying study VBG cord-138021-9khfkyh7 67 22 informatics informatics NNP cord-138021-9khfkyh7 67 23 ) ) -RRB- cord-138021-9khfkyh7 67 24 . . . cord-138021-9khfkyh7 68 1 However however RB cord-138021-9khfkyh7 68 2 , , , cord-138021-9khfkyh7 68 3 despite despite IN cord-138021-9khfkyh7 68 4 advances advance NNS cord-138021-9khfkyh7 68 5 in in IN cord-138021-9khfkyh7 68 6 personalised personalised JJ cord-138021-9khfkyh7 68 7 reskilling reskilling NN cord-138021-9khfkyh7 68 8 , , , cord-138021-9khfkyh7 68 9 a a DT cord-138021-9khfkyh7 68 10 sizable sizable JJ cord-138021-9khfkyh7 68 11 skill skill NN cord-138021-9khfkyh7 68 12 gap gap NN cord-138021-9khfkyh7 68 13 persists persist VBZ cord-138021-9khfkyh7 68 14 on on IN cord-138021-9khfkyh7 68 15 the the DT cord-138021-9khfkyh7 68 16 labour labour NN cord-138021-9khfkyh7 68 17 market market NN cord-138021-9khfkyh7 68 18 . . . cord-138021-9khfkyh7 69 1 Current current JJ cord-138021-9khfkyh7 69 2 approaches approach NNS cord-138021-9khfkyh7 69 3 to to IN cord-138021-9khfkyh7 69 4 addressing address VBG cord-138021-9khfkyh7 69 5 the the DT cord-138021-9khfkyh7 69 6 skills skill NNS cord-138021-9khfkyh7 69 7 gap gap NN cord-138021-9khfkyh7 69 8 are be VBP cord-138021-9khfkyh7 69 9 based base VBN cord-138021-9khfkyh7 69 10 on on IN cord-138021-9khfkyh7 69 11 predicting predict VBG cord-138021-9khfkyh7 69 12 demand demand NN cord-138021-9khfkyh7 69 13 for for IN cord-138021-9khfkyh7 69 14 entire entire JJ cord-138021-9khfkyh7 69 15 occupations occupation NNS cord-138021-9khfkyh7 69 16 or or CC cord-138021-9khfkyh7 69 17 at at IN cord-138021-9khfkyh7 69 18 best good JJS cord-138021-9khfkyh7 69 19 for for IN cord-138021-9khfkyh7 69 20 abstract abstract JJ cord-138021-9khfkyh7 69 21 skills skill NNS cord-138021-9khfkyh7 69 22 such such JJ cord-138021-9khfkyh7 69 23 as as IN cord-138021-9khfkyh7 69 24 social social JJ cord-138021-9khfkyh7 69 25 skills skill NNS cord-138021-9khfkyh7 69 26 or or CC cord-138021-9khfkyh7 69 27 creativity creativity NN cord-138021-9khfkyh7 69 28 . . . cord-138021-9khfkyh7 70 1 But but CC cord-138021-9khfkyh7 70 2 in in IN cord-138021-9khfkyh7 70 3 many many JJ cord-138021-9khfkyh7 70 4 occupations occupation NNS cord-138021-9khfkyh7 70 5 , , , cord-138021-9khfkyh7 70 6 technological technological JJ cord-138021-9khfkyh7 70 7 and and CC cord-138021-9khfkyh7 70 8 social social JJ cord-138021-9khfkyh7 70 9 transformation transformation NN cord-138021-9khfkyh7 70 10 is be VBZ cord-138021-9khfkyh7 70 11 leading lead VBG cord-138021-9khfkyh7 70 12 the the DT cord-138021-9khfkyh7 70 13 concrete concrete JJ cord-138021-9khfkyh7 70 14 skills skill NNS cord-138021-9khfkyh7 70 15 that that WDT cord-138021-9khfkyh7 70 16 make make VBP cord-138021-9khfkyh7 70 17 up up RP cord-138021-9khfkyh7 70 18 the the DT cord-138021-9khfkyh7 70 19 occupation occupation NN cord-138021-9khfkyh7 70 20 to to TO cord-138021-9khfkyh7 70 21 change change VB cord-138021-9khfkyh7 70 22 regularly regularly RB cord-138021-9khfkyh7 70 23 and and CC cord-138021-9khfkyh7 70 24 decisively decisively RB cord-138021-9khfkyh7 70 25 . . . cord-138021-9khfkyh7 71 1 Nursing nursing NN cord-138021-9khfkyh7 71 2 has have VBZ cord-138021-9khfkyh7 71 3 been be VBN cord-138021-9khfkyh7 71 4 transformed transform VBN cord-138021-9khfkyh7 71 5 by by IN cord-138021-9khfkyh7 71 6 successive successive JJ cord-138021-9khfkyh7 71 7 generations generation NNS cord-138021-9khfkyh7 71 8 of of IN cord-138021-9khfkyh7 71 9 electronic electronic JJ cord-138021-9khfkyh7 71 10 health health NN cord-138021-9khfkyh7 71 11 record record NN cord-138021-9khfkyh7 71 12 systems system NNS cord-138021-9khfkyh7 71 13 , , , cord-138021-9khfkyh7 71 14 clinical clinical JJ cord-138021-9khfkyh7 71 15 decision decision NN cord-138021-9khfkyh7 71 16 support support NN cord-138021-9khfkyh7 71 17 systems system NNS cord-138021-9khfkyh7 71 18 , , , cord-138021-9khfkyh7 71 19 and and CC cord-138021-9khfkyh7 71 20 diagnostic diagnostic JJ cord-138021-9khfkyh7 71 21 technologies technology NNS cord-138021-9khfkyh7 71 22 ( ( -LRB- cord-138021-9khfkyh7 71 23 Adams Adams NNP cord-138021-9khfkyh7 71 24 et et NNP cord-138021-9khfkyh7 71 25 al al NNP cord-138021-9khfkyh7 71 26 . . NNP cord-138021-9khfkyh7 71 27 , , , cord-138021-9khfkyh7 71 28 2000 2000 CD cord-138021-9khfkyh7 71 29 ) ) -RRB- cord-138021-9khfkyh7 71 30 . . . cord-138021-9khfkyh7 72 1 Web web NN cord-138021-9khfkyh7 72 2 application application NN cord-138021-9khfkyh7 72 3 development development NN cord-138021-9khfkyh7 72 4 has have VBZ cord-138021-9khfkyh7 72 5 rapidly rapidly RB cord-138021-9khfkyh7 72 6 rotated rotate VBN cord-138021-9khfkyh7 72 7 from from IN cord-138021-9khfkyh7 72 8 perl perl NN cord-138021-9khfkyh7 72 9 to to IN cord-138021-9khfkyh7 72 10 PHP PHP NNP cord-138021-9khfkyh7 72 11 to to IN cord-138021-9khfkyh7 72 12 Ruby Ruby NNP cord-138021-9khfkyh7 72 13 to to IN cord-138021-9khfkyh7 72 14 Python Python NNP cord-138021-9khfkyh7 72 15 to to IN cord-138021-9khfkyh7 72 16 other other JJ cord-138021-9khfkyh7 72 17 development development NN cord-138021-9khfkyh7 72 18 platforms platform NNS cord-138021-9khfkyh7 72 19 ( ( -LRB- cord-138021-9khfkyh7 72 20 Purer pure JJR cord-138021-9khfkyh7 72 21 , , , cord-138021-9khfkyh7 72 22 2009 2009 CD cord-138021-9khfkyh7 72 23 ) ) -RRB- cord-138021-9khfkyh7 72 24 . . . cord-138021-9khfkyh7 73 1 Firms firm NNS cord-138021-9khfkyh7 73 2 and and CC cord-138021-9khfkyh7 73 3 workers worker NNS cord-138021-9khfkyh7 73 4 who who WP cord-138021-9khfkyh7 73 5 fail fail VBP cord-138021-9khfkyh7 73 6 to to TO cord-138021-9khfkyh7 73 7 reskill reskill VB cord-138021-9khfkyh7 73 8 while while IN cord-138021-9khfkyh7 73 9 there there EX cord-138021-9khfkyh7 73 10 is be VBZ cord-138021-9khfkyh7 73 11 still still RB cord-138021-9khfkyh7 73 12 demand demand NN cord-138021-9khfkyh7 73 13 for for IN cord-138021-9khfkyh7 73 14 their -PRON- PRP$ cord-138021-9khfkyh7 73 15 skills skill NNS cord-138021-9khfkyh7 73 16 risk risk NN cord-138021-9khfkyh7 73 17 dropping drop VBG cord-138021-9khfkyh7 73 18 out out IN cord-138021-9khfkyh7 73 19 of of IN cord-138021-9khfkyh7 73 20 the the DT cord-138021-9khfkyh7 73 21 market market NN cord-138021-9khfkyh7 73 22 entirely entirely RB cord-138021-9khfkyh7 73 23 once once IN cord-138021-9khfkyh7 73 24 demand demand NN cord-138021-9khfkyh7 73 25 tips tip NNS cord-138021-9khfkyh7 73 26 . . . cord-138021-9khfkyh7 74 1 Most Most JJS cord-138021-9khfkyh7 74 2 recent recent JJ cord-138021-9khfkyh7 74 3 research research NN cord-138021-9khfkyh7 74 4 shows show VBZ cord-138021-9khfkyh7 74 5 that that IN cord-138021-9khfkyh7 74 6 just just RB cord-138021-9khfkyh7 74 7 - - HYPH cord-138021-9khfkyh7 74 8 in in IN cord-138021-9khfkyh7 74 9 - - HYPH cord-138021-9khfkyh7 74 10 time time NN cord-138021-9khfkyh7 74 11 skills skill NNS cord-138021-9khfkyh7 74 12 development development NN cord-138021-9khfkyh7 74 13 , , , cord-138021-9khfkyh7 74 14 motivated motivate VBN cord-138021-9khfkyh7 74 15 by by IN cord-138021-9khfkyh7 74 16 the the DT cord-138021-9khfkyh7 74 17 demands demand NNS cord-138021-9khfkyh7 74 18 of of IN cord-138021-9khfkyh7 74 19 the the DT cord-138021-9khfkyh7 74 20 work work NN cord-138021-9khfkyh7 74 21 at at IN cord-138021-9khfkyh7 74 22 hand hand NN cord-138021-9khfkyh7 74 23 , , , cord-138021-9khfkyh7 74 24 or or CC cord-138021-9khfkyh7 74 25 by by IN cord-138021-9khfkyh7 74 26 perceived perceive VBN cord-138021-9khfkyh7 74 27 market market NN cord-138021-9khfkyh7 74 28 shifts shift NNS cord-138021-9khfkyh7 74 29 , , , cord-138021-9khfkyh7 74 30 has have VBZ cord-138021-9khfkyh7 74 31 emerged emerge VBN cord-138021-9khfkyh7 74 32 , , , cord-138021-9khfkyh7 74 33 as as IN cord-138021-9khfkyh7 74 34 formal formal JJ cord-138021-9khfkyh7 74 35 training training NN cord-138021-9khfkyh7 74 36 courses course NNS cord-138021-9khfkyh7 74 37 are be VBP cord-138021-9khfkyh7 74 38 unaffordable unaffordable JJ cord-138021-9khfkyh7 74 39 for for IN cord-138021-9khfkyh7 74 40 workers worker NNS cord-138021-9khfkyh7 74 41 who who WP cord-138021-9khfkyh7 74 42 ca can MD cord-138021-9khfkyh7 74 43 n't not RB cord-138021-9khfkyh7 74 44 take take VB cord-138021-9khfkyh7 74 45 time time NN cord-138021-9khfkyh7 74 46 off off RP cord-138021-9khfkyh7 74 47 paid pay VBN cord-138021-9khfkyh7 74 48 work work NN cord-138021-9khfkyh7 74 49 ( ( -LRB- cord-138021-9khfkyh7 74 50 Kester Kester NNP cord-138021-9khfkyh7 74 51 et et NNP cord-138021-9khfkyh7 74 52 al al NNP cord-138021-9khfkyh7 74 53 . . NNP cord-138021-9khfkyh7 74 54 , , , cord-138021-9khfkyh7 74 55 2006 2006 CD cord-138021-9khfkyh7 74 56 ) ) -RRB- cord-138021-9khfkyh7 74 57 . . . cord-138021-9khfkyh7 75 1 In in IN cord-138021-9khfkyh7 75 2 addition addition NN cord-138021-9khfkyh7 75 3 , , , cord-138021-9khfkyh7 75 4 cultural cultural JJ cord-138021-9khfkyh7 75 5 aspects aspect NNS cord-138021-9khfkyh7 75 6 in in IN cord-138021-9khfkyh7 75 7 traditional traditional JJ cord-138021-9khfkyh7 75 8 STEM stem NN cord-138021-9khfkyh7 75 9 education education NN cord-138021-9khfkyh7 75 10 , , , cord-138021-9khfkyh7 75 11 for for IN cord-138021-9khfkyh7 75 12 example example NN cord-138021-9khfkyh7 75 13 , , , cord-138021-9khfkyh7 75 14 still still RB cord-138021-9khfkyh7 75 15 hinders hinder VBZ cord-138021-9khfkyh7 75 16 female female JJ cord-138021-9khfkyh7 75 17 participation participation NN cord-138021-9khfkyh7 75 18 , , , cord-138021-9khfkyh7 75 19 despite despite IN cord-138021-9khfkyh7 75 20 efforts effort NNS cord-138021-9khfkyh7 75 21 to to TO cord-138021-9khfkyh7 75 22 alter alter VB cord-138021-9khfkyh7 75 23 it -PRON- PRP cord-138021-9khfkyh7 75 24 ( ( -LRB- cord-138021-9khfkyh7 75 25 Kahn Kahn NNP cord-138021-9khfkyh7 75 26 & & CC cord-138021-9khfkyh7 75 27 Ginther Ginther NNP cord-138021-9khfkyh7 75 28 , , , cord-138021-9khfkyh7 75 29 2017 2017 CD cord-138021-9khfkyh7 75 30 ) ) -RRB- cord-138021-9khfkyh7 75 31 . . . cord-138021-9khfkyh7 76 1 Instead instead RB cord-138021-9khfkyh7 76 2 research research NN cord-138021-9khfkyh7 76 3 shows show VBZ cord-138021-9khfkyh7 76 4 that that IN cord-138021-9khfkyh7 76 5 independent independent JJ cord-138021-9khfkyh7 76 6 professionals professional NNS cord-138021-9khfkyh7 76 7 , , , cord-138021-9khfkyh7 76 8 including include VBG cord-138021-9khfkyh7 76 9 women woman NNS cord-138021-9khfkyh7 76 10 , , , cord-138021-9khfkyh7 76 11 prefer prefer VBP cord-138021-9khfkyh7 76 12 informal informal JJ cord-138021-9khfkyh7 76 13 , , , cord-138021-9khfkyh7 76 14 digital digital JJ cord-138021-9khfkyh7 76 15 , , , cord-138021-9khfkyh7 76 16 social social JJ cord-138021-9khfkyh7 76 17 learning learning NN cord-138021-9khfkyh7 76 18 resources resource NNS cord-138021-9khfkyh7 76 19 like like IN cord-138021-9khfkyh7 76 20 Stack Stack NNP cord-138021-9khfkyh7 76 21 Overflow Overflow NNP cord-138021-9khfkyh7 76 22 and and CC cord-138021-9khfkyh7 76 23 tutorial tutorial NN cord-138021-9khfkyh7 76 24 videos video NNS cord-138021-9khfkyh7 76 25 to to TO cord-138021-9khfkyh7 76 26 develop develop VB cord-138021-9khfkyh7 76 27 new new JJ cord-138021-9khfkyh7 76 28 skills skill NNS cord-138021-9khfkyh7 76 29 ( ( -LRB- cord-138021-9khfkyh7 76 30 Yin Yin NNP cord-138021-9khfkyh7 76 31 et et NNP cord-138021-9khfkyh7 76 32 al al NNP cord-138021-9khfkyh7 76 33 . . NNP cord-138021-9khfkyh7 76 34 , , , cord-138021-9khfkyh7 76 35 2018 2018 CD cord-138021-9khfkyh7 76 36 ) ) -RRB- cord-138021-9khfkyh7 76 37 . . . cord-138021-9khfkyh7 77 1 Newest new JJS cord-138021-9khfkyh7 77 2 findings finding NNS cord-138021-9khfkyh7 77 3 show show VBP cord-138021-9khfkyh7 77 4 that that IN cord-138021-9khfkyh7 77 5 independent independent JJ cord-138021-9khfkyh7 77 6 IT IT NNP cord-138021-9khfkyh7 77 7 professionals professional NNS cord-138021-9khfkyh7 77 8 today today NN cord-138021-9khfkyh7 77 9 develop develop VB cord-138021-9khfkyh7 77 10 new new JJ cord-138021-9khfkyh7 77 11 skills skill NNS cord-138021-9khfkyh7 77 12 incrementally incrementally RB cord-138021-9khfkyh7 77 13 , , , cord-138021-9khfkyh7 77 14 adding add VBG cord-138021-9khfkyh7 77 15 closely closely RB cord-138021-9khfkyh7 77 16 related related JJ cord-138021-9khfkyh7 77 17 skills skill NNS cord-138021-9khfkyh7 77 18 to to IN cord-138021-9khfkyh7 77 19 their -PRON- PRP$ cord-138021-9khfkyh7 77 20 existing exist VBG cord-138021-9khfkyh7 77 21 portfolio portfolio NN cord-138021-9khfkyh7 77 22 ( ( -LRB- cord-138021-9khfkyh7 77 23 Lehdonvirta Lehdonvirta NNP cord-138021-9khfkyh7 77 24 , , , cord-138021-9khfkyh7 77 25 Margaryan Margaryan NNP cord-138021-9khfkyh7 77 26 , , , cord-138021-9khfkyh7 77 27 & & CC cord-138021-9khfkyh7 77 28 Davies Davies NNP cord-138021-9khfkyh7 77 29 , , , cord-138021-9khfkyh7 77 30 2019 2019 CD cord-138021-9khfkyh7 77 31 ) ) -RRB- cord-138021-9khfkyh7 77 32 . . . cord-138021-9khfkyh7 78 1 Their -PRON- PRP$ cord-138021-9khfkyh7 78 2 work work NN cord-138021-9khfkyh7 78 3 examines examine VBZ cord-138021-9khfkyh7 78 4 the the DT cord-138021-9khfkyh7 78 5 skill skill NN cord-138021-9khfkyh7 78 6 development development NN cord-138021-9khfkyh7 78 7 of of IN cord-138021-9khfkyh7 78 8 freelancers freelancer NNS cord-138021-9khfkyh7 78 9 on on IN cord-138021-9khfkyh7 78 10 online online JJ cord-138021-9khfkyh7 78 11 labour labour NN cord-138021-9khfkyh7 78 12 platforms platform NNS cord-138021-9khfkyh7 78 13 . . . cord-138021-9khfkyh7 79 1 Indeed indeed RB cord-138021-9khfkyh7 79 2 , , , cord-138021-9khfkyh7 79 3 online online JJ cord-138021-9khfkyh7 79 4 freelance freelance NN cord-138021-9khfkyh7 79 5 platforms platform NNS cord-138021-9khfkyh7 79 6 might may MD cord-138021-9khfkyh7 79 7 have have VB cord-138021-9khfkyh7 79 8 become become VBN cord-138021-9khfkyh7 79 9 early early JJ cord-138021-9khfkyh7 79 10 " " `` cord-138021-9khfkyh7 79 11 laboratories laboratory NNS cord-138021-9khfkyh7 79 12 " " '' cord-138021-9khfkyh7 79 13 for for IN cord-138021-9khfkyh7 79 14 the the DT cord-138021-9khfkyh7 79 15 de de NN cord-138021-9khfkyh7 79 16 - - NN cord-138021-9khfkyh7 79 17 and and CC cord-138021-9khfkyh7 79 18 rebundling rebundling NN cord-138021-9khfkyh7 79 19 of of IN cord-138021-9khfkyh7 79 20 incremental incremental JJ cord-138021-9khfkyh7 79 21 skills skill NNS cord-138021-9khfkyh7 79 22 . . . cord-138021-9khfkyh7 80 1 It -PRON- PRP cord-138021-9khfkyh7 80 2 could could MD cord-138021-9khfkyh7 80 3 be be VB cord-138021-9khfkyh7 80 4 argued argue VBN cord-138021-9khfkyh7 80 5 that that IN cord-138021-9khfkyh7 80 6 , , , cord-138021-9khfkyh7 80 7 for for IN cord-138021-9khfkyh7 80 8 work work NN cord-138021-9khfkyh7 80 9 , , , cord-138021-9khfkyh7 80 10 freelance freelance NN cord-138021-9khfkyh7 80 11 platforms platform NNS cord-138021-9khfkyh7 80 12 , , , cord-138021-9khfkyh7 80 13 such such JJ cord-138021-9khfkyh7 80 14 as as IN cord-138021-9khfkyh7 80 15 UpWork UpWork NNP cord-138021-9khfkyh7 80 16 4 4 CD cord-138021-9khfkyh7 80 17 , , , cord-138021-9khfkyh7 80 18 have have VBP cord-138021-9khfkyh7 80 19 become become VBN cord-138021-9khfkyh7 80 20 what what WP cord-138021-9khfkyh7 80 21 Spotify Spotify NNP cord-138021-9khfkyh7 80 22 is be VBZ cord-138021-9khfkyh7 80 23 for for IN cord-138021-9khfkyh7 80 24 music music NN cord-138021-9khfkyh7 80 25 : : : cord-138021-9khfkyh7 80 26 They -PRON- PRP cord-138021-9khfkyh7 80 27 allow allow VBP cord-138021-9khfkyh7 80 28 freelancers freelancer NNS cord-138021-9khfkyh7 80 29 to to TO cord-138021-9khfkyh7 80 30 jointly jointly RB cord-138021-9khfkyh7 80 31 sell sell VB cord-138021-9khfkyh7 80 32 previously previously RB cord-138021-9khfkyh7 80 33 detached detach VBN cord-138021-9khfkyh7 80 34 skill skill NN cord-138021-9khfkyh7 80 35 components component NNS cord-138021-9khfkyh7 80 36 for for IN cord-138021-9khfkyh7 80 37 one one CD cord-138021-9khfkyh7 80 38 hourly hourly JJ cord-138021-9khfkyh7 80 39 price price NN cord-138021-9khfkyh7 80 40 . . . cord-138021-9khfkyh7 81 1 The the DT cord-138021-9khfkyh7 81 2 role role NN cord-138021-9khfkyh7 81 3 of of IN cord-138021-9khfkyh7 81 4 the the DT cord-138021-9khfkyh7 81 5 Data Data NNP cord-138021-9khfkyh7 81 6 Scientist Scientist NNP cord-138021-9khfkyh7 81 7 is be VBZ cord-138021-9khfkyh7 81 8 a a DT cord-138021-9khfkyh7 81 9 prime prime JJ cord-138021-9khfkyh7 81 10 example example NN cord-138021-9khfkyh7 81 11 of of IN cord-138021-9khfkyh7 81 12 how how WRB cord-138021-9khfkyh7 81 13 the the DT cord-138021-9khfkyh7 81 14 rebundling rebundling NN cord-138021-9khfkyh7 81 15 of of IN cord-138021-9khfkyh7 81 16 skills skill NNS cord-138021-9khfkyh7 81 17 from from IN cord-138021-9khfkyh7 81 18 different different JJ cord-138021-9khfkyh7 81 19 domains domain NNS cord-138021-9khfkyh7 81 20 , , , cord-138021-9khfkyh7 81 21 i.e. i.e. FW cord-138021-9khfkyh7 81 22 , , , cord-138021-9khfkyh7 81 23 visualisation visualisation NN cord-138021-9khfkyh7 81 24 , , , cord-138021-9khfkyh7 81 25 programming programming NN cord-138021-9khfkyh7 81 26 , , , cord-138021-9khfkyh7 81 27 and and CC cord-138021-9khfkyh7 81 28 statistics statistic NNS cord-138021-9khfkyh7 81 29 , , , cord-138021-9khfkyh7 81 30 is be VBZ cord-138021-9khfkyh7 81 31 an an DT cord-138021-9khfkyh7 81 32 economically economically RB cord-138021-9khfkyh7 81 33 profitable profitable JJ cord-138021-9khfkyh7 81 34 offer offer NN cord-138021-9khfkyh7 81 35 . . . cord-138021-9khfkyh7 82 1 The the DT cord-138021-9khfkyh7 82 2 work work NN cord-138021-9khfkyh7 82 3 by by IN cord-138021-9khfkyh7 82 4 Anderson Anderson NNP cord-138021-9khfkyh7 82 5 ( ( -LRB- cord-138021-9khfkyh7 82 6 2017 2017 CD cord-138021-9khfkyh7 82 7 ) ) -RRB- cord-138021-9khfkyh7 82 8 confirms confirm VBZ cord-138021-9khfkyh7 82 9 that that IN cord-138021-9khfkyh7 82 10 diverse diverse JJ cord-138021-9khfkyh7 82 11 rebundles rebundle NNS cord-138021-9khfkyh7 82 12 of of IN cord-138021-9khfkyh7 82 13 skills skill NNS cord-138021-9khfkyh7 82 14 from from IN cord-138021-9khfkyh7 82 15 different different JJ cord-138021-9khfkyh7 82 16 domains domain NNS cord-138021-9khfkyh7 82 17 are be VBP cord-138021-9khfkyh7 82 18 profitable profitable JJ cord-138021-9khfkyh7 82 19 in in IN cord-138021-9khfkyh7 82 20 general general JJ cord-138021-9khfkyh7 82 21 . . . cord-138021-9khfkyh7 83 1 In in IN cord-138021-9khfkyh7 83 2 this this DT cord-138021-9khfkyh7 83 3 situation situation NN cord-138021-9khfkyh7 83 4 of of IN cord-138021-9khfkyh7 83 5 rapidly rapidly RB cord-138021-9khfkyh7 83 6 changing change VBG cord-138021-9khfkyh7 83 7 market market NN cord-138021-9khfkyh7 83 8 dynamics dynamic NNS cord-138021-9khfkyh7 83 9 , , , cord-138021-9khfkyh7 83 10 systematic systematic JJ cord-138021-9khfkyh7 83 11 oversight oversight NN cord-138021-9khfkyh7 83 12 is be VBZ cord-138021-9khfkyh7 83 13 key key JJ cord-138021-9khfkyh7 83 14 . . . cord-138021-9khfkyh7 84 1 However however RB cord-138021-9khfkyh7 84 2 , , , cord-138021-9khfkyh7 84 3 individuals individual NNS cord-138021-9khfkyh7 84 4 often often RB cord-138021-9khfkyh7 84 5 lack lack VBP cord-138021-9khfkyh7 84 6 foresight foresight NN cord-138021-9khfkyh7 84 7 into into IN cord-138021-9khfkyh7 84 8 which which WDT cord-138021-9khfkyh7 84 9 skills skill NNS cord-138021-9khfkyh7 84 10 are be VBP cord-138021-9khfkyh7 84 11 rising rise VBG cord-138021-9khfkyh7 84 12 , , , cord-138021-9khfkyh7 84 13 which which WDT cord-138021-9khfkyh7 84 14 skills skill NNS cord-138021-9khfkyh7 84 15 are be VBP cord-138021-9khfkyh7 84 16 most most RBS cord-138021-9khfkyh7 84 17 valuable valuable JJ cord-138021-9khfkyh7 84 18 and and CC cord-138021-9khfkyh7 84 19 which which WDT cord-138021-9khfkyh7 84 20 skills skill VBZ cord-138021-9khfkyh7 84 21 their -PRON- PRP$ cord-138021-9khfkyh7 84 22 existing exist VBG cord-138021-9khfkyh7 84 23 portfolio portfolio NN cord-138021-9khfkyh7 84 24 is be VBZ cord-138021-9khfkyh7 84 25 complementary complementary JJ cord-138021-9khfkyh7 84 26 to to TO cord-138021-9khfkyh7 84 27 . . . cord-138021-9khfkyh7 85 1 They -PRON- PRP cord-138021-9khfkyh7 85 2 get get VBP cord-138021-9khfkyh7 85 3 locked lock VBN cord-138021-9khfkyh7 85 4 into into IN cord-138021-9khfkyh7 85 5 path path NN cord-138021-9khfkyh7 85 6 dependencies dependency NNS cord-138021-9khfkyh7 85 7 that that WDT cord-138021-9khfkyh7 85 8 may may MD cord-138021-9khfkyh7 85 9 result result VB cord-138021-9khfkyh7 85 10 in in IN cord-138021-9khfkyh7 85 11 dead dead JJ cord-138021-9khfkyh7 85 12 ends end NNS cord-138021-9khfkyh7 85 13 that that WDT cord-138021-9khfkyh7 85 14 prevent prevent VBP cord-138021-9khfkyh7 85 15 them -PRON- PRP cord-138021-9khfkyh7 85 16 from from IN cord-138021-9khfkyh7 85 17 re re JJ cord-138021-9khfkyh7 85 18 - - JJ cord-138021-9khfkyh7 85 19 skilling skilling NN cord-138021-9khfkyh7 85 20 into into IN cord-138021-9khfkyh7 85 21 new new JJ cord-138021-9khfkyh7 85 22 areas area NNS cord-138021-9khfkyh7 85 23 ( ( -LRB- cord-138021-9khfkyh7 85 24 Escobari Escobari NNP cord-138021-9khfkyh7 85 25 , , , cord-138021-9khfkyh7 85 26 Seyal Seyal NNP cord-138021-9khfkyh7 85 27 , , , cord-138021-9khfkyh7 85 28 & & CC cord-138021-9khfkyh7 85 29 Meaney Meaney NNP cord-138021-9khfkyh7 85 30 , , , cord-138021-9khfkyh7 85 31 2019 2019 CD cord-138021-9khfkyh7 85 32 ) ) -RRB- cord-138021-9khfkyh7 85 33 . . . cord-138021-9khfkyh7 86 1 In in IN cord-138021-9khfkyh7 86 2 light light NN cord-138021-9khfkyh7 86 3 of of IN cord-138021-9khfkyh7 86 4 the the DT cord-138021-9khfkyh7 86 5 rapid rapid JJ cord-138021-9khfkyh7 86 6 reshuffling reshuffling NN cord-138021-9khfkyh7 86 7 of of IN cord-138021-9khfkyh7 86 8 occupational occupational JJ cord-138021-9khfkyh7 86 9 profiles profile NNS cord-138021-9khfkyh7 86 10 and and CC cord-138021-9khfkyh7 86 11 the the DT cord-138021-9khfkyh7 86 12 failed fail VBN cord-138021-9khfkyh7 86 13 attempts attempt NNS cord-138021-9khfkyh7 86 14 to to TO cord-138021-9khfkyh7 86 15 develop develop VB cord-138021-9khfkyh7 86 16 farsighted farsighted JJ cord-138021-9khfkyh7 86 17 re re JJ cord-138021-9khfkyh7 86 18 - - JJ cord-138021-9khfkyh7 86 19 skilling skilling JJ cord-138021-9khfkyh7 86 20 strategies strategy NNS cord-138021-9khfkyh7 86 21 , , , cord-138021-9khfkyh7 86 22 this this DT cord-138021-9khfkyh7 86 23 work work NN cord-138021-9khfkyh7 86 24 proposes propose VBZ cord-138021-9khfkyh7 86 25 an an DT cord-138021-9khfkyh7 86 26 economic economic JJ cord-138021-9khfkyh7 86 27 evaluation evaluation NN cord-138021-9khfkyh7 86 28 of of IN cord-138021-9khfkyh7 86 29 cross cross JJ cord-138021-9khfkyh7 86 30 - - JJ cord-138021-9khfkyh7 86 31 skilling skilling JJ cord-138021-9khfkyh7 86 32 pathways pathway NNS cord-138021-9khfkyh7 86 33 with with IN cord-138021-9khfkyh7 86 34 , , , cord-138021-9khfkyh7 86 35 at at IN cord-138021-9khfkyh7 86 36 least least JJS cord-138021-9khfkyh7 86 37 , , , cord-138021-9khfkyh7 86 38 the the DT cord-138021-9khfkyh7 86 39 following follow VBG cord-138021-9khfkyh7 86 40 four four CD cord-138021-9khfkyh7 86 41 goals goal NNS cord-138021-9khfkyh7 86 42 : : : cord-138021-9khfkyh7 86 43 1 1 LS cord-138021-9khfkyh7 86 44 ) ) -RRB- cord-138021-9khfkyh7 86 45 Develop develop VB cord-138021-9khfkyh7 86 46 an an DT cord-138021-9khfkyh7 86 47 endogenous endogenous JJ cord-138021-9khfkyh7 86 48 categorisation categorisation NN cord-138021-9khfkyh7 86 49 of of IN cord-138021-9khfkyh7 86 50 skills skill NNS cord-138021-9khfkyh7 86 51 . . . cord-138021-9khfkyh7 87 1 2 2 LS cord-138021-9khfkyh7 87 2 ) ) -RRB- cord-138021-9khfkyh7 87 3 Evaluate evaluate VB cord-138021-9khfkyh7 87 4 the the DT cord-138021-9khfkyh7 87 5 economic economic JJ cord-138021-9khfkyh7 87 6 benefit benefit NN cord-138021-9khfkyh7 87 7 of of IN cord-138021-9khfkyh7 87 8 learning learn VBG cord-138021-9khfkyh7 87 9 a a DT cord-138021-9khfkyh7 87 10 new new JJ cord-138021-9khfkyh7 87 11 skill skill NN cord-138021-9khfkyh7 87 12 . . . cord-138021-9khfkyh7 88 1 3 3 LS cord-138021-9khfkyh7 88 2 ) ) -RRB- cord-138021-9khfkyh7 88 3 Reveal reveal VB cord-138021-9khfkyh7 88 4 the the DT cord-138021-9khfkyh7 88 5 skill skill NN cord-138021-9khfkyh7 88 6 context context NN cord-138021-9khfkyh7 88 7 of of IN cord-138021-9khfkyh7 88 8 the the DT cord-138021-9khfkyh7 88 9 domain domain NN cord-138021-9khfkyh7 88 10 of of IN cord-138021-9khfkyh7 88 11 Artificial Artificial NNP cord-138021-9khfkyh7 88 12 Intelligence Intelligence NNP cord-138021-9khfkyh7 88 13 . . . cord-138021-9khfkyh7 89 1 4 4 LS cord-138021-9khfkyh7 89 2 ) ) -RRB- cord-138021-9khfkyh7 89 3 Sketch sketch VB cord-138021-9khfkyh7 89 4 valuable valuable JJ cord-138021-9khfkyh7 89 5 cross cross JJ cord-138021-9khfkyh7 89 6 - - JJ cord-138021-9khfkyh7 89 7 skilling skilling JJ cord-138021-9khfkyh7 89 8 trajectories trajectory NNS cord-138021-9khfkyh7 89 9 based base VBN cord-138021-9khfkyh7 89 10 on on IN cord-138021-9khfkyh7 89 11 individual individual JJ cord-138021-9khfkyh7 89 12 skill skill NN cord-138021-9khfkyh7 89 13 bundles bundle NNS cord-138021-9khfkyh7 89 14 . . . cord-138021-9khfkyh7 90 1 In in IN cord-138021-9khfkyh7 90 2 pursuing pursue VBG cord-138021-9khfkyh7 90 3 these these DT cord-138021-9khfkyh7 90 4 goals goal NNS cord-138021-9khfkyh7 90 5 , , , cord-138021-9khfkyh7 90 6 the the DT cord-138021-9khfkyh7 90 7 study study NN cord-138021-9khfkyh7 90 8 can can MD cord-138021-9khfkyh7 90 9 rely rely VB cord-138021-9khfkyh7 90 10 on on IN cord-138021-9khfkyh7 90 11 previous previous JJ cord-138021-9khfkyh7 90 12 data datum NNS cord-138021-9khfkyh7 90 13 - - HYPH cord-138021-9khfkyh7 90 14 driven drive VBN cord-138021-9khfkyh7 90 15 approaches approach NNS cord-138021-9khfkyh7 90 16 to to TO cord-138021-9khfkyh7 90 17 assess assess VB cord-138021-9khfkyh7 90 18 skill skill NN cord-138021-9khfkyh7 90 19 and and CC cord-138021-9khfkyh7 90 20 human human JJ cord-138021-9khfkyh7 90 21 capital capital NN cord-138021-9khfkyh7 90 22 evaluation evaluation NN cord-138021-9khfkyh7 90 23 . . . cord-138021-9khfkyh7 91 1 Traditionally traditionally RB cord-138021-9khfkyh7 91 2 , , , cord-138021-9khfkyh7 91 3 measures measure NNS cord-138021-9khfkyh7 91 4 of of IN cord-138021-9khfkyh7 91 5 human human JJ cord-138021-9khfkyh7 91 6 capital capital NN cord-138021-9khfkyh7 91 7 rely rely VBP cord-138021-9khfkyh7 91 8 on on IN cord-138021-9khfkyh7 91 9 the the DT cord-138021-9khfkyh7 91 10 count count NN cord-138021-9khfkyh7 91 11 years year NNS cord-138021-9khfkyh7 91 12 of of IN cord-138021-9khfkyh7 91 13 experience experience NN cord-138021-9khfkyh7 91 14 , , , cord-138021-9khfkyh7 91 15 training training NN cord-138021-9khfkyh7 91 16 , , , cord-138021-9khfkyh7 91 17 or or CC cord-138021-9khfkyh7 91 18 education education NN cord-138021-9khfkyh7 91 19 or or CC cord-138021-9khfkyh7 91 20 divide divide VB cord-138021-9khfkyh7 91 21 workers worker NNS cord-138021-9khfkyh7 91 22 categories category NNS cord-138021-9khfkyh7 91 23 , , , cord-138021-9khfkyh7 91 24 e.g. e.g. RB cord-138021-9khfkyh7 91 25 , , , cord-138021-9khfkyh7 91 26 of of IN cord-138021-9khfkyh7 91 27 laborers laborer NNS cord-138021-9khfkyh7 91 28 and and CC cord-138021-9khfkyh7 91 29 management management NN cord-138021-9khfkyh7 91 30 ( ( -LRB- cord-138021-9khfkyh7 91 31 Willis Willis NNP cord-138021-9khfkyh7 91 32 , , , cord-138021-9khfkyh7 91 33 1986 1986 CD cord-138021-9khfkyh7 91 34 ) ) -RRB- cord-138021-9khfkyh7 91 35 . . . cord-138021-9khfkyh7 92 1 However however RB cord-138021-9khfkyh7 92 2 , , , cord-138021-9khfkyh7 92 3 a a DT cord-138021-9khfkyh7 92 4 growing grow VBG cord-138021-9khfkyh7 92 5 body body NN cord-138021-9khfkyh7 92 6 of of IN cord-138021-9khfkyh7 92 7 literature literature NN cord-138021-9khfkyh7 92 8 suggests suggest VBZ cord-138021-9khfkyh7 92 9 that that IN cord-138021-9khfkyh7 92 10 years year NNS cord-138021-9khfkyh7 92 11 of of IN cord-138021-9khfkyh7 92 12 training training NN cord-138021-9khfkyh7 92 13 and and CC cord-138021-9khfkyh7 92 14 broad broad JJ cord-138021-9khfkyh7 92 15 worker worker NN cord-138021-9khfkyh7 92 16 categories category NNS cord-138021-9khfkyh7 92 17 fail fail VBP cord-138021-9khfkyh7 92 18 to to TO cord-138021-9khfkyh7 92 19 address address VB cord-138021-9khfkyh7 92 20 the the DT cord-138021-9khfkyh7 92 21 importance importance NN cord-138021-9khfkyh7 92 22 of of IN cord-138021-9khfkyh7 92 23 skill skill NN cord-138021-9khfkyh7 92 24 specialisation specialisation NN cord-138021-9khfkyh7 92 25 , , , cord-138021-9khfkyh7 92 26 diversity diversity NN cord-138021-9khfkyh7 92 27 , , , cord-138021-9khfkyh7 92 28 and and CC cord-138021-9khfkyh7 92 29 recombination recombination NN cord-138021-9khfkyh7 92 30 in in IN cord-138021-9khfkyh7 92 31 knowledge knowledge NN cord-138021-9khfkyh7 92 32 generation generation NN cord-138021-9khfkyh7 92 33 ( ( -LRB- cord-138021-9khfkyh7 92 34 Hong Hong NNP cord-138021-9khfkyh7 92 35 & & CC cord-138021-9khfkyh7 92 36 Page Page NNP cord-138021-9khfkyh7 92 37 , , , cord-138021-9khfkyh7 92 38 2004 2004 CD cord-138021-9khfkyh7 92 39 ; ; : cord-138021-9khfkyh7 92 40 Lazear Lazear NNP cord-138021-9khfkyh7 92 41 , , , cord-138021-9khfkyh7 92 42 2004 2004 CD cord-138021-9khfkyh7 92 43 ; ; : cord-138021-9khfkyh7 92 44 Woolley Woolley NNP cord-138021-9khfkyh7 92 45 et et NNP cord-138021-9khfkyh7 92 46 al al NNP cord-138021-9khfkyh7 92 47 . . NNP cord-138021-9khfkyh7 92 48 , , , cord-138021-9khfkyh7 92 49 2010 2010 CD cord-138021-9khfkyh7 92 50 ; ; : cord-138021-9khfkyh7 92 51 Ren Ren NNP cord-138021-9khfkyh7 92 52 & & CC cord-138021-9khfkyh7 92 53 Argote Argote NNP cord-138021-9khfkyh7 92 54 , , , cord-138021-9khfkyh7 92 55 2011 2011 CD cord-138021-9khfkyh7 92 56 ; ; : cord-138021-9khfkyh7 92 57 Aggarwal Aggarwal NNP cord-138021-9khfkyh7 92 58 & & CC cord-138021-9khfkyh7 92 59 Woolley Woolley NNP cord-138021-9khfkyh7 92 60 , , , cord-138021-9khfkyh7 92 61 2013 2013 CD cord-138021-9khfkyh7 92 62 ) ) -RRB- cord-138021-9khfkyh7 92 63 . . . cord-138021-9khfkyh7 93 1 In in IN cord-138021-9khfkyh7 93 2 addition addition NN cord-138021-9khfkyh7 93 3 , , , cord-138021-9khfkyh7 93 4 the the DT cord-138021-9khfkyh7 93 5 rise rise NN cord-138021-9khfkyh7 93 6 of of IN cord-138021-9khfkyh7 93 7 the the DT cord-138021-9khfkyh7 93 8 knowledge knowledge NN cord-138021-9khfkyh7 93 9 economy economy NN cord-138021-9khfkyh7 93 10 ( ( -LRB- cord-138021-9khfkyh7 93 11 Powell Powell NNP cord-138021-9khfkyh7 93 12 & & CC cord-138021-9khfkyh7 93 13 Snellman Snellman NNP cord-138021-9khfkyh7 93 14 , , , cord-138021-9khfkyh7 93 15 2004 2004 CD cord-138021-9khfkyh7 93 16 ) ) -RRB- cord-138021-9khfkyh7 93 17 has have VBZ cord-138021-9khfkyh7 93 18 sparked spark VBN cord-138021-9khfkyh7 93 19 new new JJ cord-138021-9khfkyh7 93 20 interest interest NN cord-138021-9khfkyh7 93 21 in in IN cord-138021-9khfkyh7 93 22 a a DT cord-138021-9khfkyh7 93 23 more more RBR cord-138021-9khfkyh7 93 24 nuanced nuanced JJ cord-138021-9khfkyh7 93 25 measure measure NN cord-138021-9khfkyh7 93 26 of of IN cord-138021-9khfkyh7 93 27 skill skill NN cord-138021-9khfkyh7 93 28 composition composition NN cord-138021-9khfkyh7 93 29 . . . cord-138021-9khfkyh7 94 1 In in IN cord-138021-9khfkyh7 94 2 this this DT cord-138021-9khfkyh7 94 3 context context NN cord-138021-9khfkyh7 94 4 , , , cord-138021-9khfkyh7 94 5 several several JJ cord-138021-9khfkyh7 94 6 papers paper NNS cord-138021-9khfkyh7 94 7 have have VBP cord-138021-9khfkyh7 94 8 taken take VBN cord-138021-9khfkyh7 94 9 skill skill NN cord-138021-9khfkyh7 94 10 diversity diversity NN cord-138021-9khfkyh7 94 11 and and CC cord-138021-9khfkyh7 94 12 individual individual JJ cord-138021-9khfkyh7 94 13 cognitive cognitive JJ cord-138021-9khfkyh7 94 14 abilities ability NNS cord-138021-9khfkyh7 94 15 into into IN cord-138021-9khfkyh7 94 16 account account NN cord-138021-9khfkyh7 94 17 for for IN cord-138021-9khfkyh7 94 18 estimating estimate VBG cord-138021-9khfkyh7 94 19 their -PRON- PRP$ cord-138021-9khfkyh7 94 20 effect effect NN cord-138021-9khfkyh7 94 21 on on IN cord-138021-9khfkyh7 94 22 wages wage NNS cord-138021-9khfkyh7 94 23 ( ( -LRB- cord-138021-9khfkyh7 94 24 Bowles Bowles NNP cord-138021-9khfkyh7 94 25 et et NNP cord-138021-9khfkyh7 94 26 al al NNP cord-138021-9khfkyh7 94 27 . . NNP cord-138021-9khfkyh7 94 28 , , , cord-138021-9khfkyh7 94 29 2001 2001 CD cord-138021-9khfkyh7 94 30 ; ; : cord-138021-9khfkyh7 94 31 Heckman Heckman NNP cord-138021-9khfkyh7 94 32 et et NNP cord-138021-9khfkyh7 94 33 al al NNP cord-138021-9khfkyh7 94 34 . . NNP cord-138021-9khfkyh7 94 35 , , , cord-138021-9khfkyh7 94 36 2006 2006 CD cord-138021-9khfkyh7 94 37 ; ; . cord-138021-9khfkyh7 95 1 Borghans Borghans NNP cord-138021-9khfkyh7 95 2 et et NNP cord-138021-9khfkyh7 95 3 al al NNP cord-138021-9khfkyh7 95 4 . . NNP cord-138021-9khfkyh7 95 5 , , , cord-138021-9khfkyh7 95 6 2008 2008 CD cord-138021-9khfkyh7 95 7 ; ; : cord-138021-9khfkyh7 95 8 Altonji Altonji NNP cord-138021-9khfkyh7 95 9 , , , cord-138021-9khfkyh7 95 10 2010 2010 CD cord-138021-9khfkyh7 95 11 ; ; : cord-138021-9khfkyh7 95 12 Autor Autor NNP cord-138021-9khfkyh7 95 13 & & CC cord-138021-9khfkyh7 95 14 Handel Handel NNP cord-138021-9khfkyh7 95 15 , , , cord-138021-9khfkyh7 95 16 2013 2013 CD cord-138021-9khfkyh7 95 17 ) ) -RRB- cord-138021-9khfkyh7 95 18 . . . cord-138021-9khfkyh7 96 1 A a DT cord-138021-9khfkyh7 96 2 central central JJ cord-138021-9khfkyh7 96 3 conclusion conclusion NN cord-138021-9khfkyh7 96 4 of of IN cord-138021-9khfkyh7 96 5 past past JJ cord-138021-9khfkyh7 96 6 contributions contribution NNS cord-138021-9khfkyh7 96 7 on on IN cord-138021-9khfkyh7 96 8 skill skill NN cord-138021-9khfkyh7 96 9 diversity diversity NN cord-138021-9khfkyh7 96 10 is be VBZ cord-138021-9khfkyh7 96 11 that that IN cord-138021-9khfkyh7 96 12 the the DT cord-138021-9khfkyh7 96 13 relationship relationship NN cord-138021-9khfkyh7 96 14 between between IN cord-138021-9khfkyh7 96 15 wages wage NNS cord-138021-9khfkyh7 96 16 and and CC cord-138021-9khfkyh7 96 17 skills skill NNS cord-138021-9khfkyh7 96 18 does do VBZ cord-138021-9khfkyh7 96 19 not not RB cord-138021-9khfkyh7 96 20 only only RB cord-138021-9khfkyh7 96 21 depend depend VB cord-138021-9khfkyh7 96 22 on on IN cord-138021-9khfkyh7 96 23 a a DT cord-138021-9khfkyh7 96 24 worker worker NN cord-138021-9khfkyh7 96 25 's 's POS cord-138021-9khfkyh7 96 26 individual individual JJ cord-138021-9khfkyh7 96 27 skills skill NNS cord-138021-9khfkyh7 96 28 but but CC cord-138021-9khfkyh7 96 29 also also RB cord-138021-9khfkyh7 96 30 , , , cord-138021-9khfkyh7 96 31 how how WRB cord-138021-9khfkyh7 96 32 they -PRON- PRP cord-138021-9khfkyh7 96 33 are be VBP cord-138021-9khfkyh7 96 34 combined combine VBN cord-138021-9khfkyh7 96 35 . . . cord-138021-9khfkyh7 97 1 The the DT cord-138021-9khfkyh7 97 2 question question NN cord-138021-9khfkyh7 97 3 of of IN cord-138021-9khfkyh7 97 4 skill skill NN cord-138021-9khfkyh7 97 5 synergies synergy NNS cord-138021-9khfkyh7 97 6 arises arise VBZ cord-138021-9khfkyh7 97 7 ( ( -LRB- cord-138021-9khfkyh7 97 8 Allinson Allinson NNP cord-138021-9khfkyh7 97 9 & & CC cord-138021-9khfkyh7 97 10 Hayes Hayes NNP cord-138021-9khfkyh7 97 11 , , , cord-138021-9khfkyh7 97 12 1996 1996 CD cord-138021-9khfkyh7 97 13 ) ) -RRB- cord-138021-9khfkyh7 97 14 . . . cord-138021-9khfkyh7 98 1 For for IN cord-138021-9khfkyh7 98 2 some some DT cord-138021-9khfkyh7 98 3 skills skill NNS cord-138021-9khfkyh7 98 4 ( ( -LRB- cord-138021-9khfkyh7 98 5 e.g. e.g. RB cord-138021-9khfkyh7 98 6 , , , cord-138021-9khfkyh7 98 7 programming programming NN cord-138021-9khfkyh7 98 8 in in IN cord-138021-9khfkyh7 98 9 JavaScript JavaScript NNP cord-138021-9khfkyh7 98 10 and and CC cord-138021-9khfkyh7 98 11 visualisation visualisation NN cord-138021-9khfkyh7 98 12 techniques technique NNS cord-138021-9khfkyh7 98 13 ) ) -RRB- cord-138021-9khfkyh7 98 14 it -PRON- PRP cord-138021-9khfkyh7 98 15 can can MD cord-138021-9khfkyh7 98 16 be be VB cord-138021-9khfkyh7 98 17 argued argue VBN cord-138021-9khfkyh7 98 18 that that IN cord-138021-9khfkyh7 98 19 skill skill NN cord-138021-9khfkyh7 98 20 synergies synergy NNS cord-138021-9khfkyh7 98 21 emerge emerge VBP cord-138021-9khfkyh7 98 22 . . . cord-138021-9khfkyh7 99 1 The the DT cord-138021-9khfkyh7 99 2 bundle bundle NN cord-138021-9khfkyh7 99 3 of of IN cord-138021-9khfkyh7 99 4 skills skill NNS cord-138021-9khfkyh7 99 5 is be VBZ cord-138021-9khfkyh7 99 6 more more RBR cord-138021-9khfkyh7 99 7 valuable valuable JJ cord-138021-9khfkyh7 99 8 than than IN cord-138021-9khfkyh7 99 9 the the DT cord-138021-9khfkyh7 99 10 sum sum NN cord-138021-9khfkyh7 99 11 of of IN cord-138021-9khfkyh7 99 12 its -PRON- PRP$ cord-138021-9khfkyh7 99 13 parts part NNS cord-138021-9khfkyh7 99 14 . . . cord-138021-9khfkyh7 100 1 It -PRON- PRP cord-138021-9khfkyh7 100 2 could could MD cord-138021-9khfkyh7 100 3 be be VB cord-138021-9khfkyh7 100 4 argued argue VBN cord-138021-9khfkyh7 100 5 that that IN cord-138021-9khfkyh7 100 6 skill skill NN cord-138021-9khfkyh7 100 7 synergies synergy NNS cord-138021-9khfkyh7 100 8 are be VBP cord-138021-9khfkyh7 100 9 constrained constrain VBN cord-138021-9khfkyh7 100 10 to to IN cord-138021-9khfkyh7 100 11 an an DT cord-138021-9khfkyh7 100 12 occupational occupational JJ cord-138021-9khfkyh7 100 13 domain domain NN cord-138021-9khfkyh7 100 14 , , , cord-138021-9khfkyh7 100 15 e.g. e.g. RB cord-138021-9khfkyh7 100 16 , , , cord-138021-9khfkyh7 100 17 programming programming NN cord-138021-9khfkyh7 100 18 in in IN cord-138021-9khfkyh7 100 19 python python NN cord-138021-9khfkyh7 100 20 and and CC cord-138021-9khfkyh7 100 21 translating translate VBG cord-138021-9khfkyh7 100 22 Russian Russian NNP cord-138021-9khfkyh7 100 23 should should MD cord-138021-9khfkyh7 100 24 have have VB cord-138021-9khfkyh7 100 25 little little JJ cord-138021-9khfkyh7 100 26 skill skill NN cord-138021-9khfkyh7 100 27 synergies synergy NNS cord-138021-9khfkyh7 100 28 . . . cord-138021-9khfkyh7 101 1 Certainly certainly RB cord-138021-9khfkyh7 101 2 , , , cord-138021-9khfkyh7 101 3 the the DT cord-138021-9khfkyh7 101 4 value value NN cord-138021-9khfkyh7 101 5 of of IN cord-138021-9khfkyh7 101 6 additional additional JJ cord-138021-9khfkyh7 101 7 skills skill NNS cord-138021-9khfkyh7 101 8 depends depend VBZ cord-138021-9khfkyh7 101 9 on on IN cord-138021-9khfkyh7 101 10 the the DT cord-138021-9khfkyh7 101 11 skill skill NN cord-138021-9khfkyh7 101 12 portfolio portfolio NN cord-138021-9khfkyh7 101 13 that that IN cord-138021-9khfkyh7 101 14 the the DT cord-138021-9khfkyh7 101 15 worker worker NN cord-138021-9khfkyh7 101 16 already already RB cord-138021-9khfkyh7 101 17 possesses possess VBZ cord-138021-9khfkyh7 101 18 ( ( -LRB- cord-138021-9khfkyh7 101 19 Altonji Altonji NNP cord-138021-9khfkyh7 101 20 , , , cord-138021-9khfkyh7 101 21 2010 2010 CD cord-138021-9khfkyh7 101 22 ) ) -RRB- cord-138021-9khfkyh7 101 23 . . . cord-138021-9khfkyh7 102 1 However however RB cord-138021-9khfkyh7 102 2 , , , cord-138021-9khfkyh7 102 3 this this DT cord-138021-9khfkyh7 102 4 work work NN cord-138021-9khfkyh7 102 5 precisely precisely RB cord-138021-9khfkyh7 102 6 investigates investigate VBZ cord-138021-9khfkyh7 102 7 how how WRB cord-138021-9khfkyh7 102 8 limited limited JJ cord-138021-9khfkyh7 102 9 synergy synergy NN cord-138021-9khfkyh7 102 10 effects effect NNS cord-138021-9khfkyh7 102 11 of of IN cord-138021-9khfkyh7 102 12 skill skill NN cord-138021-9khfkyh7 102 13 bundling bundling NN cord-138021-9khfkyh7 102 14 are be VBP cord-138021-9khfkyh7 102 15 and and CC cord-138021-9khfkyh7 102 16 if if IN cord-138021-9khfkyh7 102 17 cross cross JJ cord-138021-9khfkyh7 102 18 - - JJ cord-138021-9khfkyh7 102 19 skilling skilling JJ cord-138021-9khfkyh7 102 20 , , , cord-138021-9khfkyh7 102 21 the the DT cord-138021-9khfkyh7 102 22 acquisition acquisition NN cord-138021-9khfkyh7 102 23 of of IN cord-138021-9khfkyh7 102 24 a a DT cord-138021-9khfkyh7 102 25 new new JJ cord-138021-9khfkyh7 102 26 skill skill NN cord-138021-9khfkyh7 102 27 outside outside IN cord-138021-9khfkyh7 102 28 of of IN cord-138021-9khfkyh7 102 29 the the DT cord-138021-9khfkyh7 102 30 existing exist VBG cord-138021-9khfkyh7 102 31 skill skill NN cord-138021-9khfkyh7 102 32 portfolio portfolio NN cord-138021-9khfkyh7 102 33 , , , cord-138021-9khfkyh7 102 34 might may MD cord-138021-9khfkyh7 102 35 indeed indeed RB cord-138021-9khfkyh7 102 36 be be VB cord-138021-9khfkyh7 102 37 profitable profitable JJ cord-138021-9khfkyh7 102 38 . . . cord-138021-9khfkyh7 103 1 The the DT cord-138021-9khfkyh7 103 2 data datum NNS cord-138021-9khfkyh7 103 3 for for IN cord-138021-9khfkyh7 103 4 this this DT cord-138021-9khfkyh7 103 5 analysis analysis NN cord-138021-9khfkyh7 103 6 stems stem VBZ cord-138021-9khfkyh7 103 7 from from IN cord-138021-9khfkyh7 103 8 the the DT cord-138021-9khfkyh7 103 9 freelancing freelance VBG cord-138021-9khfkyh7 103 10 platform platform NN cord-138021-9khfkyh7 103 11 UpWork UpWork NNP cord-138021-9khfkyh7 103 12 5 5 CD cord-138021-9khfkyh7 103 13 , , , cord-138021-9khfkyh7 103 14 which which WDT cord-138021-9khfkyh7 103 15 falls fall VBZ cord-138021-9khfkyh7 103 16 under under IN cord-138021-9khfkyh7 103 17 the the DT cord-138021-9khfkyh7 103 18 category category NN cord-138021-9khfkyh7 103 19 of of IN cord-138021-9khfkyh7 103 20 online online JJ cord-138021-9khfkyh7 103 21 labour labour NN cord-138021-9khfkyh7 103 22 markets market NNS cord-138021-9khfkyh7 103 23 ( ( -LRB- cord-138021-9khfkyh7 103 24 OLM OLM NNP cord-138021-9khfkyh7 103 25 ) ) -RRB- cord-138021-9khfkyh7 103 26 . . . cord-138021-9khfkyh7 104 1 These these DT cord-138021-9khfkyh7 104 2 platforms platform NNS cord-138021-9khfkyh7 104 3 are be VBP cord-138021-9khfkyh7 104 4 websites website NNS cord-138021-9khfkyh7 104 5 that that WDT cord-138021-9khfkyh7 104 6 mediate mediate VBP cord-138021-9khfkyh7 104 7 between between IN cord-138021-9khfkyh7 104 8 buyers buyer NNS cord-138021-9khfkyh7 104 9 and and CC cord-138021-9khfkyh7 104 10 sellers seller NNS cord-138021-9khfkyh7 104 11 of of IN cord-138021-9khfkyh7 104 12 remotely remotely RB cord-138021-9khfkyh7 104 13 deliverable deliverable JJ cord-138021-9khfkyh7 104 14 cognitive cognitive JJ cord-138021-9khfkyh7 104 15 work work NN cord-138021-9khfkyh7 104 16 ( ( -LRB- cord-138021-9khfkyh7 104 17 Horton Horton NNP cord-138021-9khfkyh7 104 18 , , , cord-138021-9khfkyh7 104 19 2010 2010 CD cord-138021-9khfkyh7 104 20 ) ) -RRB- cord-138021-9khfkyh7 104 21 . . . cord-138021-9khfkyh7 105 1 The the DT cord-138021-9khfkyh7 105 2 sellers seller NNS cord-138021-9khfkyh7 105 3 of of IN cord-138021-9khfkyh7 105 4 work work NN cord-138021-9khfkyh7 105 5 on on IN cord-138021-9khfkyh7 105 6 OLMs olm NNS cord-138021-9khfkyh7 105 7 are be VBP cord-138021-9khfkyh7 105 8 either either CC cord-138021-9khfkyh7 105 9 people people NNS cord-138021-9khfkyh7 105 10 in in IN cord-138021-9khfkyh7 105 11 regular regular JJ cord-138021-9khfkyh7 105 12 employment employment NN cord-138021-9khfkyh7 105 13 earning earn VBG cord-138021-9khfkyh7 105 14 additional additional JJ cord-138021-9khfkyh7 105 15 income income NN cord-138021-9khfkyh7 105 16 by by IN cord-138021-9khfkyh7 105 17 " " `` cord-138021-9khfkyh7 105 18 moonlighting moonlight VBG cord-138021-9khfkyh7 105 19 " " '' cord-138021-9khfkyh7 105 20 via via IN cord-138021-9khfkyh7 105 21 the the DT cord-138021-9khfkyh7 105 22 Internet internet NN cord-138021-9khfkyh7 105 23 as as IN cord-138021-9khfkyh7 105 24 freelancers freelancer NNS cord-138021-9khfkyh7 105 25 or or CC cord-138021-9khfkyh7 105 26 they -PRON- PRP cord-138021-9khfkyh7 105 27 are be VBP cord-138021-9khfkyh7 105 28 self self NN cord-138021-9khfkyh7 105 29 - - HYPH cord-138021-9khfkyh7 105 30 employed employ VBN cord-138021-9khfkyh7 105 31 independent independent JJ cord-138021-9khfkyh7 105 32 contractors contractor NNS cord-138021-9khfkyh7 105 33 . . . cord-138021-9khfkyh7 106 1 The the DT cord-138021-9khfkyh7 106 2 buyers buyer NNS cord-138021-9khfkyh7 106 3 of of IN cord-138021-9khfkyh7 106 4 work work NN cord-138021-9khfkyh7 106 5 range range VBP cord-138021-9khfkyh7 106 6 from from IN cord-138021-9khfkyh7 106 7 individuals individual NNS cord-138021-9khfkyh7 106 8 and and CC cord-138021-9khfkyh7 106 9 early early JJ cord-138021-9khfkyh7 106 10 - - HYPH cord-138021-9khfkyh7 106 11 stage stage NN cord-138021-9khfkyh7 106 12 startups startup NNS cord-138021-9khfkyh7 106 13 to to IN cord-138021-9khfkyh7 106 14 Fortune Fortune NNP cord-138021-9khfkyh7 106 15 500 500 CD cord-138021-9khfkyh7 106 16 companies company NNS cord-138021-9khfkyh7 106 17 ( ( -LRB- cord-138021-9khfkyh7 106 18 Corporaal Corporaal NNP cord-138021-9khfkyh7 106 19 & & CC cord-138021-9khfkyh7 106 20 Lehdonvirta Lehdonvirta NNP cord-138021-9khfkyh7 106 21 , , , cord-138021-9khfkyh7 106 22 2017 2017 CD cord-138021-9khfkyh7 106 23 ) ) -RRB- cord-138021-9khfkyh7 106 24 . . . cord-138021-9khfkyh7 107 1 OLMs olm NNS cord-138021-9khfkyh7 107 2 can can MD cord-138021-9khfkyh7 107 3 be be VB cord-138021-9khfkyh7 107 4 further further RB cord-138021-9khfkyh7 107 5 subdivided subdivide VBN cord-138021-9khfkyh7 107 6 into into IN cord-138021-9khfkyh7 107 7 microtask microtask NNP cord-138021-9khfkyh7 107 8 platforms platform NNS cord-138021-9khfkyh7 107 9 , , , cord-138021-9khfkyh7 107 10 e.g. e.g. RB cord-138021-9khfkyh7 107 11 , , , cord-138021-9khfkyh7 107 12 Amazon Amazon NNP cord-138021-9khfkyh7 107 13 Mechanical Mechanical NNP cord-138021-9khfkyh7 107 14 Turk Turk NNP cord-138021-9khfkyh7 107 15 , , , cord-138021-9khfkyh7 107 16 where where WRB cord-138021-9khfkyh7 107 17 payment payment NN cord-138021-9khfkyh7 107 18 is be VBZ cord-138021-9khfkyh7 107 19 on on IN cord-138021-9khfkyh7 107 20 a a DT cord-138021-9khfkyh7 107 21 piece piece NN cord-138021-9khfkyh7 107 22 rate rate NN cord-138021-9khfkyh7 107 23 basis basis NN cord-138021-9khfkyh7 107 24 or or CC cord-138021-9khfkyh7 107 25 freelancing freelancing NN cord-138021-9khfkyh7 107 26 platforms platform NNS cord-138021-9khfkyh7 107 27 , , , cord-138021-9khfkyh7 107 28 such such JJ cord-138021-9khfkyh7 107 29 as as IN cord-138021-9khfkyh7 107 30 UpWork UpWork NNP cord-138021-9khfkyh7 107 31 , , , cord-138021-9khfkyh7 107 32 where where WRB cord-138021-9khfkyh7 107 33 payment payment NN cord-138021-9khfkyh7 107 34 is be VBZ cord-138021-9khfkyh7 107 35 on on IN cord-138021-9khfkyh7 107 36 an an DT cord-138021-9khfkyh7 107 37 hourly hourly JJ cord-138021-9khfkyh7 107 38 or or CC cord-138021-9khfkyh7 107 39 milestone milestone NN cord-138021-9khfkyh7 107 40 basis basis NN cord-138021-9khfkyh7 107 41 ( ( -LRB- cord-138021-9khfkyh7 107 42 Lehdonvirta Lehdonvirta NNP cord-138021-9khfkyh7 107 43 , , , cord-138021-9khfkyh7 107 44 2018 2018 CD cord-138021-9khfkyh7 107 45 ) ) -RRB- cord-138021-9khfkyh7 107 46 . . . cord-138021-9khfkyh7 108 1 Between between IN cord-138021-9khfkyh7 108 2 2017 2017 CD cord-138021-9khfkyh7 108 3 and and CC cord-138021-9khfkyh7 108 4 2020 2020 CD cord-138021-9khfkyh7 108 5 , , , cord-138021-9khfkyh7 108 6 the the DT cord-138021-9khfkyh7 108 7 global global JJ cord-138021-9khfkyh7 108 8 market market NN cord-138021-9khfkyh7 108 9 for for IN cord-138021-9khfkyh7 108 10 online online JJ cord-138021-9khfkyh7 108 11 labour labour NN cord-138021-9khfkyh7 108 12 has have VBZ cord-138021-9khfkyh7 108 13 grown grow VBN cord-138021-9khfkyh7 108 14 approximately approximately RB cord-138021-9khfkyh7 108 15 50 50 CD cord-138021-9khfkyh7 108 16 % % NN cord-138021-9khfkyh7 108 17 ( ( -LRB- cord-138021-9khfkyh7 108 18 Kässi Kässi NNP cord-138021-9khfkyh7 108 19 & & CC cord-138021-9khfkyh7 108 20 Lehdonvirta Lehdonvirta NNP cord-138021-9khfkyh7 108 21 , , , cord-138021-9khfkyh7 108 22 2018 2018 CD cord-138021-9khfkyh7 108 23 ) ) -RRB- cord-138021-9khfkyh7 108 24 . . . cord-138021-9khfkyh7 109 1 In in IN cord-138021-9khfkyh7 109 2 light light NN cord-138021-9khfkyh7 109 3 of of IN cord-138021-9khfkyh7 109 4 the the DT cord-138021-9khfkyh7 109 5 COVID-19 covid-19 JJ cord-138021-9khfkyh7 109 6 pandemic pandemic NN cord-138021-9khfkyh7 109 7 and and CC cord-138021-9khfkyh7 109 8 it -PRON- PRP cord-138021-9khfkyh7 109 9 's be VBZ cord-138021-9khfkyh7 109 10 significant significant JJ cord-138021-9khfkyh7 109 11 economic economic JJ cord-138021-9khfkyh7 109 12 repercussions repercussion NNS cord-138021-9khfkyh7 109 13 across across IN cord-138021-9khfkyh7 109 14 industries industry NNS cord-138021-9khfkyh7 109 15 ( ( -LRB- cord-138021-9khfkyh7 109 16 Stephany Stephany NNP cord-138021-9khfkyh7 109 17 et et FW cord-138021-9khfkyh7 109 18 al al NNP cord-138021-9khfkyh7 109 19 . . NNP cord-138021-9khfkyh7 109 20 , , , cord-138021-9khfkyh7 109 21 2020a 2020a CD cord-138021-9khfkyh7 109 22 ) ) -RRB- cord-138021-9khfkyh7 109 23 , , , cord-138021-9khfkyh7 109 24 OLMs olm NNS cord-138021-9khfkyh7 109 25 continue continue VBP cord-138021-9khfkyh7 109 26 to to TO cord-138021-9khfkyh7 109 27 increase increase VB cord-138021-9khfkyh7 109 28 in in IN cord-138021-9khfkyh7 109 29 popularity popularity NN cord-138021-9khfkyh7 109 30 due due IN cord-138021-9khfkyh7 109 31 to to IN cord-138021-9khfkyh7 109 32 a a DT cord-138021-9khfkyh7 109 33 general general JJ cord-138021-9khfkyh7 109 34 trend trend NN cord-138021-9khfkyh7 109 35 of of IN cord-138021-9khfkyh7 109 36 work work NN cord-138021-9khfkyh7 109 37 at at IN cord-138021-9khfkyh7 109 38 distance distance NN cord-138021-9khfkyh7 109 39 ( ( -LRB- cord-138021-9khfkyh7 109 40 Stephany Stephany NNP cord-138021-9khfkyh7 109 41 et et FW cord-138021-9khfkyh7 109 42 al al NNP cord-138021-9khfkyh7 109 43 .. .. NNP cord-138021-9khfkyh7 109 44 2020b 2020b CD cord-138021-9khfkyh7 109 45 ) ) -RRB- cord-138021-9khfkyh7 109 46 . . . cord-138021-9khfkyh7 110 1 UpWork upwork NN cord-138021-9khfkyh7 110 2 is be VBZ cord-138021-9khfkyh7 110 3 usually usually RB cord-138021-9khfkyh7 110 4 perceived perceive VBN cord-138021-9khfkyh7 110 5 as as IN cord-138021-9khfkyh7 110 6 the the DT cord-138021-9khfkyh7 110 7 globally globally RB cord-138021-9khfkyh7 110 8 most most RBS cord-138021-9khfkyh7 110 9 popular popular JJ cord-138021-9khfkyh7 110 10 freelance freelance NN cord-138021-9khfkyh7 110 11 platform platform NN cord-138021-9khfkyh7 110 12 ( ( -LRB- cord-138021-9khfkyh7 110 13 Kässi Kässi NNP cord-138021-9khfkyh7 110 14 & & CC cord-138021-9khfkyh7 110 15 Lehdonvirta Lehdonvirta NNP cord-138021-9khfkyh7 110 16 , , , cord-138021-9khfkyh7 110 17 2018 2018 CD cord-138021-9khfkyh7 110 18 ) ) -RRB- cord-138021-9khfkyh7 110 19 . . . cord-138021-9khfkyh7 111 1 This this DT cord-138021-9khfkyh7 111 2 study study NN cord-138021-9khfkyh7 111 3 utilises utilise VBZ cord-138021-9khfkyh7 111 4 OLM OLM NNP cord-138021-9khfkyh7 111 5 data datum NNS cord-138021-9khfkyh7 111 6 , , , cord-138021-9khfkyh7 111 7 as as IN cord-138021-9khfkyh7 111 8 platforms platform NNS cord-138021-9khfkyh7 111 9 like like IN cord-138021-9khfkyh7 111 10 UpWork UpWork NNP cord-138021-9khfkyh7 111 11 have have VBP cord-138021-9khfkyh7 111 12 become become VBN cord-138021-9khfkyh7 111 13 early early JJ cord-138021-9khfkyh7 111 14 " " `` cord-138021-9khfkyh7 111 15 laboratories laboratory NNS cord-138021-9khfkyh7 111 16 " " '' cord-138021-9khfkyh7 111 17 of of IN cord-138021-9khfkyh7 111 18 the the DT cord-138021-9khfkyh7 111 19 rebundling rebundling NN cord-138021-9khfkyh7 111 20 of of IN cord-138021-9khfkyh7 111 21 skill skill NN cord-138021-9khfkyh7 111 22 sets set NNS cord-138021-9khfkyh7 111 23 . . . cord-138021-9khfkyh7 112 1 Their -PRON- PRP$ cord-138021-9khfkyh7 112 2 data datum NNS cord-138021-9khfkyh7 112 3 allow allow VBP cord-138021-9khfkyh7 112 4 us -PRON- PRP cord-138021-9khfkyh7 112 5 to to TO cord-138021-9khfkyh7 112 6 monitor monitor VB cord-138021-9khfkyh7 112 7 skill skill NN cord-138021-9khfkyh7 112 8 rebundling rebundle VBG cord-138021-9khfkyh7 112 9 in in IN cord-138021-9khfkyh7 112 10 a a DT cord-138021-9khfkyh7 112 11 global global JJ cord-138021-9khfkyh7 112 12 workforce workforce NN cord-138021-9khfkyh7 112 13 by by IN cord-138021-9khfkyh7 112 14 near near IN cord-138021-9khfkyh7 112 15 real real JJ cord-138021-9khfkyh7 112 16 - - HYPH cord-138021-9khfkyh7 112 17 time time NN cord-138021-9khfkyh7 112 18 reporting reporting NN cord-138021-9khfkyh7 112 19 location location NN cord-138021-9khfkyh7 112 20 , , , cord-138021-9khfkyh7 112 21 asking ask VBG cord-138021-9khfkyh7 112 22 wages wage NNS cord-138021-9khfkyh7 112 23 , , , cord-138021-9khfkyh7 112 24 previous previous JJ cord-138021-9khfkyh7 112 25 income income NN cord-138021-9khfkyh7 112 26 , , , cord-138021-9khfkyh7 112 27 gender gender NN cord-138021-9khfkyh7 112 28 attributes attribute NNS cord-138021-9khfkyh7 112 29 ( ( -LRB- cord-138021-9khfkyh7 112 30 forenames forename NNS cord-138021-9khfkyh7 112 31 ) ) -RRB- cord-138021-9khfkyh7 112 32 , , , cord-138021-9khfkyh7 112 33 and and CC cord-138021-9khfkyh7 112 34 up up RB cord-138021-9khfkyh7 112 35 - - HYPH cord-138021-9khfkyh7 112 36 to to IN cord-138021-9khfkyh7 112 37 - - HYPH cord-138021-9khfkyh7 112 38 date date NN cord-138021-9khfkyh7 112 39 skill skill NN cord-138021-9khfkyh7 112 40 bundles bundle NNS cord-138021-9khfkyh7 112 41 on on IN cord-138021-9khfkyh7 112 42 a a DT cord-138021-9khfkyh7 112 43 granular granular JJ cord-138021-9khfkyh7 112 44 level level NN cord-138021-9khfkyh7 112 45 . . . cord-138021-9khfkyh7 113 1 For for IN cord-138021-9khfkyh7 113 2 the the DT cord-138021-9khfkyh7 113 3 methodological methodological JJ cord-138021-9khfkyh7 113 4 approach approach NN cord-138021-9khfkyh7 113 5 of of IN cord-138021-9khfkyh7 113 6 this this DT cord-138021-9khfkyh7 113 7 paper paper NN cord-138021-9khfkyh7 113 8 , , , cord-138021-9khfkyh7 113 9 the the DT cord-138021-9khfkyh7 113 10 work work NN cord-138021-9khfkyh7 113 11 by by IN cord-138021-9khfkyh7 113 12 Anderson Anderson NNP cord-138021-9khfkyh7 113 13 ( ( -LRB- cord-138021-9khfkyh7 113 14 2017 2017 CD cord-138021-9khfkyh7 113 15 ) ) -RRB- cord-138021-9khfkyh7 113 16 is be VBZ cord-138021-9khfkyh7 113 17 referential referential JJ cord-138021-9khfkyh7 113 18 . . . cord-138021-9khfkyh7 114 1 Anderson Anderson NNP cord-138021-9khfkyh7 114 2 constructs construct VBZ cord-138021-9khfkyh7 114 3 a a DT cord-138021-9khfkyh7 114 4 human human JJ cord-138021-9khfkyh7 114 5 capital capital NN cord-138021-9khfkyh7 114 6 network network NN cord-138021-9khfkyh7 114 7 of of IN cord-138021-9khfkyh7 114 8 skills skill NNS cord-138021-9khfkyh7 114 9 from from IN cord-138021-9khfkyh7 114 10 online online JJ cord-138021-9khfkyh7 114 11 freelancers freelancer NNS cord-138021-9khfkyh7 114 12 and and CC cord-138021-9khfkyh7 114 13 shows show VBZ cord-138021-9khfkyh7 114 14 that that IN cord-138021-9khfkyh7 114 15 workers worker NNS cord-138021-9khfkyh7 114 16 with with IN cord-138021-9khfkyh7 114 17 diverse diverse JJ cord-138021-9khfkyh7 114 18 skills skill NNS cord-138021-9khfkyh7 114 19 earn earn VBP cord-138021-9khfkyh7 114 20 higher high JJR cord-138021-9khfkyh7 114 21 wages wage NNS cord-138021-9khfkyh7 114 22 . . . cord-138021-9khfkyh7 115 1 The the DT cord-138021-9khfkyh7 115 2 limitation limitation NN cord-138021-9khfkyh7 115 3 of of IN cord-138021-9khfkyh7 115 4 Anderson Anderson NNP cord-138021-9khfkyh7 115 5 's 's POS cord-138021-9khfkyh7 115 6 work work NN cord-138021-9khfkyh7 115 7 is be VBZ cord-138021-9khfkyh7 115 8 that that IN cord-138021-9khfkyh7 115 9 a a DT cord-138021-9khfkyh7 115 10 skill skill NN cord-138021-9khfkyh7 115 11 specific specific JJ cord-138021-9khfkyh7 115 12 evaluation evaluation NN cord-138021-9khfkyh7 115 13 in in IN cord-138021-9khfkyh7 115 14 the the DT cord-138021-9khfkyh7 115 15 context context NN cord-138021-9khfkyh7 115 16 of of IN cord-138021-9khfkyh7 115 17 cross cross JJ cord-138021-9khfkyh7 115 18 - - JJ cord-138021-9khfkyh7 115 19 skilling skilling NN cord-138021-9khfkyh7 115 20 is be VBZ cord-138021-9khfkyh7 115 21 not not RB cord-138021-9khfkyh7 115 22 addressed address VBN cord-138021-9khfkyh7 115 23 . . . cord-138021-9khfkyh7 116 1 This this DT cord-138021-9khfkyh7 116 2 work work NN cord-138021-9khfkyh7 116 3 aims aim VBZ cord-138021-9khfkyh7 116 4 at at IN cord-138021-9khfkyh7 116 5 adding add VBG cord-138021-9khfkyh7 116 6 this this DT cord-138021-9khfkyh7 116 7 cross cross JJ cord-138021-9khfkyh7 116 8 - - JJ cord-138021-9khfkyh7 116 9 skilling skilling JJ cord-138021-9khfkyh7 116 10 perspective perspective NN cord-138021-9khfkyh7 116 11 and and CC cord-138021-9khfkyh7 116 12 exemplary exemplary JJ cord-138021-9khfkyh7 116 13 sketches sketch NNS cord-138021-9khfkyh7 116 14 economically economically RB cord-138021-9khfkyh7 116 15 valuable valuable JJ cord-138021-9khfkyh7 116 16 cross cross JJ cord-138021-9khfkyh7 116 17 - - JJ cord-138021-9khfkyh7 116 18 skilling skilling JJ cord-138021-9khfkyh7 116 19 pathways pathway NNS cord-138021-9khfkyh7 116 20 in in IN cord-138021-9khfkyh7 116 21 times time NNS cord-138021-9khfkyh7 116 22 of of IN cord-138021-9khfkyh7 116 23 shifting shift VBG cord-138021-9khfkyh7 116 24 occupational occupational JJ cord-138021-9khfkyh7 116 25 profiles profile NNS cord-138021-9khfkyh7 116 26 . . . cord-138021-9khfkyh7 117 1 Similar similar JJ cord-138021-9khfkyh7 117 2 to to IN cord-138021-9khfkyh7 117 3 Anderson Anderson NNP cord-138021-9khfkyh7 117 4 ( ( -LRB- cord-138021-9khfkyh7 117 5 2017 2017 CD cord-138021-9khfkyh7 117 6 ) ) -RRB- cord-138021-9khfkyh7 117 7 , , , cord-138021-9khfkyh7 117 8 this this DT cord-138021-9khfkyh7 117 9 work work NN cord-138021-9khfkyh7 117 10 uses use VBZ cord-138021-9khfkyh7 117 11 the the DT cord-138021-9khfkyh7 117 12 rich rich JJ cord-138021-9khfkyh7 117 13 toolbox toolbox NN cord-138021-9khfkyh7 117 14 of of IN cord-138021-9khfkyh7 117 15 network network NN cord-138021-9khfkyh7 117 16 analysis analysis NN cord-138021-9khfkyh7 117 17 for for IN cord-138021-9khfkyh7 117 18 the the DT cord-138021-9khfkyh7 117 19 characterisation characterisation NN cord-138021-9khfkyh7 117 20 of of IN cord-138021-9khfkyh7 117 21 skill skill NN cord-138021-9khfkyh7 117 22 relationships relationship NNS cord-138021-9khfkyh7 117 23 . . . cord-138021-9khfkyh7 118 1 Given give VBN cord-138021-9khfkyh7 118 2 a a DT cord-138021-9khfkyh7 118 3 sample sample NN cord-138021-9khfkyh7 118 4 of of IN cord-138021-9khfkyh7 118 5 4,810 4,810 CD cord-138021-9khfkyh7 118 6 freelancers freelancer NNS cord-138021-9khfkyh7 118 7 with with IN cord-138021-9khfkyh7 118 8 multidimensional multidimensional JJ cord-138021-9khfkyh7 118 9 skill skill NN cord-138021-9khfkyh7 118 10 portfolios portfolio NNS cord-138021-9khfkyh7 118 11 , , , cord-138021-9khfkyh7 118 12 a a DT cord-138021-9khfkyh7 118 13 network network NN cord-138021-9khfkyh7 118 14 is be VBZ cord-138021-9khfkyh7 118 15 constructed construct VBN cord-138021-9khfkyh7 118 16 in in IN cord-138021-9khfkyh7 118 17 which which WDT cord-138021-9khfkyh7 118 18 3.525 3.525 CD cord-138021-9khfkyh7 118 19 skills skill NNS cord-138021-9khfkyh7 118 20 are be VBP cord-138021-9khfkyh7 118 21 nodes node NNS cord-138021-9khfkyh7 118 22 and and CC cord-138021-9khfkyh7 118 23 two two CD cord-138021-9khfkyh7 118 24 skills skill NNS cord-138021-9khfkyh7 118 25 are be VBP cord-138021-9khfkyh7 118 26 connected connect VBN cord-138021-9khfkyh7 118 27 by by IN cord-138021-9khfkyh7 118 28 a a DT cord-138021-9khfkyh7 118 29 link link NN cord-138021-9khfkyh7 118 30 if if IN cord-138021-9khfkyh7 118 31 a a DT cord-138021-9khfkyh7 118 32 worker worker NN cord-138021-9khfkyh7 118 33 has have VBZ cord-138021-9khfkyh7 118 34 both both DT cord-138021-9khfkyh7 118 35 . . . cord-138021-9khfkyh7 119 1 Links link NNS cord-138021-9khfkyh7 119 2 are be VBP cord-138021-9khfkyh7 119 3 weighted weight VBN cord-138021-9khfkyh7 119 4 according accord VBG cord-138021-9khfkyh7 119 5 to to IN cord-138021-9khfkyh7 119 6 how how WRB cord-138021-9khfkyh7 119 7 often often RB cord-138021-9khfkyh7 119 8 the the DT cord-138021-9khfkyh7 119 9 two two CD cord-138021-9khfkyh7 119 10 skills skill NNS cord-138021-9khfkyh7 119 11 co co VBP cord-138021-9khfkyh7 119 12 - - NN cord-138021-9khfkyh7 119 13 occur occur VBP cord-138021-9khfkyh7 119 14 . . . cord-138021-9khfkyh7 120 1 First first RB cord-138021-9khfkyh7 120 2 , , , cord-138021-9khfkyh7 120 3 this this DT cord-138021-9khfkyh7 120 4 skill skill NN cord-138021-9khfkyh7 120 5 network network NN cord-138021-9khfkyh7 120 6 provides provide VBZ cord-138021-9khfkyh7 120 7 us -PRON- PRP cord-138021-9khfkyh7 120 8 with with IN cord-138021-9khfkyh7 120 9 an an DT cord-138021-9khfkyh7 120 10 endogenous endogenous JJ cord-138021-9khfkyh7 120 11 categorisation categorisation NN cord-138021-9khfkyh7 120 12 of of IN cord-138021-9khfkyh7 120 13 skills skill NNS cord-138021-9khfkyh7 120 14 based base VBN cord-138021-9khfkyh7 120 15 on on IN cord-138021-9khfkyh7 120 16 their -PRON- PRP$ cord-138021-9khfkyh7 120 17 relationship relationship NN cord-138021-9khfkyh7 120 18 in in IN cord-138021-9khfkyh7 120 19 application application NN cord-138021-9khfkyh7 120 20 and and CC cord-138021-9khfkyh7 120 21 the the DT cord-138021-9khfkyh7 120 22 context context NN cord-138021-9khfkyh7 120 23 dependency dependency NN cord-138021-9khfkyh7 120 24 of of IN cord-138021-9khfkyh7 120 25 human human JJ cord-138021-9khfkyh7 120 26 capital capital NN cord-138021-9khfkyh7 120 27 . . . cord-138021-9khfkyh7 121 1 In in IN cord-138021-9khfkyh7 121 2 a a DT cord-138021-9khfkyh7 121 3 second second JJ cord-138021-9khfkyh7 121 4 step step NN cord-138021-9khfkyh7 121 5 , , , cord-138021-9khfkyh7 121 6 the the DT cord-138021-9khfkyh7 121 7 wage wage NN cord-138021-9khfkyh7 121 8 proposals proposal NNS cord-138021-9khfkyh7 121 9 6 6 CD cord-138021-9khfkyh7 121 10 of of IN cord-138021-9khfkyh7 121 11 workers worker NNS cord-138021-9khfkyh7 121 12 allow allow VBP cord-138021-9khfkyh7 121 13 a a DT cord-138021-9khfkyh7 121 14 statistical statistical JJ cord-138021-9khfkyh7 121 15 assessment assessment NN cord-138021-9khfkyh7 121 16 of of IN cord-138021-9khfkyh7 121 17 skills skill NNS cord-138021-9khfkyh7 121 18 . . . cord-138021-9khfkyh7 122 1 Via via IN cord-138021-9khfkyh7 122 2 calculating calculate VBG cord-138021-9khfkyh7 122 3 regression regression NN cord-138021-9khfkyh7 122 4 coefficients coefficient NNS cord-138021-9khfkyh7 122 5 , , , cord-138021-9khfkyh7 122 6 the the DT cord-138021-9khfkyh7 122 7 economic economic JJ cord-138021-9khfkyh7 122 8 value value NN cord-138021-9khfkyh7 122 9 of of IN cord-138021-9khfkyh7 122 10 the the DT cord-138021-9khfkyh7 122 11 30 30 CD cord-138021-9khfkyh7 122 12 most most RBS cord-138021-9khfkyh7 122 13 popular popular JJ cord-138021-9khfkyh7 122 14 individual individual JJ cord-138021-9khfkyh7 122 15 skills skill NNS cord-138021-9khfkyh7 122 16 7 7 CD cord-138021-9khfkyh7 122 17 can can MD cord-138021-9khfkyh7 122 18 be be VB cord-138021-9khfkyh7 122 19 derived derive VBN cord-138021-9khfkyh7 122 20 : : : cord-138021-9khfkyh7 123 1 age age NN cord-138021-9khfkyh7 123 2 β β NNP cord-138021-9khfkyh7 123 3 ountry ountry NN cord-138021-9khfkyh7 123 4 β β NNP cord-138021-9khfkyh7 123 5 og(earned og(earne VBN cord-138021-9khfkyh7 123 6 ) ) -RRB- cord-138021-9khfkyh7 124 1 β β NN cord-138021-9khfkyh7 124 2 kill kill VBP cord-138021-9khfkyh7 124 3 w w NNP cord-138021-9khfkyh7 124 4 i i NN cord-138021-9khfkyh7 124 5 = = SYM cord-138021-9khfkyh7 124 6 0 0 NFP cord-138021-9khfkyh7 125 1 + + CC cord-138021-9khfkyh7 125 2 β β NN cord-138021-9khfkyh7 125 3 1 1 CD cord-138021-9khfkyh7 126 1 * * NFP cord-138021-9khfkyh7 126 2 c c NN cord-138021-9khfkyh7 127 1 i i PRP cord-138021-9khfkyh7 127 2 + + CC cord-138021-9khfkyh7 128 1 2 2 LS cord-138021-9khfkyh7 129 1 * * NFP cord-138021-9khfkyh7 129 2 l l NN cord-138021-9khfkyh7 130 1 + + SYM cord-138021-9khfkyh7 130 2 3 3 CD cord-138021-9khfkyh7 130 3 * * NFP cord-138021-9khfkyh7 130 4 s s NN cord-138021-9khfkyh7 130 5 i i NN cord-138021-9khfkyh7 130 6 , , , cord-138021-9khfkyh7 130 7 j j NNP cord-138021-9khfkyh7 130 8 + + CC cord-138021-9khfkyh7 131 1 e e LS cord-138021-9khfkyh7 131 2 i i PRP cord-138021-9khfkyh7 131 3 ( ( -LRB- cord-138021-9khfkyh7 131 4 1 1 CD cord-138021-9khfkyh7 131 5 ) ) -RRB- cord-138021-9khfkyh7 131 6 ε ε . cord-138021-9khfkyh7 132 1 1 1 CD cord-138021-9khfkyh7 132 2 , , , cord-138021-9khfkyh7 132 3 .. .. NFP cord-138021-9khfkyh7 132 4 , , , cord-138021-9khfkyh7 132 5 and and CC cord-138021-9khfkyh7 132 6 j j NNP cord-138021-9khfkyh7 132 7 ε ε NNP cord-138021-9khfkyh7 132 8 1 1 CD cord-138021-9khfkyh7 132 9 , , , cord-138021-9khfkyh7 132 10 .. .. NFP cord-138021-9khfkyh7 132 11 , , , cord-138021-9khfkyh7 132 12 1 1 CD cord-138021-9khfkyh7 132 13 i i PRP cord-138021-9khfkyh7 132 14 . . . cord-138021-9khfkyh7 133 1 n n NNP cord-138021-9khfkyh7 133 2 . . . cord-138021-9khfkyh7 134 1 2 2 LS cord-138021-9khfkyh7 135 1 The the DT cord-138021-9khfkyh7 135 2 linear linear JJ cord-138021-9khfkyh7 135 3 regression regression NN cord-138021-9khfkyh7 135 4 model model NN cord-138021-9khfkyh7 135 5 ( ( -LRB- cord-138021-9khfkyh7 135 6 1 1 CD cord-138021-9khfkyh7 135 7 ) ) -RRB- cord-138021-9khfkyh7 135 8 uses use VBZ cord-138021-9khfkyh7 135 9 all all DT cord-138021-9khfkyh7 135 10 workers worker NNS cord-138021-9khfkyh7 135 11 ( ( -LRB- cord-138021-9khfkyh7 135 12 ) ) -RRB- cord-138021-9khfkyh7 135 13 as as IN cord-138021-9khfkyh7 135 14 ε ε NNP cord-138021-9khfkyh7 135 15 1 1 CD cord-138021-9khfkyh7 135 16 , , , cord-138021-9khfkyh7 135 17 .. .. NFP cord-138021-9khfkyh7 135 18 , , , cord-138021-9khfkyh7 135 19 i i PRP cord-138021-9khfkyh7 135 20 . . . cord-138021-9khfkyh7 136 1 n n LS cord-138021-9khfkyh7 136 2 observations observation NNS cord-138021-9khfkyh7 136 3 and and CC cord-138021-9khfkyh7 136 4 considers consider VBZ cord-138021-9khfkyh7 136 5 their -PRON- PRP$ cord-138021-9khfkyh7 136 6 country country NN cord-138021-9khfkyh7 136 7 of of IN cord-138021-9khfkyh7 136 8 origin origin NN cord-138021-9khfkyh7 136 9 and and CC cord-138021-9khfkyh7 136 10 amount amount NN cord-138021-9khfkyh7 136 11 of of IN cord-138021-9khfkyh7 136 12 money money NN cord-138021-9khfkyh7 136 13 earned earn VBN cord-138021-9khfkyh7 136 14 as as IN cord-138021-9khfkyh7 136 15 characteristics characteristic NNS cord-138021-9khfkyh7 136 16 when when WRB cord-138021-9khfkyh7 136 17 estimating estimate VBG cord-138021-9khfkyh7 136 18 the the DT cord-138021-9khfkyh7 136 19 worker worker NN cord-138021-9khfkyh7 136 20 's 's POS cord-138021-9khfkyh7 136 21 asking ask VBG cord-138021-9khfkyh7 136 22 wage wage NN cord-138021-9khfkyh7 136 23 . . . cord-138021-9khfkyh7 137 1 In in IN cord-138021-9khfkyh7 137 2 addition addition NN cord-138021-9khfkyh7 137 3 , , , cord-138021-9khfkyh7 137 4 each each DT cord-138021-9khfkyh7 137 5 of of IN cord-138021-9khfkyh7 137 6 the the DT cord-138021-9khfkyh7 137 7 30 30 CD cord-138021-9khfkyh7 137 8 most most RBS cord-138021-9khfkyh7 137 9 popular popular JJ cord-138021-9khfkyh7 137 10 skills skill NNS cord-138021-9khfkyh7 137 11 are be VBP cord-138021-9khfkyh7 137 12 considered consider VBN cord-138021-9khfkyh7 137 13 as as IN cord-138021-9khfkyh7 137 14 an an DT cord-138021-9khfkyh7 137 15 explanatory explanatory JJ cord-138021-9khfkyh7 137 16 feature feature NN cord-138021-9khfkyh7 137 17 in in IN cord-138021-9khfkyh7 137 18 the the DT cord-138021-9khfkyh7 137 19 linear linear JJ cord-138021-9khfkyh7 137 20 regression regression NN cord-138021-9khfkyh7 137 21 . . . cord-138021-9khfkyh7 138 1 Lastly lastly RB cord-138021-9khfkyh7 138 2 , , , cord-138021-9khfkyh7 138 3 the the DT cord-138021-9khfkyh7 138 4 method method NN cord-138021-9khfkyh7 138 5 addresses address VBZ cord-138021-9khfkyh7 138 6 the the DT cord-138021-9khfkyh7 138 7 issue issue NN cord-138021-9khfkyh7 138 8 of of IN cord-138021-9khfkyh7 138 9 cross cross JJ cord-138021-9khfkyh7 138 10 - - JJ cord-138021-9khfkyh7 138 11 skilling skilling JJ cord-138021-9khfkyh7 138 12 . . . cord-138021-9khfkyh7 139 1 Based base VBN cord-138021-9khfkyh7 139 2 on on IN cord-138021-9khfkyh7 139 3 the the DT cord-138021-9khfkyh7 139 4 existing exist VBG cord-138021-9khfkyh7 139 5 skill skill NN cord-138021-9khfkyh7 139 6 portfolio portfolio NN cord-138021-9khfkyh7 139 7 of of IN cord-138021-9khfkyh7 139 8 a a DT cord-138021-9khfkyh7 139 9 worker worker NN cord-138021-9khfkyh7 139 10 , , , cord-138021-9khfkyh7 139 11 skill skill NN cord-138021-9khfkyh7 139 12 coefficients coefficient NNS cord-138021-9khfkyh7 139 13 are be VBP cord-138021-9khfkyh7 139 14 again again RB cord-138021-9khfkyh7 139 15 calculated calculate VBN cord-138021-9khfkyh7 139 16 . . . cord-138021-9khfkyh7 140 1 This this DT cord-138021-9khfkyh7 140 2 time time NN cord-138021-9khfkyh7 140 3 only only RB cord-138021-9khfkyh7 140 4 a a DT cord-138021-9khfkyh7 140 5 subset subset NN cord-138021-9khfkyh7 140 6 of of IN cord-138021-9khfkyh7 140 7 workers worker NNS cord-138021-9khfkyh7 140 8 is be VBZ cord-138021-9khfkyh7 140 9 considered consider VBN cord-138021-9khfkyh7 140 10 : : : cord-138021-9khfkyh7 141 1 ( ( -LRB- cord-138021-9khfkyh7 141 2 2 2 LS cord-138021-9khfkyh7 141 3 ) ) -RRB- cord-138021-9khfkyh7 141 4 age age NN cord-138021-9khfkyh7 141 5 β β NN cord-138021-9khfkyh7 141 6 ountry ountry NN cord-138021-9khfkyh7 141 7 β β XX cord-138021-9khfkyh7 141 8 og(earned og(earne VBN cord-138021-9khfkyh7 141 9 ) ) -RRB- cord-138021-9khfkyh7 142 1 β β NNP cord-138021-9khfkyh7 142 2 kill kill NNP cord-138021-9khfkyh7 142 3 , , , cord-138021-9khfkyh7 142 4 w w NN cord-138021-9khfkyh7 142 5 k k NN cord-138021-9khfkyh7 142 6 = = SYM cord-138021-9khfkyh7 142 7 0 0 CD cord-138021-9khfkyh7 143 1 + + CC cord-138021-9khfkyh7 143 2 β β NN cord-138021-9khfkyh7 143 3 1 1 CD cord-138021-9khfkyh7 144 1 * * NFP cord-138021-9khfkyh7 144 2 c c NN cord-138021-9khfkyh7 144 3 k k NNP cord-138021-9khfkyh7 145 1 + + SYM cord-138021-9khfkyh7 145 2 2 2 CD cord-138021-9khfkyh7 146 1 * * NFP cord-138021-9khfkyh7 147 1 l l NNP cord-138021-9khfkyh7 147 2 k k NNP cord-138021-9khfkyh7 148 1 + + CC cord-138021-9khfkyh7 148 2 3 3 CD cord-138021-9khfkyh7 149 1 * * NFP cord-138021-9khfkyh7 149 2 s s POS cord-138021-9khfkyh7 149 3 k k XX cord-138021-9khfkyh7 149 4 , , , cord-138021-9khfkyh7 150 1 j j NNP cord-138021-9khfkyh7 150 2 + + CC cord-138021-9khfkyh7 151 1 e e LS cord-138021-9khfkyh7 151 2 i i PRP cord-138021-9khfkyh7 152 1 ε ε NNP cord-138021-9khfkyh7 152 2 a a NNP cord-138021-9khfkyh7 152 3 , , , cord-138021-9khfkyh7 152 4 .. .. NFP cord-138021-9khfkyh7 152 5 , , , cord-138021-9khfkyh7 152 6 and and CC cord-138021-9khfkyh7 152 7 j j NNP cord-138021-9khfkyh7 152 8 ε ε NNP cord-138021-9khfkyh7 152 9 1 1 CD cord-138021-9khfkyh7 152 10 , , , cord-138021-9khfkyh7 152 11 .. .. NFP cord-138021-9khfkyh7 152 12 , , , cord-138021-9khfkyh7 152 13 1 1 CD cord-138021-9khfkyh7 152 14 k k NN cord-138021-9khfkyh7 152 15 . . . cord-138021-9khfkyh7 153 1 m m NNP cord-138021-9khfkyh7 153 2 < < XX cord-138021-9khfkyh7 153 3 n n NNP cord-138021-9khfkyh7 153 4 . . . cord-138021-9khfkyh7 154 1 2 2 LS cord-138021-9khfkyh7 155 1 Here here RB cord-138021-9khfkyh7 155 2 the the DT cord-138021-9khfkyh7 155 3 accounts account NNS cord-138021-9khfkyh7 155 4 between between IN cord-138021-9khfkyh7 155 5 a a DT cord-138021-9khfkyh7 155 6 and and CC cord-138021-9khfkyh7 155 7 m m CD cord-138021-9khfkyh7 155 8 fall fall NN cord-138021-9khfkyh7 155 9 into into IN cord-138021-9khfkyh7 155 10 a a DT cord-138021-9khfkyh7 155 11 specific specific JJ cord-138021-9khfkyh7 155 12 occupational occupational JJ cord-138021-9khfkyh7 155 13 domain domain NN cord-138021-9khfkyh7 155 14 , , , cord-138021-9khfkyh7 155 15 e.g. e.g. RB cord-138021-9khfkyh7 155 16 , , , cord-138021-9khfkyh7 155 17 translation translation NN cord-138021-9khfkyh7 155 18 and and CC cord-138021-9khfkyh7 155 19 writing writing NN cord-138021-9khfkyh7 155 20 , , , cord-138021-9khfkyh7 155 21 as as IN cord-138021-9khfkyh7 155 22 the the DT cord-138021-9khfkyh7 155 23 majority majority NN cord-138021-9khfkyh7 155 24 of of IN cord-138021-9khfkyh7 155 25 their -PRON- PRP$ cord-138021-9khfkyh7 155 26 skills skill NNS cord-138021-9khfkyh7 155 27 are be VBP cord-138021-9khfkyh7 155 28 located locate VBN cord-138021-9khfkyh7 155 29 in in IN cord-138021-9khfkyh7 155 30 this this DT cord-138021-9khfkyh7 155 31 skill skill NN cord-138021-9khfkyh7 155 32 cluster cluster NN cord-138021-9khfkyh7 155 33 . . . cord-138021-9khfkyh7 156 1 Hence hence RB cord-138021-9khfkyh7 156 2 the the DT cord-138021-9khfkyh7 156 3 coefficient coefficient NN cord-138021-9khfkyh7 156 4 of of IN cord-138021-9khfkyh7 156 5 the the DT cord-138021-9khfkyh7 156 6 skill skill NN cord-138021-9khfkyh7 156 7 characteristic characteristic NN cord-138021-9khfkyh7 156 8 ( ( -LRB- cord-138021-9khfkyh7 156 9 ) ) -RRB- cord-138021-9khfkyh7 156 10 only only RB cord-138021-9khfkyh7 156 11 refers refer VBZ cord-138021-9khfkyh7 156 12 β β NN cord-138021-9khfkyh7 156 13 3 3 CD cord-138021-9khfkyh7 156 14 to to IN cord-138021-9khfkyh7 156 15 the the DT cord-138021-9khfkyh7 156 16 additional additional JJ cord-138021-9khfkyh7 156 17 wage wage NN cord-138021-9khfkyh7 156 18 this this DT cord-138021-9khfkyh7 156 19 skill skill NN cord-138021-9khfkyh7 156 20 contributes contribute VBZ cord-138021-9khfkyh7 156 21 within within IN cord-138021-9khfkyh7 156 22 a a DT cord-138021-9khfkyh7 156 23 smaller small JJR cord-138021-9khfkyh7 156 24 subset subset JJ cord-138021-9khfkyh7 156 25 of of IN cord-138021-9khfkyh7 156 26 workers worker NNS cord-138021-9khfkyh7 156 27 with with IN cord-138021-9khfkyh7 156 28 the the DT cord-138021-9khfkyh7 156 29 skill skill NN cord-138021-9khfkyh7 156 30 bundle bundle NN cord-138021-9khfkyh7 156 31 . . . cord-138021-9khfkyh7 157 1 This this DT cord-138021-9khfkyh7 157 2 cross cross NN cord-138021-9khfkyh7 157 3 - - JJ cord-138021-9khfkyh7 157 4 referencing referencing NN cord-138021-9khfkyh7 157 5 allows allow VBZ cord-138021-9khfkyh7 157 6 ε ε NNP cord-138021-9khfkyh7 157 7 a a NNP cord-138021-9khfkyh7 157 8 , , , cord-138021-9khfkyh7 157 9 .. .. NFP cord-138021-9khfkyh7 157 10 , , , cord-138021-9khfkyh7 157 11 k k NNP cord-138021-9khfkyh7 157 12 . . . cord-138021-9khfkyh7 158 1 m m NNP cord-138021-9khfkyh7 158 2 < < XX cord-138021-9khfkyh7 158 3 n n CC cord-138021-9khfkyh7 158 4 us -PRON- PRP cord-138021-9khfkyh7 158 5 to to TO cord-138021-9khfkyh7 158 6 indicate indicate VB cord-138021-9khfkyh7 158 7 the the DT cord-138021-9khfkyh7 158 8 potential potential JJ cord-138021-9khfkyh7 158 9 additional additional JJ cord-138021-9khfkyh7 158 10 marginal marginal JJ cord-138021-9khfkyh7 158 11 value value NN cord-138021-9khfkyh7 158 12 of of IN cord-138021-9khfkyh7 158 13 acquiring acquire VBG cord-138021-9khfkyh7 158 14 a a DT cord-138021-9khfkyh7 158 15 new new JJ cord-138021-9khfkyh7 158 16 skill skill NN cord-138021-9khfkyh7 158 17 if if IN cord-138021-9khfkyh7 158 18 added add VBN cord-138021-9khfkyh7 158 19 to to IN cord-138021-9khfkyh7 158 20 a a DT cord-138021-9khfkyh7 158 21 specific specific JJ cord-138021-9khfkyh7 158 22 skill skill NN cord-138021-9khfkyh7 158 23 portfolio portfolio NN cord-138021-9khfkyh7 158 24 . . . cord-138021-9khfkyh7 159 1 As as IN cord-138021-9khfkyh7 159 2 the the DT cord-138021-9khfkyh7 159 3 first first JJ cord-138021-9khfkyh7 159 4 part part NN cord-138021-9khfkyh7 159 5 of of IN cord-138021-9khfkyh7 159 6 the the DT cord-138021-9khfkyh7 159 7 analysis analysis NN cord-138021-9khfkyh7 159 8 a a DT cord-138021-9khfkyh7 159 9 skill skill NN cord-138021-9khfkyh7 159 10 network network NN cord-138021-9khfkyh7 159 11 is be VBZ cord-138021-9khfkyh7 159 12 constructed construct VBN cord-138021-9khfkyh7 159 13 , , , cord-138021-9khfkyh7 159 14 shown show VBN cord-138021-9khfkyh7 159 15 in in IN cord-138021-9khfkyh7 159 16 Figure figure NN cord-138021-9khfkyh7 159 17 1 1 CD cord-138021-9khfkyh7 159 18 . . . cord-138021-9khfkyh7 160 1 The the DT cord-138021-9khfkyh7 160 2 network network NN cord-138021-9khfkyh7 160 3 uses use VBZ cord-138021-9khfkyh7 160 4 the the DT cord-138021-9khfkyh7 160 5 information information NN cord-138021-9khfkyh7 160 6 of of IN cord-138021-9khfkyh7 160 7 4,810 4,810 CD cord-138021-9khfkyh7 160 8 workers worker NNS cord-138021-9khfkyh7 160 9 and and CC cord-138021-9khfkyh7 160 10 3,525 3,525 CD cord-138021-9khfkyh7 160 11 unique unique JJ cord-138021-9khfkyh7 160 12 skills skill NNS cord-138021-9khfkyh7 160 13 . . . cord-138021-9khfkyh7 161 1 In in IN cord-138021-9khfkyh7 161 2 this this DT cord-138021-9khfkyh7 161 3 network network NN cord-138021-9khfkyh7 161 4 , , , cord-138021-9khfkyh7 161 5 unique unique JJ cord-138021-9khfkyh7 161 6 skills skill NNS cord-138021-9khfkyh7 161 7 are be VBP cord-138021-9khfkyh7 161 8 represented represent VBN cord-138021-9khfkyh7 161 9 as as IN cord-138021-9khfkyh7 161 10 nodes node NNS cord-138021-9khfkyh7 161 11 . . . cord-138021-9khfkyh7 162 1 They -PRON- PRP cord-138021-9khfkyh7 162 2 are be VBP cord-138021-9khfkyh7 162 3 connected connect VBN cord-138021-9khfkyh7 162 4 if if IN cord-138021-9khfkyh7 162 5 simultaneously simultaneously RB cord-138021-9khfkyh7 162 6 advertised advertise VBN cord-138021-9khfkyh7 162 7 by by IN cord-138021-9khfkyh7 162 8 the the DT cord-138021-9khfkyh7 162 9 same same JJ cord-138021-9khfkyh7 162 10 worker worker NN cord-138021-9khfkyh7 162 11 . . . cord-138021-9khfkyh7 163 1 The the DT cord-138021-9khfkyh7 163 2 edges edge NNS cord-138021-9khfkyh7 163 3 between between IN cord-138021-9khfkyh7 163 4 two two CD cord-138021-9khfkyh7 163 5 nodes node NNS cord-138021-9khfkyh7 163 6 grow grow VBP cord-138021-9khfkyh7 163 7 in in IN cord-138021-9khfkyh7 163 8 strength strength NN cord-138021-9khfkyh7 163 9 the the DT cord-138021-9khfkyh7 163 10 more more JJR cord-138021-9khfkyh7 163 11 workers worker NNS cord-138021-9khfkyh7 163 12 combine combine VBP cord-138021-9khfkyh7 163 13 a a DT cord-138021-9khfkyh7 163 14 pair pair NN cord-138021-9khfkyh7 163 15 of of IN cord-138021-9khfkyh7 163 16 skills skill NNS cord-138021-9khfkyh7 163 17 . . . cord-138021-9khfkyh7 164 1 The the DT cord-138021-9khfkyh7 164 2 ( ( -LRB- cord-138021-9khfkyh7 164 3 unweighted unweighted JJ cord-138021-9khfkyh7 164 4 ) ) -RRB- cord-138021-9khfkyh7 164 5 degree degree NN cord-138021-9khfkyh7 164 6 centrality centrality NN cord-138021-9khfkyh7 164 7 of of IN cord-138021-9khfkyh7 164 8 each each DT cord-138021-9khfkyh7 164 9 node node NN cord-138021-9khfkyh7 164 10 is be VBZ cord-138021-9khfkyh7 164 11 represented represent VBN cord-138021-9khfkyh7 164 12 by by IN cord-138021-9khfkyh7 164 13 its -PRON- PRP$ cord-138021-9khfkyh7 164 14 size size NN cord-138021-9khfkyh7 164 15 . . . cord-138021-9khfkyh7 165 1 Based base VBN cord-138021-9khfkyh7 165 2 on on IN cord-138021-9khfkyh7 165 3 the the DT cord-138021-9khfkyh7 165 4 relationship relationship NN cord-138021-9khfkyh7 165 5 between between IN cord-138021-9khfkyh7 165 6 skills skill NNS cord-138021-9khfkyh7 165 7 via via IN cord-138021-9khfkyh7 165 8 workers worker NNS cord-138021-9khfkyh7 165 9 , , , cord-138021-9khfkyh7 165 10 a a DT cord-138021-9khfkyh7 165 11 Louvain Louvain NNP cord-138021-9khfkyh7 165 12 clustering clustering NN cord-138021-9khfkyh7 165 13 method method NN cord-138021-9khfkyh7 165 14 is be VBZ cord-138021-9khfkyh7 165 15 applied apply VBN cord-138021-9khfkyh7 165 16 8 8 CD cord-138021-9khfkyh7 165 17 that that WDT cord-138021-9khfkyh7 165 18 minimises minimise VBZ cord-138021-9khfkyh7 165 19 the the DT cord-138021-9khfkyh7 165 20 number number NN cord-138021-9khfkyh7 165 21 of of IN cord-138021-9khfkyh7 165 22 edges edge NNS cord-138021-9khfkyh7 165 23 crossing cross VBG cord-138021-9khfkyh7 165 24 each each DT cord-138021-9khfkyh7 165 25 other other JJ cord-138021-9khfkyh7 165 26 . . . cord-138021-9khfkyh7 166 1 Seven seven CD cord-138021-9khfkyh7 166 2 distinct distinct JJ cord-138021-9khfkyh7 166 3 clusters cluster NNS cord-138021-9khfkyh7 166 4 emerge emerge VBP cord-138021-9khfkyh7 166 5 , , , cord-138021-9khfkyh7 166 6 as as IN cord-138021-9khfkyh7 166 7 highlighted highlight VBN cord-138021-9khfkyh7 166 8 in in IN cord-138021-9khfkyh7 166 9 different different JJ cord-138021-9khfkyh7 166 10 colours colour NNS cord-138021-9khfkyh7 166 11 . . . cord-138021-9khfkyh7 167 1 By by IN cord-138021-9khfkyh7 167 2 highlighting highlight VBG cord-138021-9khfkyh7 167 3 the the DT cord-138021-9khfkyh7 167 4 ten ten CD cord-138021-9khfkyh7 167 5 most most RBS cord-138021-9khfkyh7 167 6 prominent prominent JJ cord-138021-9khfkyh7 167 7 skills skill NNS cord-138021-9khfkyh7 167 8 -in -in : cord-138021-9khfkyh7 167 9 terms term NNS cord-138021-9khfkyh7 167 10 of of IN cord-138021-9khfkyh7 167 11 degree degree NN cord-138021-9khfkyh7 167 12 centrality centrality NN cord-138021-9khfkyh7 167 13 -of -of : cord-138021-9khfkyh7 167 14 each each DT cord-138021-9khfkyh7 167 15 cluster cluster NN cord-138021-9khfkyh7 167 16 , , , cord-138021-9khfkyh7 167 17 we -PRON- PRP cord-138021-9khfkyh7 167 18 can can MD cord-138021-9khfkyh7 167 19 see see VB cord-138021-9khfkyh7 167 20 conceptual conceptual JJ cord-138021-9khfkyh7 167 21 consistency consistency NN cord-138021-9khfkyh7 167 22 within within IN cord-138021-9khfkyh7 167 23 7 7 CD cord-138021-9khfkyh7 167 24 Once once RB cord-138021-9khfkyh7 167 25 a a DT cord-138021-9khfkyh7 167 26 larger large JJR cord-138021-9khfkyh7 167 27 set set NN cord-138021-9khfkyh7 167 28 of of IN cord-138021-9khfkyh7 167 29 skills skill NNS cord-138021-9khfkyh7 167 30 is be VBZ cord-138021-9khfkyh7 167 31 considered consider VBN cord-138021-9khfkyh7 167 32 at at IN cord-138021-9khfkyh7 167 33 the the DT cord-138021-9khfkyh7 167 34 same same JJ cord-138021-9khfkyh7 167 35 time time NN cord-138021-9khfkyh7 167 36 , , , cord-138021-9khfkyh7 167 37 the the DT cord-138021-9khfkyh7 167 38 model model NN cord-138021-9khfkyh7 167 39 validity validity NN cord-138021-9khfkyh7 167 40 is be VBZ cord-138021-9khfkyh7 167 41 scrutinised scrutinise VBN cord-138021-9khfkyh7 167 42 by by IN cord-138021-9khfkyh7 167 43 potential potential JJ cord-138021-9khfkyh7 167 44 multicollinearity multicollinearity NN cord-138021-9khfkyh7 167 45 . . . cord-138021-9khfkyh7 168 1 8 8 CD cord-138021-9khfkyh7 169 1 The the DT cord-138021-9khfkyh7 169 2 skill skill NN cord-138021-9khfkyh7 169 3 clusters cluster NNS cord-138021-9khfkyh7 169 4 differ differ VBP cord-138021-9khfkyh7 169 5 in in IN cord-138021-9khfkyh7 169 6 size size NN cord-138021-9khfkyh7 169 7 ( ( -LRB- cord-138021-9khfkyh7 169 8 of of IN cord-138021-9khfkyh7 169 9 skills skill NNS cord-138021-9khfkyh7 169 10 and and CC cord-138021-9khfkyh7 169 11 workers worker NNS cord-138021-9khfkyh7 169 12 employing employ VBG cord-138021-9khfkyh7 169 13 them -PRON- PRP cord-138021-9khfkyh7 169 14 ) ) -RRB- cord-138021-9khfkyh7 169 15 but but CC cord-138021-9khfkyh7 169 16 their -PRON- PRP$ cord-138021-9khfkyh7 169 17 conceptual conceptual JJ cord-138021-9khfkyh7 169 18 consistency consistency NN cord-138021-9khfkyh7 169 19 underlines underline VBZ cord-138021-9khfkyh7 169 20 the the DT cord-138021-9khfkyh7 169 21 effectiveness effectiveness NN cord-138021-9khfkyh7 169 22 of of IN cord-138021-9khfkyh7 169 23 this this DT cord-138021-9khfkyh7 169 24 endogenous endogenous JJ cord-138021-9khfkyh7 169 25 clustering clustering NN cord-138021-9khfkyh7 169 26 approach approach NN cord-138021-9khfkyh7 169 27 . . . cord-138021-9khfkyh7 170 1 In in IN cord-138021-9khfkyh7 170 2 comparison comparison NN cord-138021-9khfkyh7 170 3 to to IN cord-138021-9khfkyh7 170 4 human human JJ cord-138021-9khfkyh7 170 5 classification classification NN cord-138021-9khfkyh7 170 6 of of IN cord-138021-9khfkyh7 170 7 skills skill NNS cord-138021-9khfkyh7 170 8 in in IN cord-138021-9khfkyh7 170 9 the the DT cord-138021-9khfkyh7 170 10 context context NN cord-138021-9khfkyh7 170 11 of of IN cord-138021-9khfkyh7 170 12 online online JJ cord-138021-9khfkyh7 170 13 freelance freelance NN cord-138021-9khfkyh7 170 14 markets market NNS cord-138021-9khfkyh7 170 15 , , , cord-138021-9khfkyh7 170 16 similarities similarity NNS cord-138021-9khfkyh7 170 17 and and CC cord-138021-9khfkyh7 170 18 differences difference NNS cord-138021-9khfkyh7 170 19 occur occur VBP cord-138021-9khfkyh7 170 20 . . . cord-138021-9khfkyh7 171 1 Kässi Kässi NNP cord-138021-9khfkyh7 171 2 and and CC cord-138021-9khfkyh7 171 3 Lehdonvirta Lehdonvirta NNP cord-138021-9khfkyh7 171 4 ( ( -LRB- cord-138021-9khfkyh7 171 5 2018 2018 CD cord-138021-9khfkyh7 171 6 ) ) -RRB- cord-138021-9khfkyh7 171 7 , , , cord-138021-9khfkyh7 171 8 for for IN cord-138021-9khfkyh7 171 9 example example NN cord-138021-9khfkyh7 171 10 , , , cord-138021-9khfkyh7 171 11 classify classify VB cord-138021-9khfkyh7 171 12 skills skill NNS cord-138021-9khfkyh7 171 13 in in IN cord-138021-9khfkyh7 171 14 six six CD cord-138021-9khfkyh7 171 15 different different JJ cord-138021-9khfkyh7 171 16 domains domain NNS cord-138021-9khfkyh7 171 17 that that WDT cord-138021-9khfkyh7 171 18 do do VBP cord-138021-9khfkyh7 171 19 not not RB cord-138021-9khfkyh7 171 20 include include VB cord-138021-9khfkyh7 171 21 3D 3D NNP cord-138021-9khfkyh7 171 22 , , , cord-138021-9khfkyh7 171 23 Graphic Graphic NNP cord-138021-9khfkyh7 171 24 , , , cord-138021-9khfkyh7 171 25 and and CC cord-138021-9khfkyh7 171 26 Audio Audio NNP cord-138021-9khfkyh7 171 27 Design Design NNP cord-138021-9khfkyh7 171 28 individually individually RB cord-138021-9khfkyh7 171 29 . . . cord-138021-9khfkyh7 172 1 The the DT cord-138021-9khfkyh7 172 2 endogenous endogenous JJ cord-138021-9khfkyh7 172 3 clustering clustering NN cord-138021-9khfkyh7 172 4 approach approach NN cord-138021-9khfkyh7 172 5 , , , cord-138021-9khfkyh7 172 6 however however RB cord-138021-9khfkyh7 172 7 , , , cord-138021-9khfkyh7 172 8 clearly clearly RB cord-138021-9khfkyh7 172 9 indicates indicate VBZ cord-138021-9khfkyh7 172 10 that that IN cord-138021-9khfkyh7 172 11 these these DT cord-138021-9khfkyh7 172 12 skill skill NN cord-138021-9khfkyh7 172 13 groups group NNS cord-138021-9khfkyh7 172 14 form form VBP cord-138021-9khfkyh7 172 15 individual individual JJ cord-138021-9khfkyh7 172 16 clusters cluster NNS cord-138021-9khfkyh7 172 17 of of IN cord-138021-9khfkyh7 172 18 their -PRON- PRP$ cord-138021-9khfkyh7 172 19 own own JJ cord-138021-9khfkyh7 172 20 but but CC cord-138021-9khfkyh7 172 21 they -PRON- PRP cord-138021-9khfkyh7 172 22 are be VBP cord-138021-9khfkyh7 172 23 similar similar JJ cord-138021-9khfkyh7 172 24 to to IN cord-138021-9khfkyh7 172 25 each each DT cord-138021-9khfkyh7 172 26 other other JJ cord-138021-9khfkyh7 172 27 and and CC cord-138021-9khfkyh7 172 28 though though IN cord-138021-9khfkyh7 172 29 group group NN cord-138021-9khfkyh7 172 30 together together RB cord-138021-9khfkyh7 172 31 at at IN cord-138021-9khfkyh7 172 32 the the DT cord-138021-9khfkyh7 172 33 left left JJ cord-138021-9khfkyh7 172 34 hand hand NN cord-138021-9khfkyh7 172 35 side side NN cord-138021-9khfkyh7 172 36 of of IN cord-138021-9khfkyh7 172 37 the the DT cord-138021-9khfkyh7 172 38 skill skill NN cord-138021-9khfkyh7 172 39 network network NN cord-138021-9khfkyh7 172 40 . . . cord-138021-9khfkyh7 173 1 Skill skill NN cord-138021-9khfkyh7 173 2 clusters cluster NNS cord-138021-9khfkyh7 173 3 also also RB cord-138021-9khfkyh7 173 4 differ differ VBP cord-138021-9khfkyh7 173 5 significantly significantly RB cord-138021-9khfkyh7 173 6 with with IN cord-138021-9khfkyh7 173 7 regard regard NN cord-138021-9khfkyh7 173 8 to to IN cord-138021-9khfkyh7 173 9 the the DT cord-138021-9khfkyh7 173 10 asking ask VBG cord-138021-9khfkyh7 173 11 wages wage NNS cord-138021-9khfkyh7 173 12 of of IN cord-138021-9khfkyh7 173 13 workers worker NNS cord-138021-9khfkyh7 173 14 , , , cord-138021-9khfkyh7 173 15 as as IN cord-138021-9khfkyh7 173 16 shown show VBN cord-138021-9khfkyh7 173 17 in in IN cord-138021-9khfkyh7 173 18 Figure figure NN cord-138021-9khfkyh7 173 19 2 2 CD cord-138021-9khfkyh7 173 20 , , , cord-138021-9khfkyh7 173 21 ranging range VBG cord-138021-9khfkyh7 173 22 from from IN cord-138021-9khfkyh7 173 23 a a DT cord-138021-9khfkyh7 173 24 median median NN cord-138021-9khfkyh7 173 25 of of IN cord-138021-9khfkyh7 173 26 20 20 CD cord-138021-9khfkyh7 173 27 USD usd NN cord-138021-9khfkyh7 173 28 per per IN cord-138021-9khfkyh7 173 29 hour hour NN cord-138021-9khfkyh7 173 30 , , , cord-138021-9khfkyh7 173 31 asked ask VBN cord-138021-9khfkyh7 173 32 by by IN cord-138021-9khfkyh7 173 33 workers worker NNS cord-138021-9khfkyh7 173 34 in in IN cord-138021-9khfkyh7 173 35 Admin Admin NNP cord-138021-9khfkyh7 173 36 and and CC cord-138021-9khfkyh7 173 37 Support Support NNP cord-138021-9khfkyh7 173 38 to to IN cord-138021-9khfkyh7 173 39 30 30 CD cord-138021-9khfkyh7 173 40 USD usd NN cord-138021-9khfkyh7 173 41 / / SYM cord-138021-9khfkyh7 173 42 hour hour NN cord-138021-9khfkyh7 173 43 in in IN cord-138021-9khfkyh7 173 44 Software Software NNP cord-138021-9khfkyh7 173 45 and and CC cord-138021-9khfkyh7 173 46 Tech Tech NNP cord-138021-9khfkyh7 173 47 . . . cord-138021-9khfkyh7 174 1 to to IN cord-138021-9khfkyh7 174 2 100 100 CD cord-138021-9khfkyh7 174 3 USD usd NN cord-138021-9khfkyh7 174 4 / / SYM cord-138021-9khfkyh7 174 5 hour hour NN cord-138021-9khfkyh7 174 6 in in IN cord-138021-9khfkyh7 174 7 Legal Legal NNP cord-138021-9khfkyh7 174 8 . . . cord-138021-9khfkyh7 175 1 However however RB cord-138021-9khfkyh7 175 2 , , , cord-138021-9khfkyh7 175 3 the the DT cord-138021-9khfkyh7 175 4 wage wage NN cord-138021-9khfkyh7 175 5 spread spread VBD cord-138021-9khfkyh7 175 6 within within IN cord-138021-9khfkyh7 175 7 and and CC cord-138021-9khfkyh7 175 8 across across IN cord-138021-9khfkyh7 175 9 skill skill NN cord-138021-9khfkyh7 175 10 domains domain NNS cord-138021-9khfkyh7 175 11 is be VBZ cord-138021-9khfkyh7 175 12 sizable sizable JJ cord-138021-9khfkyh7 175 13 . . . cord-138021-9khfkyh7 176 1 In in IN cord-138021-9khfkyh7 176 2 Software Software NNP cord-138021-9khfkyh7 176 3 and and CC cord-138021-9khfkyh7 176 4 Technology Technology NNP cord-138021-9khfkyh7 176 5 , , , cord-138021-9khfkyh7 176 6 asking ask VBG cord-138021-9khfkyh7 176 7 wages wage NNS cord-138021-9khfkyh7 176 8 range range VBP cord-138021-9khfkyh7 176 9 from from IN cord-138021-9khfkyh7 176 10 3.75 3.75 CD cord-138021-9khfkyh7 176 11 to to IN cord-138021-9khfkyh7 176 12 495 495 CD cord-138021-9khfkyh7 176 13 USD usd NN cord-138021-9khfkyh7 176 14 per per IN cord-138021-9khfkyh7 176 15 hour hour NN cord-138021-9khfkyh7 176 16 . . . cord-138021-9khfkyh7 176 17 _SP cord-138021-9khfkyh7 177 1 The the DT cord-138021-9khfkyh7 177 2 rich rich JJ cord-138021-9khfkyh7 177 3 variety variety NN cord-138021-9khfkyh7 177 4 of of IN cord-138021-9khfkyh7 177 5 skill skill NN cord-138021-9khfkyh7 177 6 combinations combination NNS cord-138021-9khfkyh7 177 7 allows allow VBZ cord-138021-9khfkyh7 177 8 us -PRON- PRP cord-138021-9khfkyh7 177 9 to to TO cord-138021-9khfkyh7 177 10 assess assess VB cord-138021-9khfkyh7 177 11 the the DT cord-138021-9khfkyh7 177 12 value value NN cord-138021-9khfkyh7 177 13 of of IN cord-138021-9khfkyh7 177 14 adding add VBG cord-138021-9khfkyh7 177 15 a a DT cord-138021-9khfkyh7 177 16 new new JJ cord-138021-9khfkyh7 177 17 skill skill NN cord-138021-9khfkyh7 177 18 to to IN cord-138021-9khfkyh7 177 19 a a DT cord-138021-9khfkyh7 177 20 worker worker NN cord-138021-9khfkyh7 177 21 's 's POS cord-138021-9khfkyh7 177 22 skill skill NN cord-138021-9khfkyh7 177 23 portfolio portfolio NN cord-138021-9khfkyh7 177 24 . . . cord-138021-9khfkyh7 178 1 Via via IN cord-138021-9khfkyh7 178 2 linear linear JJ cord-138021-9khfkyh7 178 3 regression regression NN cord-138021-9khfkyh7 178 4 models model NNS cord-138021-9khfkyh7 178 5 , , , cord-138021-9khfkyh7 178 6 we -PRON- PRP cord-138021-9khfkyh7 178 7 can can MD cord-138021-9khfkyh7 178 8 calculate calculate VB cord-138021-9khfkyh7 178 9 beta beta NN cord-138021-9khfkyh7 178 10 coefficients coefficient NNS cord-138021-9khfkyh7 178 11 for for IN cord-138021-9khfkyh7 178 12 the the DT cord-138021-9khfkyh7 178 13 30 30 CD cord-138021-9khfkyh7 178 14 most most RBS cord-138021-9khfkyh7 178 15 popular popular JJ cord-138021-9khfkyh7 178 16 skills skill NNS cord-138021-9khfkyh7 178 17 for for IN cord-138021-9khfkyh7 178 18 six six CD cord-138021-9khfkyh7 178 19 domains domain NNS cord-138021-9khfkyh7 178 20 9 9 CD cord-138021-9khfkyh7 178 21 , , , cord-138021-9khfkyh7 178 22 as as IN cord-138021-9khfkyh7 178 23 shown show VBN cord-138021-9khfkyh7 178 24 in in IN cord-138021-9khfkyh7 178 25 Figure Figure NNP cord-138021-9khfkyh7 178 26 3 3 CD cord-138021-9khfkyh7 178 27 . . . cord-138021-9khfkyh7 179 1 The the DT cord-138021-9khfkyh7 179 2 added add VBN cord-138021-9khfkyh7 179 3 value value NN cord-138021-9khfkyh7 179 4 of of IN cord-138021-9khfkyh7 179 5 learning learn VBG cord-138021-9khfkyh7 179 6 one one CD cord-138021-9khfkyh7 179 7 of of IN cord-138021-9khfkyh7 179 8 the the DT cord-138021-9khfkyh7 179 9 most most RBS cord-138021-9khfkyh7 179 10 popular popular JJ cord-138021-9khfkyh7 179 11 30 30 CD cord-138021-9khfkyh7 179 12 skills skill NNS cord-138021-9khfkyh7 179 13 varies vary VBZ cord-138021-9khfkyh7 179 14 significantly significantly RB cord-138021-9khfkyh7 179 15 . . . cord-138021-9khfkyh7 180 1 On on IN cord-138021-9khfkyh7 180 2 average average JJ cord-138021-9khfkyh7 180 3 , , , cord-138021-9khfkyh7 180 4 for for IN cord-138021-9khfkyh7 180 5 ten ten CD cord-138021-9khfkyh7 180 6 of of IN cord-138021-9khfkyh7 180 7 the the DT cord-138021-9khfkyh7 180 8 30 30 CD cord-138021-9khfkyh7 180 9 skills skill NNS cord-138021-9khfkyh7 180 10 the the DT cord-138021-9khfkyh7 180 11 beta beta NN cord-138021-9khfkyh7 180 12 coefficient coefficient NN cord-138021-9khfkyh7 180 13 is be VBZ cord-138021-9khfkyh7 180 14 positive positive JJ cord-138021-9khfkyh7 180 15 , , , cord-138021-9khfkyh7 180 16 for for IN cord-138021-9khfkyh7 180 17 four four CD cord-138021-9khfkyh7 180 18 skills skill NNS cord-138021-9khfkyh7 180 19 ( ( -LRB- cord-138021-9khfkyh7 180 20 Voice Voice NNP cord-138021-9khfkyh7 180 21 Talent Talent NNP cord-138021-9khfkyh7 180 22 , , , cord-138021-9khfkyh7 180 23 Python Python NNP cord-138021-9khfkyh7 180 24 , , , cord-138021-9khfkyh7 180 25 Audio Audio NNP cord-138021-9khfkyh7 180 26 Editing editing NN cord-138021-9khfkyh7 180 27 , , , cord-138021-9khfkyh7 180 28 and and CC cord-138021-9khfkyh7 180 29 Copywriting Copywriting NNP cord-138021-9khfkyh7 180 30 ) ) -RRB- cord-138021-9khfkyh7 180 31 , , , cord-138021-9khfkyh7 180 32 results result NNS cord-138021-9khfkyh7 180 33 are be VBP cord-138021-9khfkyh7 180 34 statistically statistically RB cord-138021-9khfkyh7 180 35 significant significant JJ cord-138021-9khfkyh7 180 36 ( ( -LRB- cord-138021-9khfkyh7 180 37 p>0.05 p>0.05 NNP cord-138021-9khfkyh7 180 38 ) ) -RRB- cord-138021-9khfkyh7 180 39 . . . cord-138021-9khfkyh7 181 1 But but CC cord-138021-9khfkyh7 181 2 even even RB cord-138021-9khfkyh7 181 3 within within IN cord-138021-9khfkyh7 181 4 the the DT cord-138021-9khfkyh7 181 5 group group NN cord-138021-9khfkyh7 181 6 of of IN cord-138021-9khfkyh7 181 7 significantly significantly RB cord-138021-9khfkyh7 181 8 profitable profitable JJ cord-138021-9khfkyh7 181 9 skills skill NNS cord-138021-9khfkyh7 181 10 , , , cord-138021-9khfkyh7 181 11 the the DT cord-138021-9khfkyh7 181 12 spread spread NN cord-138021-9khfkyh7 181 13 is be VBZ cord-138021-9khfkyh7 181 14 large large JJ cord-138021-9khfkyh7 181 15 . . . cord-138021-9khfkyh7 182 1 Being be VBG cord-138021-9khfkyh7 182 2 knowledgeable knowledgeable JJ cord-138021-9khfkyh7 182 3 in in IN cord-138021-9khfkyh7 182 4 Voice Voice NNP cord-138021-9khfkyh7 182 5 Talent Talent NNP cord-138021-9khfkyh7 182 6 adds add VBZ cord-138021-9khfkyh7 182 7 240 240 CD cord-138021-9khfkyh7 182 8 % % NN cord-138021-9khfkyh7 182 9 to to IN cord-138021-9khfkyh7 182 10 the the DT cord-138021-9khfkyh7 182 11 average average JJ cord-138021-9khfkyh7 182 12 worker worker NN cord-138021-9khfkyh7 182 13 's 's POS cord-138021-9khfkyh7 182 14 asking ask VBG cord-138021-9khfkyh7 182 15 wage wage NN cord-138021-9khfkyh7 182 16 , , , cord-138021-9khfkyh7 182 17 while while IN cord-138021-9khfkyh7 182 18 Copywriting copywriting NN cord-138021-9khfkyh7 182 19 skills skill NNS cord-138021-9khfkyh7 182 20 contribute contribute VBP cord-138021-9khfkyh7 182 21 66 66 CD cord-138021-9khfkyh7 182 22 % % NN cord-138021-9khfkyh7 182 23 10 10 CD cord-138021-9khfkyh7 182 24 . . . cord-138021-9khfkyh7 183 1 Negative negative JJ cord-138021-9khfkyh7 183 2 coefficients coefficient NNS cord-138021-9khfkyh7 183 3 indicate indicate VBP cord-138021-9khfkyh7 183 4 that that IN cord-138021-9khfkyh7 183 5 workers worker NNS cord-138021-9khfkyh7 183 6 with with IN cord-138021-9khfkyh7 183 7 these these DT cord-138021-9khfkyh7 183 8 skills skill NNS cord-138021-9khfkyh7 183 9 ask ask VBP cord-138021-9khfkyh7 183 10 for for IN cord-138021-9khfkyh7 183 11 significantly significantly RB cord-138021-9khfkyh7 183 12 lower low JJR cord-138021-9khfkyh7 183 13 wages wage NNS cord-138021-9khfkyh7 183 14 than than IN cord-138021-9khfkyh7 183 15 the the DT cord-138021-9khfkyh7 183 16 average average JJ cord-138021-9khfkyh7 183 17 online online JJ cord-138021-9khfkyh7 183 18 freelancer freelancer NN cord-138021-9khfkyh7 183 19 . . . cord-138021-9khfkyh7 184 1 With with IN cord-138021-9khfkyh7 184 2 the the DT cord-138021-9khfkyh7 184 3 endogenous endogenous JJ cord-138021-9khfkyh7 184 4 classification classification NN cord-138021-9khfkyh7 184 5 of of IN cord-138021-9khfkyh7 184 6 skill skill NN cord-138021-9khfkyh7 184 7 groups group NNS cord-138021-9khfkyh7 184 8 at at IN cord-138021-9khfkyh7 184 9 hand hand NN cord-138021-9khfkyh7 184 10 , , , cord-138021-9khfkyh7 184 11 we -PRON- PRP cord-138021-9khfkyh7 184 12 can can MD cord-138021-9khfkyh7 184 13 perform perform VB cord-138021-9khfkyh7 184 14 an an DT cord-138021-9khfkyh7 184 15 evaluation evaluation NN cord-138021-9khfkyh7 184 16 of of IN cord-138021-9khfkyh7 184 17 learning learn VBG cord-138021-9khfkyh7 184 18 a a DT cord-138021-9khfkyh7 184 19 new new JJ cord-138021-9khfkyh7 184 20 skill skill NN cord-138021-9khfkyh7 184 21 based base VBN cord-138021-9khfkyh7 184 22 on on IN cord-138021-9khfkyh7 184 23 the the DT cord-138021-9khfkyh7 184 24 already already RB cord-138021-9khfkyh7 184 25 existing exist VBG cord-138021-9khfkyh7 184 26 skill skill NN cord-138021-9khfkyh7 184 27 bundle bundle NN cord-138021-9khfkyh7 184 28 of of IN cord-138021-9khfkyh7 184 29 a a DT cord-138021-9khfkyh7 184 30 worker worker NN cord-138021-9khfkyh7 184 31 . . . cord-138021-9khfkyh7 185 1 For for IN cord-138021-9khfkyh7 185 2 this this DT cord-138021-9khfkyh7 185 3 purpose purpose NN cord-138021-9khfkyh7 185 4 , , , cord-138021-9khfkyh7 185 5 two two CD cord-138021-9khfkyh7 185 6 analyses analysis NNS cord-138021-9khfkyh7 185 7 are be VBP cord-138021-9khfkyh7 185 8 performed perform VBN cord-138021-9khfkyh7 185 9 . . . cord-138021-9khfkyh7 186 1 First first RB cord-138021-9khfkyh7 186 2 , , , cord-138021-9khfkyh7 186 3 the the DT cord-138021-9khfkyh7 186 4 value value NN cord-138021-9khfkyh7 186 5 of of IN cord-138021-9khfkyh7 186 6 skill skill NN cord-138021-9khfkyh7 186 7 diversity diversity NN cord-138021-9khfkyh7 186 8 is be VBZ cord-138021-9khfkyh7 186 9 assessed assess VBN cord-138021-9khfkyh7 186 10 . . . cord-138021-9khfkyh7 187 1 Skill skill NN cord-138021-9khfkyh7 187 2 domains domain NNS cord-138021-9khfkyh7 187 3 are be VBP cord-138021-9khfkyh7 187 4 attributed attribute VBN cord-138021-9khfkyh7 187 5 to to IN cord-138021-9khfkyh7 187 6 each each DT cord-138021-9khfkyh7 187 7 worker worker NN cord-138021-9khfkyh7 187 8 based base VBN cord-138021-9khfkyh7 187 9 on on IN cord-138021-9khfkyh7 187 10 her -PRON- PRP$ cord-138021-9khfkyh7 187 11 skill skill NN cord-138021-9khfkyh7 187 12 bundle bundle NN cord-138021-9khfkyh7 187 13 . . . cord-138021-9khfkyh7 188 1 While while IN cord-138021-9khfkyh7 188 2 each each DT cord-138021-9khfkyh7 188 3 worker worker NN cord-138021-9khfkyh7 188 4 has have VBZ cord-138021-9khfkyh7 188 5 a a DT cord-138021-9khfkyh7 188 6 dominant dominant JJ cord-138021-9khfkyh7 188 7 skill skill NN cord-138021-9khfkyh7 188 8 category category NN cord-138021-9khfkyh7 188 9 ( ( -LRB- cord-138021-9khfkyh7 188 10 the the DT cord-138021-9khfkyh7 188 11 relative relative JJ cord-138021-9khfkyh7 188 12 majority majority NN cord-138021-9khfkyh7 188 13 of of IN cord-138021-9khfkyh7 188 14 all all DT cord-138021-9khfkyh7 188 15 of of IN cord-138021-9khfkyh7 188 16 her -PRON- PRP$ cord-138021-9khfkyh7 188 17 skills skill NNS cord-138021-9khfkyh7 188 18 are be VBP cord-138021-9khfkyh7 188 19 in in IN cord-138021-9khfkyh7 188 20 this this DT cord-138021-9khfkyh7 188 21 domain domain NN cord-138021-9khfkyh7 188 22 ) ) -RRB- cord-138021-9khfkyh7 188 23 , , , cord-138021-9khfkyh7 188 24 some some DT cord-138021-9khfkyh7 188 25 workers worker NNS cord-138021-9khfkyh7 188 26 also also RB cord-138021-9khfkyh7 188 27 add add VBP cord-138021-9khfkyh7 188 28 skills skill NNS cord-138021-9khfkyh7 188 29 from from IN cord-138021-9khfkyh7 188 30 other other JJ cord-138021-9khfkyh7 188 31 domains domain NNS cord-138021-9khfkyh7 188 32 to to IN cord-138021-9khfkyh7 188 33 their -PRON- PRP$ cord-138021-9khfkyh7 188 34 portfolio portfolio NN cord-138021-9khfkyh7 188 35 . . . cord-138021-9khfkyh7 189 1 In in IN cord-138021-9khfkyh7 189 2 Figure figure NN cord-138021-9khfkyh7 189 3 4 4 CD cord-138021-9khfkyh7 189 4 , , , cord-138021-9khfkyh7 189 5 wage wage NN cord-138021-9khfkyh7 189 6 distributions distribution NNS cord-138021-9khfkyh7 189 7 of of IN cord-138021-9khfkyh7 189 8 different different JJ cord-138021-9khfkyh7 189 9 skill skill NN cord-138021-9khfkyh7 189 10 diversities diversity NNS cord-138021-9khfkyh7 189 11 are be VBP cord-138021-9khfkyh7 189 12 shown show VBN cord-138021-9khfkyh7 189 13 across across IN cord-138021-9khfkyh7 189 14 the the DT cord-138021-9khfkyh7 189 15 major major JJ cord-138021-9khfkyh7 189 16 six six CD cord-138021-9khfkyh7 189 17 skill skill NN cord-138021-9khfkyh7 189 18 groups group NNS cord-138021-9khfkyh7 189 19 . . . cord-138021-9khfkyh7 190 1 In in IN cord-138021-9khfkyh7 190 2 general general JJ cord-138021-9khfkyh7 190 3 , , , cord-138021-9khfkyh7 190 4 it -PRON- PRP cord-138021-9khfkyh7 190 5 can can MD cord-138021-9khfkyh7 190 6 be be VB cord-138021-9khfkyh7 190 7 noticed notice VBN cord-138021-9khfkyh7 190 8 that that IN cord-138021-9khfkyh7 190 9 across across IN cord-138021-9khfkyh7 190 10 skill skill NN cord-138021-9khfkyh7 190 11 domains domain NNS cord-138021-9khfkyh7 190 12 , , , cord-138021-9khfkyh7 190 13 workers worker NNS cord-138021-9khfkyh7 190 14 with with IN cord-138021-9khfkyh7 190 15 more more RBR cord-138021-9khfkyh7 190 16 diverse diverse JJ cord-138021-9khfkyh7 190 17 skill skill NN cord-138021-9khfkyh7 190 18 bundles bundle NNS cord-138021-9khfkyh7 190 19 have have VBP cord-138021-9khfkyh7 190 20 higher high JJR cord-138021-9khfkyh7 190 21 wages wage NNS cord-138021-9khfkyh7 190 22 . . . cord-138021-9khfkyh7 191 1 In in IN cord-138021-9khfkyh7 191 2 particular particular JJ cord-138021-9khfkyh7 191 3 , , , cord-138021-9khfkyh7 191 4 for for IN cord-138021-9khfkyh7 191 5 workers worker NNS cord-138021-9khfkyh7 191 6 with with IN cord-138021-9khfkyh7 191 7 very very RB cord-138021-9khfkyh7 191 8 diverse diverse JJ cord-138021-9khfkyh7 191 9 bundles bundle NNS cord-138021-9khfkyh7 191 10 , , , cord-138021-9khfkyh7 191 11 i.e. i.e. FW cord-138021-9khfkyh7 191 12 , , , cord-138021-9khfkyh7 191 13 adding add VBG cord-138021-9khfkyh7 191 14 skills skill NNS cord-138021-9khfkyh7 191 15 from from IN cord-138021-9khfkyh7 191 16 three three CD cord-138021-9khfkyh7 191 17 domains domain NNS cord-138021-9khfkyh7 191 18 other other JJ cord-138021-9khfkyh7 191 19 than than IN cord-138021-9khfkyh7 191 20 the the DT cord-138021-9khfkyh7 191 21 major major JJ cord-138021-9khfkyh7 191 22 skill skill NN cord-138021-9khfkyh7 191 23 category category NN cord-138021-9khfkyh7 191 24 , , , cord-138021-9khfkyh7 191 25 wages wage NNS cord-138021-9khfkyh7 191 26 on on IN cord-138021-9khfkyh7 191 27 the the DT cord-138021-9khfkyh7 191 28 4th 4th JJ cord-138021-9khfkyh7 191 29 quartile quartile NN cord-138021-9khfkyh7 191 30 ( ( -LRB- cord-138021-9khfkyh7 191 31 lines line NNS cord-138021-9khfkyh7 191 32 ) ) -RRB- cord-138021-9khfkyh7 191 33 of of IN cord-138021-9khfkyh7 191 34 the the DT cord-138021-9khfkyh7 191 35 distribution distribution NN cord-138021-9khfkyh7 191 36 are be VBP cord-138021-9khfkyh7 191 37 shifted shift VBN cord-138021-9khfkyh7 191 38 upwards upwards RB cord-138021-9khfkyh7 191 39 . . . cord-138021-9khfkyh7 192 1 Figure figure NN cord-138021-9khfkyh7 192 2 4 4 CD cord-138021-9khfkyh7 192 3 : : : cord-138021-9khfkyh7 193 1 Across across IN cord-138021-9khfkyh7 193 2 skill skill NN cord-138021-9khfkyh7 193 3 domains domain NNS cord-138021-9khfkyh7 193 4 , , , cord-138021-9khfkyh7 193 5 asking ask VBG cord-138021-9khfkyh7 193 6 wages wage NNS cord-138021-9khfkyh7 193 7 increase increase VB cord-138021-9khfkyh7 193 8 when when WRB cord-138021-9khfkyh7 193 9 skills skill NNS cord-138021-9khfkyh7 193 10 from from IN cord-138021-9khfkyh7 193 11 other other JJ cord-138021-9khfkyh7 193 12 domains domain NNS cord-138021-9khfkyh7 193 13 are be VBP cord-138021-9khfkyh7 193 14 added add VBN cord-138021-9khfkyh7 193 15 to to IN cord-138021-9khfkyh7 193 16 the the DT cord-138021-9khfkyh7 193 17 workers worker NNS cord-138021-9khfkyh7 193 18 ' ' POS cord-138021-9khfkyh7 193 19 portfolio portfolio NN cord-138021-9khfkyh7 193 20 . . . cord-138021-9khfkyh7 194 1 Workers worker NNS cord-138021-9khfkyh7 194 2 in in IN cord-138021-9khfkyh7 194 3 the the DT cord-138021-9khfkyh7 194 4 top top JJ cord-138021-9khfkyh7 194 5 earning earn VBG cord-138021-9khfkyh7 194 6 quartiles quartile NNS cord-138021-9khfkyh7 194 7 ( ( -LRB- cord-138021-9khfkyh7 194 8 lines line NNS cord-138021-9khfkyh7 194 9 ) ) -RRB- cord-138021-9khfkyh7 194 10 ask ask VBP cord-138021-9khfkyh7 194 11 for for IN cord-138021-9khfkyh7 194 12 significantly significantly RB cord-138021-9khfkyh7 194 13 higher high JJR cord-138021-9khfkyh7 194 14 wages wage NNS cord-138021-9khfkyh7 194 15 when when WRB cord-138021-9khfkyh7 194 16 demanding demand VBG cord-138021-9khfkyh7 194 17 skills skill NNS cord-138021-9khfkyh7 194 18 from from IN cord-138021-9khfkyh7 194 19 three three CD cord-138021-9khfkyh7 194 20 domains domain NNS cord-138021-9khfkyh7 194 21 other other JJ cord-138021-9khfkyh7 194 22 than than IN cord-138021-9khfkyh7 194 23 their -PRON- PRP$ cord-138021-9khfkyh7 194 24 defining define VBG cord-138021-9khfkyh7 194 25 skill skill NN cord-138021-9khfkyh7 194 26 bundle bundle NN cord-138021-9khfkyh7 194 27 ( ( -LRB- cord-138021-9khfkyh7 194 28 Observation observation NN cord-138021-9khfkyh7 194 29 sizes size NNS cord-138021-9khfkyh7 194 30 in in IN cord-138021-9khfkyh7 194 31 Legal Legal NNP cord-138021-9khfkyh7 194 32 are be VBP cord-138021-9khfkyh7 194 33 too too RB cord-138021-9khfkyh7 194 34 small small JJ cord-138021-9khfkyh7 194 35 ) ) -RRB- cord-138021-9khfkyh7 194 36 . . . cord-138021-9khfkyh7 195 1 In in IN cord-138021-9khfkyh7 195 2 a a DT cord-138021-9khfkyh7 195 3 second second JJ cord-138021-9khfkyh7 195 4 step step NN cord-138021-9khfkyh7 195 5 , , , cord-138021-9khfkyh7 195 6 the the DT cord-138021-9khfkyh7 195 7 linear linear JJ cord-138021-9khfkyh7 195 8 regression regression NN cord-138021-9khfkyh7 195 9 explaining explain VBG cord-138021-9khfkyh7 195 10 workers worker NNS cord-138021-9khfkyh7 195 11 ' ' POS cord-138021-9khfkyh7 195 12 asking ask VBG cord-138021-9khfkyh7 195 13 wages wage NNS cord-138021-9khfkyh7 195 14 is be VBZ cord-138021-9khfkyh7 195 15 performed perform VBN cord-138021-9khfkyh7 195 16 for for IN cord-138021-9khfkyh7 195 17 the the DT cord-138021-9khfkyh7 195 18 complete complete JJ cord-138021-9khfkyh7 195 19 set set NN cord-138021-9khfkyh7 195 20 of of IN cord-138021-9khfkyh7 195 21 workers worker NNS cord-138021-9khfkyh7 195 22 and and CC cord-138021-9khfkyh7 195 23 the the DT cord-138021-9khfkyh7 195 24 six six CD cord-138021-9khfkyh7 195 25 major major JJ cord-138021-9khfkyh7 195 26 skill skill NN cord-138021-9khfkyh7 195 27 domain domain NN cord-138021-9khfkyh7 195 28 subsets subset NNS cord-138021-9khfkyh7 195 29 . . . cord-138021-9khfkyh7 196 1 Figure figure NN cord-138021-9khfkyh7 196 2 3 3 CD cord-138021-9khfkyh7 196 3 summarises summarise VBZ cord-138021-9khfkyh7 196 4 the the DT cord-138021-9khfkyh7 196 5 coefficients coefficient NNS cord-138021-9khfkyh7 196 6 of of IN cord-138021-9khfkyh7 196 7 the the DT cord-138021-9khfkyh7 196 8 21 21 CD cord-138021-9khfkyh7 196 9 most most RBS cord-138021-9khfkyh7 196 10 popular popular JJ cord-138021-9khfkyh7 196 11 skills skill NNS cord-138021-9khfkyh7 196 12 in in IN cord-138021-9khfkyh7 196 13 the the DT cord-138021-9khfkyh7 196 14 eight eight CD cord-138021-9khfkyh7 196 15 scenarios scenario NNS cord-138021-9khfkyh7 196 16 . . . cord-138021-9khfkyh7 197 1 Figure figure NN cord-138021-9khfkyh7 197 2 5 5 CD cord-138021-9khfkyh7 197 3 : : : cord-138021-9khfkyh7 198 1 Learning learn VBG cord-138021-9khfkyh7 198 2 a a DT cord-138021-9khfkyh7 198 3 new new JJ cord-138021-9khfkyh7 198 4 skill skill NN cord-138021-9khfkyh7 198 5 , , , cord-138021-9khfkyh7 198 6 like like IN cord-138021-9khfkyh7 198 7 Copywriting Copywriting NNP cord-138021-9khfkyh7 198 8 or or CC cord-138021-9khfkyh7 198 9 Python Python NNP cord-138021-9khfkyh7 198 10 , , , cord-138021-9khfkyh7 198 11 pays pay VBZ cord-138021-9khfkyh7 198 12 off off RP cord-138021-9khfkyh7 198 13 in in IN cord-138021-9khfkyh7 198 14 general general JJ cord-138021-9khfkyh7 198 15 , , , cord-138021-9khfkyh7 198 16 but but CC cord-138021-9khfkyh7 198 17 even even RB cord-138021-9khfkyh7 198 18 more more RBR cord-138021-9khfkyh7 198 19 when when WRB cord-138021-9khfkyh7 198 20 added add VBN cord-138021-9khfkyh7 198 21 to to IN cord-138021-9khfkyh7 198 22 skill skill NN cord-138021-9khfkyh7 198 23 bundles bundle NNS cord-138021-9khfkyh7 198 24 like like IN cord-138021-9khfkyh7 198 25 translation translation NN cord-138021-9khfkyh7 198 26 and and CC cord-138021-9khfkyh7 198 27 writing writing NN cord-138021-9khfkyh7 198 28 or or CC cord-138021-9khfkyh7 198 29 admin admin NN cord-138021-9khfkyh7 198 30 and and CC cord-138021-9khfkyh7 198 31 support support NN cord-138021-9khfkyh7 198 32 . . . cord-138021-9khfkyh7 199 1 In in IN cord-138021-9khfkyh7 199 2 contrast contrast NN cord-138021-9khfkyh7 199 3 to to IN cord-138021-9khfkyh7 199 4 the the DT cord-138021-9khfkyh7 199 5 added add VBN cord-138021-9khfkyh7 199 6 economic economic JJ cord-138021-9khfkyh7 199 7 value value NN cord-138021-9khfkyh7 199 8 for for IN cord-138021-9khfkyh7 199 9 the the DT cord-138021-9khfkyh7 199 10 complete complete JJ cord-138021-9khfkyh7 199 11 set set NN cord-138021-9khfkyh7 199 12 of of IN cord-138021-9khfkyh7 199 13 workers worker NNS cord-138021-9khfkyh7 199 14 , , , cord-138021-9khfkyh7 199 15 we -PRON- PRP cord-138021-9khfkyh7 199 16 see see VBP cord-138021-9khfkyh7 199 17 that that IN cord-138021-9khfkyh7 199 18 some some DT cord-138021-9khfkyh7 199 19 skills skill NNS cord-138021-9khfkyh7 199 20 , , , cord-138021-9khfkyh7 199 21 like like IN cord-138021-9khfkyh7 199 22 programming programming NN cord-138021-9khfkyh7 199 23 in in IN cord-138021-9khfkyh7 199 24 Python Python NNP cord-138021-9khfkyh7 199 25 , , , cord-138021-9khfkyh7 199 26 increase increase VB cord-138021-9khfkyh7 199 27 the the DT cord-138021-9khfkyh7 199 28 worker worker NN cord-138021-9khfkyh7 199 29 asking ask VBG cord-138021-9khfkyh7 199 30 wage wage NN cord-138021-9khfkyh7 199 31 over over IN cord-138021-9khfkyh7 199 32 proportionally proportionally RB cord-138021-9khfkyh7 199 33 in in IN cord-138021-9khfkyh7 199 34 the the DT cord-138021-9khfkyh7 199 35 skill skill NN cord-138021-9khfkyh7 199 36 context context NN cord-138021-9khfkyh7 199 37 of of IN cord-138021-9khfkyh7 199 38 Admin Admin NNP cord-138021-9khfkyh7 199 39 & & CC cord-138021-9khfkyh7 199 40 Support Support NNP cord-138021-9khfkyh7 199 41 . . . cord-138021-9khfkyh7 200 1 Similarly similarly RB cord-138021-9khfkyh7 200 2 , , , cord-138021-9khfkyh7 200 3 knowing know VBG cord-138021-9khfkyh7 200 4 how how WRB cord-138021-9khfkyh7 200 5 to to TO cord-138021-9khfkyh7 200 6 do do VB cord-138021-9khfkyh7 200 7 Copywriting Copywriting NNP cord-138021-9khfkyh7 200 8 contributes contribute VBZ cord-138021-9khfkyh7 200 9 significantly significantly RB cord-138021-9khfkyh7 200 10 more more RBR cord-138021-9khfkyh7 200 11 when when WRB cord-138021-9khfkyh7 200 12 added add VBN cord-138021-9khfkyh7 200 13 to to IN cord-138021-9khfkyh7 200 14 Graphic Graphic NNP cord-138021-9khfkyh7 200 15 Design Design NNP cord-138021-9khfkyh7 200 16 . . . cord-138021-9khfkyh7 201 1 Other other JJ cord-138021-9khfkyh7 201 2 skills skill NNS cord-138021-9khfkyh7 201 3 , , , cord-138021-9khfkyh7 201 4 like like IN cord-138021-9khfkyh7 201 5 Audio Audio NNP cord-138021-9khfkyh7 201 6 Editing editing NN cord-138021-9khfkyh7 201 7 , , , cord-138021-9khfkyh7 201 8 however however RB cord-138021-9khfkyh7 201 9 , , , cord-138021-9khfkyh7 201 10 do do VBP cord-138021-9khfkyh7 201 11 contribute contribute VB cord-138021-9khfkyh7 201 12 to to IN cord-138021-9khfkyh7 201 13 an an DT cord-138021-9khfkyh7 201 14 average average JJ cord-138021-9khfkyh7 201 15 worker worker NN cord-138021-9khfkyh7 201 16 's 's POS cord-138021-9khfkyh7 201 17 wage wage NN cord-138021-9khfkyh7 201 18 , , , cord-138021-9khfkyh7 201 19 but but CC cord-138021-9khfkyh7 201 20 fail fail VB cord-138021-9khfkyh7 201 21 to to TO cord-138021-9khfkyh7 201 22 make make VB cord-138021-9khfkyh7 201 23 a a DT cord-138021-9khfkyh7 201 24 difference difference NN cord-138021-9khfkyh7 201 25 conditional conditional JJ cord-138021-9khfkyh7 201 26 to to IN cord-138021-9khfkyh7 201 27 special special JJ cord-138021-9khfkyh7 201 28 skill skill NN cord-138021-9khfkyh7 201 29 bundles bundle NNS cord-138021-9khfkyh7 201 30 . . . cord-138021-9khfkyh7 202 1 Figure figure NN cord-138021-9khfkyh7 202 2 5 5 CD cord-138021-9khfkyh7 202 3 illustrates illustrate VBZ cord-138021-9khfkyh7 202 4 three three CD cord-138021-9khfkyh7 202 5 of of IN cord-138021-9khfkyh7 202 6 these these DT cord-138021-9khfkyh7 202 7 cross cross JJ cord-138021-9khfkyh7 202 8 - - JJ cord-138021-9khfkyh7 202 9 skilling skilling JJ cord-138021-9khfkyh7 202 10 trajectories trajectory NNS cord-138021-9khfkyh7 202 11 . . . cord-138021-9khfkyh7 203 1 Figure figure NN cord-138021-9khfkyh7 203 2 6 6 CD cord-138021-9khfkyh7 203 3 : : : cord-138021-9khfkyh7 204 1 The the DT cord-138021-9khfkyh7 204 2 cross cross JJ cord-138021-9khfkyh7 204 3 - - JJ cord-138021-9khfkyh7 204 4 skilling skilling JJ cord-138021-9khfkyh7 204 5 trajectories trajectory NNS cord-138021-9khfkyh7 204 6 for for IN cord-138021-9khfkyh7 204 7 skills skill NNS cord-138021-9khfkyh7 204 8 like like IN cord-138021-9khfkyh7 204 9 Python Python NNP cord-138021-9khfkyh7 204 10 , , , cord-138021-9khfkyh7 204 11 JavaScript JavaScript NNP cord-138021-9khfkyh7 204 12 , , , cord-138021-9khfkyh7 204 13 or or CC cord-138021-9khfkyh7 204 14 Copywriting Copywriting NNP cord-138021-9khfkyh7 204 15 , , , cord-138021-9khfkyh7 204 16 can can MD cord-138021-9khfkyh7 204 17 be be VB cord-138021-9khfkyh7 204 18 examined examine VBN cord-138021-9khfkyh7 204 19 individually individually RB cord-138021-9khfkyh7 204 20 and and CC cord-138021-9khfkyh7 204 21 compared compare VBN cord-138021-9khfkyh7 204 22 with with IN cord-138021-9khfkyh7 204 23 each each DT cord-138021-9khfkyh7 204 24 other other JJ cord-138021-9khfkyh7 204 25 . . . cord-138021-9khfkyh7 205 1 As as IN cord-138021-9khfkyh7 205 2 an an DT cord-138021-9khfkyh7 205 3 example example NN cord-138021-9khfkyh7 205 4 , , , cord-138021-9khfkyh7 205 5 it -PRON- PRP cord-138021-9khfkyh7 205 6 is be VBZ cord-138021-9khfkyh7 205 7 of of IN cord-138021-9khfkyh7 205 8 little little JJ cord-138021-9khfkyh7 205 9 surprise surprise NN cord-138021-9khfkyh7 205 10 that that IN cord-138021-9khfkyh7 205 11 , , , cord-138021-9khfkyh7 205 12 on on IN cord-138021-9khfkyh7 205 13 average average JJ cord-138021-9khfkyh7 205 14 , , , cord-138021-9khfkyh7 205 15 knowing know VBG cord-138021-9khfkyh7 205 16 how how WRB cord-138021-9khfkyh7 205 17 to to TO cord-138021-9khfkyh7 205 18 program program VB cord-138021-9khfkyh7 205 19 with with IN cord-138021-9khfkyh7 205 20 Python Python NNP cord-138021-9khfkyh7 205 21 , , , cord-138021-9khfkyh7 205 22 allegedly allegedly RB cord-138021-9khfkyh7 205 23 THE the DT cord-138021-9khfkyh7 205 24 data datum NNS cord-138021-9khfkyh7 205 25 science science NN cord-138021-9khfkyh7 205 26 super super JJ cord-138021-9khfkyh7 205 27 skill skill NN cord-138021-9khfkyh7 205 28 ( ( -LRB- cord-138021-9khfkyh7 205 29 Grus Grus NNP cord-138021-9khfkyh7 205 30 2019 2019 CD cord-138021-9khfkyh7 205 31 ) ) -RRB- cord-138021-9khfkyh7 205 32 , , , cord-138021-9khfkyh7 205 33 adds add VBZ cord-138021-9khfkyh7 205 34 more more JJR cord-138021-9khfkyh7 205 35 to to IN cord-138021-9khfkyh7 205 36 a a DT cord-138021-9khfkyh7 205 37 worker worker NN cord-138021-9khfkyh7 205 38 wage wage NN cord-138021-9khfkyh7 205 39 than than IN cord-138021-9khfkyh7 205 40 knowing know VBG cord-138021-9khfkyh7 205 41 how how WRB cord-138021-9khfkyh7 205 42 to to TO cord-138021-9khfkyh7 205 43 work work VB cord-138021-9khfkyh7 205 44 with with IN cord-138021-9khfkyh7 205 45 JavaScript JavaScript NNP cord-138021-9khfkyh7 205 46 . . . cord-138021-9khfkyh7 206 1 However however RB cord-138021-9khfkyh7 206 2 , , , cord-138021-9khfkyh7 206 3 once once IN cord-138021-9khfkyh7 206 4 we -PRON- PRP cord-138021-9khfkyh7 206 5 add add VBP cord-138021-9khfkyh7 206 6 these these DT cord-138021-9khfkyh7 206 7 skills skill NNS cord-138021-9khfkyh7 206 8 to to IN cord-138021-9khfkyh7 206 9 a a DT cord-138021-9khfkyh7 206 10 bundle bundle NN cord-138021-9khfkyh7 206 11 in in IN cord-138021-9khfkyh7 206 12 the the DT cord-138021-9khfkyh7 206 13 domain domain NN cord-138021-9khfkyh7 206 14 of of IN cord-138021-9khfkyh7 206 15 3D 3D NNP cord-138021-9khfkyh7 206 16 Design Design NNP cord-138021-9khfkyh7 206 17 , , , cord-138021-9khfkyh7 206 18 the the DT cord-138021-9khfkyh7 206 19 picture picture NN cord-138021-9khfkyh7 206 20 turns turn VBZ cord-138021-9khfkyh7 206 21 upside upside RB cord-138021-9khfkyh7 206 22 down down RB cord-138021-9khfkyh7 206 23 . . . cord-138021-9khfkyh7 207 1 Designers designer NNS cord-138021-9khfkyh7 207 2 that that WDT cord-138021-9khfkyh7 207 3 know know VBP cord-138021-9khfkyh7 207 4 Python Python NNP cord-138021-9khfkyh7 207 5 ca can MD cord-138021-9khfkyh7 207 6 n't not RB cord-138021-9khfkyh7 207 7 add add VB cord-138021-9khfkyh7 207 8 wage wage NN cord-138021-9khfkyh7 207 9 but but CC cord-138021-9khfkyh7 207 10 workers worker NNS cord-138021-9khfkyh7 207 11 that that WDT cord-138021-9khfkyh7 207 12 are be VBP cord-138021-9khfkyh7 207 13 skilled skilled JJ cord-138021-9khfkyh7 207 14 in in IN cord-138021-9khfkyh7 207 15 JavaScript JavaScript NNP cord-138021-9khfkyh7 207 16 can can MD cord-138021-9khfkyh7 207 17 increase increase VB cord-138021-9khfkyh7 207 18 their -PRON- PRP$ cord-138021-9khfkyh7 207 19 wage wage NN cord-138021-9khfkyh7 207 20 by by IN cord-138021-9khfkyh7 207 21 more more JJR cord-138021-9khfkyh7 207 22 than than IN cord-138021-9khfkyh7 207 23 200 200 CD cord-138021-9khfkyh7 207 24 % % NN cord-138021-9khfkyh7 207 25 on on IN cord-138021-9khfkyh7 207 26 average average JJ cord-138021-9khfkyh7 207 27 . . . cord-138021-9khfkyh7 208 1 Similarly similarly RB cord-138021-9khfkyh7 208 2 , , , cord-138021-9khfkyh7 208 3 as as IN cord-138021-9khfkyh7 208 4 shown show VBN cord-138021-9khfkyh7 208 5 in in IN cord-138021-9khfkyh7 208 6 the the DT cord-138021-9khfkyh7 208 7 lower low JJR cord-138021-9khfkyh7 208 8 panel panel NN cord-138021-9khfkyh7 208 9 of of IN cord-138021-9khfkyh7 208 10 Figure Figure NNP cord-138021-9khfkyh7 208 11 5 5 CD cord-138021-9khfkyh7 208 12 , , , cord-138021-9khfkyh7 208 13 the the DT cord-138021-9khfkyh7 208 14 skill skill NN cord-138021-9khfkyh7 208 15 of of IN cord-138021-9khfkyh7 208 16 Copywriting Copywriting NNP cord-138021-9khfkyh7 208 17 adds add VBZ cord-138021-9khfkyh7 208 18 about about RB cord-138021-9khfkyh7 208 19 60 60 CD cord-138021-9khfkyh7 208 20 % % NN cord-138021-9khfkyh7 208 21 to to IN cord-138021-9khfkyh7 208 22 the the DT cord-138021-9khfkyh7 208 23 average average JJ cord-138021-9khfkyh7 208 24 worker worker NN cord-138021-9khfkyh7 208 25 wage wage NN cord-138021-9khfkyh7 208 26 . . . cord-138021-9khfkyh7 209 1 In in IN cord-138021-9khfkyh7 209 2 the the DT cord-138021-9khfkyh7 209 3 domain domain NN cord-138021-9khfkyh7 209 4 of of IN cord-138021-9khfkyh7 209 5 Graphic Graphic NNP cord-138021-9khfkyh7 209 6 Design Design NNP cord-138021-9khfkyh7 209 7 , , , cord-138021-9khfkyh7 209 8 on on IN cord-138021-9khfkyh7 209 9 the the DT cord-138021-9khfkyh7 209 10 other other JJ cord-138021-9khfkyh7 209 11 hand hand NN cord-138021-9khfkyh7 209 12 , , , cord-138021-9khfkyh7 209 13 knowing know VBG cord-138021-9khfkyh7 209 14 how how WRB cord-138021-9khfkyh7 209 15 to to TO cord-138021-9khfkyh7 209 16 do do VB cord-138021-9khfkyh7 209 17 Copywriting Copywriting NNP cord-138021-9khfkyh7 209 18 has have VBZ cord-138021-9khfkyh7 209 19 an an DT cord-138021-9khfkyh7 209 20 impressive impressive JJ cord-138021-9khfkyh7 209 21 additional additional JJ cord-138021-9khfkyh7 209 22 value value NN cord-138021-9khfkyh7 209 23 of of IN cord-138021-9khfkyh7 209 24 more more JJR cord-138021-9khfkyh7 209 25 than than IN cord-138021-9khfkyh7 209 26 600 600 CD cord-138021-9khfkyh7 209 27 % % NN cord-138021-9khfkyh7 209 28 of of IN cord-138021-9khfkyh7 209 29 the the DT cord-138021-9khfkyh7 209 30 average average JJ cord-138021-9khfkyh7 209 31 wage wage NN cord-138021-9khfkyh7 209 32 in in IN cord-138021-9khfkyh7 209 33 this this DT cord-138021-9khfkyh7 209 34 domain domain NN cord-138021-9khfkyh7 209 35 . . . cord-138021-9khfkyh7 210 1 These these DT cord-138021-9khfkyh7 210 2 skill skill NN cord-138021-9khfkyh7 210 3 trajectories trajectory NNS cord-138021-9khfkyh7 210 4 are be VBP cord-138021-9khfkyh7 210 5 an an DT cord-138021-9khfkyh7 210 6 illustration illustration NN cord-138021-9khfkyh7 210 7 of of IN cord-138021-9khfkyh7 210 8 what what WP cord-138021-9khfkyh7 210 9 online online JJ cord-138021-9khfkyh7 210 10 labour labour NN cord-138021-9khfkyh7 210 11 market market NN cord-138021-9khfkyh7 210 12 data datum NNS cord-138021-9khfkyh7 210 13 allow allow VBP cord-138021-9khfkyh7 210 14 us -PRON- PRP cord-138021-9khfkyh7 210 15 to to TO cord-138021-9khfkyh7 210 16 say say VB cord-138021-9khfkyh7 210 17 about about IN cord-138021-9khfkyh7 210 18 cross cross JJ cord-138021-9khfkyh7 210 19 - - JJ cord-138021-9khfkyh7 210 20 skilling skilling JJ cord-138021-9khfkyh7 210 21 trajectories trajectory NNS cord-138021-9khfkyh7 210 22 in in IN cord-138021-9khfkyh7 210 23 general general JJ cord-138021-9khfkyh7 210 24 . . . cord-138021-9khfkyh7 211 1 The the DT cord-138021-9khfkyh7 211 2 data datum NNS cord-138021-9khfkyh7 211 3 enable enable VBP cord-138021-9khfkyh7 211 4 us -PRON- PRP cord-138021-9khfkyh7 211 5 to to TO cord-138021-9khfkyh7 211 6 evaluate evaluate VB cord-138021-9khfkyh7 211 7 the the DT cord-138021-9khfkyh7 211 8 economic economic JJ cord-138021-9khfkyh7 211 9 benefit benefit NN cord-138021-9khfkyh7 211 10 of of IN cord-138021-9khfkyh7 211 11 individual individual JJ cord-138021-9khfkyh7 211 12 skills skill NNS cord-138021-9khfkyh7 211 13 based base VBN cord-138021-9khfkyh7 211 14 on on IN cord-138021-9khfkyh7 211 15 the the DT cord-138021-9khfkyh7 211 16 existing exist VBG cord-138021-9khfkyh7 211 17 skill skill NN cord-138021-9khfkyh7 211 18 bundle bundle NN cord-138021-9khfkyh7 211 19 of of IN cord-138021-9khfkyh7 211 20 a a DT cord-138021-9khfkyh7 211 21 person person NN cord-138021-9khfkyh7 211 22 and and CC cord-138021-9khfkyh7 211 23 to to TO cord-138021-9khfkyh7 211 24 sketch sketch VB cord-138021-9khfkyh7 211 25 sustainable sustainable JJ cord-138021-9khfkyh7 211 26 cross cross JJ cord-138021-9khfkyh7 211 27 - - JJ cord-138021-9khfkyh7 211 28 skilling skilling JJ cord-138021-9khfkyh7 211 29 pathways pathway NNS cord-138021-9khfkyh7 211 30 . . . cord-138021-9khfkyh7 212 1 A a DT cord-138021-9khfkyh7 212 2 further further JJ cord-138021-9khfkyh7 212 3 obstacle obstacle NN cord-138021-9khfkyh7 212 4 in in IN cord-138021-9khfkyh7 212 5 developing develop VBG cord-138021-9khfkyh7 212 6 effective effective JJ cord-138021-9khfkyh7 212 7 and and CC cord-138021-9khfkyh7 212 8 timely timely JJ cord-138021-9khfkyh7 212 9 reskilling reskilling JJ cord-138021-9khfkyh7 212 10 pathways pathway NNS cord-138021-9khfkyh7 212 11 is be VBZ cord-138021-9khfkyh7 212 12 the the DT cord-138021-9khfkyh7 212 13 lack lack NN cord-138021-9khfkyh7 212 14 of of IN cord-138021-9khfkyh7 212 15 skill skill NN cord-138021-9khfkyh7 212 16 contextualisation contextualisation NN cord-138021-9khfkyh7 212 17 of of IN cord-138021-9khfkyh7 212 18 newly newly RB cord-138021-9khfkyh7 212 19 emerging emerge VBG cord-138021-9khfkyh7 212 20 technologies technology NNS cord-138021-9khfkyh7 212 21 . . . cord-138021-9khfkyh7 213 1 The the DT cord-138021-9khfkyh7 213 2 rapid rapid JJ cord-138021-9khfkyh7 213 3 expansion expansion NN cord-138021-9khfkyh7 213 4 of of IN cord-138021-9khfkyh7 213 5 such such JJ cord-138021-9khfkyh7 213 6 emerging emerge VBG cord-138021-9khfkyh7 213 7 digital digital JJ cord-138021-9khfkyh7 213 8 technologies technology NNS cord-138021-9khfkyh7 213 9 , , , cord-138021-9khfkyh7 213 10 like like IN cord-138021-9khfkyh7 213 11 AI AI NNP cord-138021-9khfkyh7 213 12 , , , cord-138021-9khfkyh7 213 13 is be VBZ cord-138021-9khfkyh7 213 14 creating create VBG cord-138021-9khfkyh7 213 15 a a DT cord-138021-9khfkyh7 213 16 huge huge JJ cord-138021-9khfkyh7 213 17 demand demand NN cord-138021-9khfkyh7 213 18 for for IN cord-138021-9khfkyh7 213 19 labour labour NN cord-138021-9khfkyh7 213 20 skilled skilled JJ cord-138021-9khfkyh7 213 21 in in IN cord-138021-9khfkyh7 213 22 the the DT cord-138021-9khfkyh7 213 23 development development NN cord-138021-9khfkyh7 213 24 and and CC cord-138021-9khfkyh7 213 25 application application NN cord-138021-9khfkyh7 213 26 of of IN cord-138021-9khfkyh7 213 27 these these DT cord-138021-9khfkyh7 213 28 domains domain NNS cord-138021-9khfkyh7 213 29 . . . cord-138021-9khfkyh7 214 1 However however RB cord-138021-9khfkyh7 214 2 , , , cord-138021-9khfkyh7 214 3 the the DT cord-138021-9khfkyh7 214 4 fast fast JJ cord-138021-9khfkyh7 214 5 change change NN cord-138021-9khfkyh7 214 6 of of IN cord-138021-9khfkyh7 214 7 skill skill NN cord-138021-9khfkyh7 214 8 profiles profile NNS cord-138021-9khfkyh7 214 9 in in IN cord-138021-9khfkyh7 214 10 new new JJ cord-138021-9khfkyh7 214 11 technology technology NN cord-138021-9khfkyh7 214 12 environments environment NNS cord-138021-9khfkyh7 214 13 makes make VBZ cord-138021-9khfkyh7 214 14 it -PRON- PRP cord-138021-9khfkyh7 214 15 difficult difficult JJ cord-138021-9khfkyh7 214 16 for for IN cord-138021-9khfkyh7 214 17 companies company NNS cord-138021-9khfkyh7 214 18 to to TO cord-138021-9khfkyh7 214 19 find find VB cord-138021-9khfkyh7 214 20 adequately adequately RB cord-138021-9khfkyh7 214 21 trained train VBN cord-138021-9khfkyh7 214 22 experts expert NNS cord-138021-9khfkyh7 214 23 . . . cord-138021-9khfkyh7 215 1 At at IN cord-138021-9khfkyh7 215 2 the the DT cord-138021-9khfkyh7 215 3 same same JJ cord-138021-9khfkyh7 215 4 time time NN cord-138021-9khfkyh7 215 5 , , , cord-138021-9khfkyh7 215 6 it -PRON- PRP cord-138021-9khfkyh7 215 7 is be VBZ cord-138021-9khfkyh7 215 8 unclear unclear JJ cord-138021-9khfkyh7 215 9 which which WDT cord-138021-9khfkyh7 215 10 types type NNS cord-138021-9khfkyh7 215 11 of of IN cord-138021-9khfkyh7 215 12 skills skill NNS cord-138021-9khfkyh7 215 13 constitute constitute VBP cord-138021-9khfkyh7 215 14 newly newly RB cord-138021-9khfkyh7 215 15 emerging emerge VBG cord-138021-9khfkyh7 215 16 areas area NNS cord-138021-9khfkyh7 215 17 of of IN cord-138021-9khfkyh7 215 18 digital digital JJ cord-138021-9khfkyh7 215 19 technologies technology NNS cord-138021-9khfkyh7 215 20 ( ( -LRB- cord-138021-9khfkyh7 215 21 De De NNP cord-138021-9khfkyh7 215 22 Mauro Mauro NNP cord-138021-9khfkyh7 215 23 et et NNP cord-138021-9khfkyh7 215 24 al al NNP cord-138021-9khfkyh7 215 25 . . . cord-138021-9khfkyh7 215 26 2018 2018 CD cord-138021-9khfkyh7 215 27 ) ) -RRB- cord-138021-9khfkyh7 215 28 . . . cord-138021-9khfkyh7 216 1 Companies company NNS cord-138021-9khfkyh7 216 2 are be VBP cord-138021-9khfkyh7 216 3 not not RB cord-138021-9khfkyh7 216 4 able able JJ cord-138021-9khfkyh7 216 5 to to TO cord-138021-9khfkyh7 216 6 satisfy satisfy VB cord-138021-9khfkyh7 216 7 their -PRON- PRP$ cord-138021-9khfkyh7 216 8 rapidly rapidly RB cord-138021-9khfkyh7 216 9 growing grow VBG cord-138021-9khfkyh7 216 10 demand demand NN cord-138021-9khfkyh7 216 11 for for IN cord-138021-9khfkyh7 216 12 talents talent NNS cord-138021-9khfkyh7 216 13 in in IN cord-138021-9khfkyh7 216 14 information information NN cord-138021-9khfkyh7 216 15 and and CC cord-138021-9khfkyh7 216 16 communication communication NN cord-138021-9khfkyh7 216 17 technologies technology NNS cord-138021-9khfkyh7 216 18 ( ( -LRB- cord-138021-9khfkyh7 216 19 ICT ICT NNP cord-138021-9khfkyh7 216 20 ) ) -RRB- cord-138021-9khfkyh7 216 21 . . . cord-138021-9khfkyh7 217 1 Projections projection NNS cord-138021-9khfkyh7 217 2 show show VBP cord-138021-9khfkyh7 217 3 that that IN cord-138021-9khfkyh7 217 4 positions position NNS cord-138021-9khfkyh7 217 5 for for IN cord-138021-9khfkyh7 217 6 digital digital JJ cord-138021-9khfkyh7 217 7 technology technology NN cord-138021-9khfkyh7 217 8 talents talent NNS cord-138021-9khfkyh7 217 9 are be VBP cord-138021-9khfkyh7 217 10 the the DT cord-138021-9khfkyh7 217 11 fastest fast JJS cord-138021-9khfkyh7 217 12 growing grow VBG cord-138021-9khfkyh7 217 13 job job NN cord-138021-9khfkyh7 217 14 segment segment NN cord-138021-9khfkyh7 217 15 in in IN cord-138021-9khfkyh7 217 16 the the DT cord-138021-9khfkyh7 217 17 United United NNP cord-138021-9khfkyh7 217 18 States States NNP cord-138021-9khfkyh7 217 19 with with IN cord-138021-9khfkyh7 217 20 estimated estimate VBN cord-138021-9khfkyh7 217 21 2,720,000 2,720,000 CD cord-138021-9khfkyh7 217 22 openings opening NNS cord-138021-9khfkyh7 217 23 by by IN cord-138021-9khfkyh7 217 24 the the DT cord-138021-9khfkyh7 217 25 end end NN cord-138021-9khfkyh7 217 26 of of IN cord-138021-9khfkyh7 217 27 2020 2020 CD cord-138021-9khfkyh7 218 1 ( ( -LRB- cord-138021-9khfkyh7 218 2 Miller Miller NNP cord-138021-9khfkyh7 218 3 and and CC cord-138021-9khfkyh7 218 4 Hughes Hughes NNP cord-138021-9khfkyh7 218 5 2017 2017 CD cord-138021-9khfkyh7 218 6 ) ) -RRB- cord-138021-9khfkyh7 218 7 , , , cord-138021-9khfkyh7 218 8 leading lead VBG cord-138021-9khfkyh7 218 9 to to IN cord-138021-9khfkyh7 218 10 a a DT cord-138021-9khfkyh7 218 11 significant significant JJ cord-138021-9khfkyh7 218 12 excess excess JJ cord-138021-9khfkyh7 218 13 demand demand NN cord-138021-9khfkyh7 218 14 for for IN cord-138021-9khfkyh7 218 15 ICT ict NN cord-138021-9khfkyh7 218 16 professionals professional NNS cord-138021-9khfkyh7 218 17 . . . cord-138021-9khfkyh7 219 1 The the DT cord-138021-9khfkyh7 219 2 results result NNS cord-138021-9khfkyh7 219 3 of of IN cord-138021-9khfkyh7 219 4 qualification qualification NN cord-138021-9khfkyh7 219 5 mismatches mismatch NNS cord-138021-9khfkyh7 219 6 are be VBP cord-138021-9khfkyh7 219 7 lower low JJR cord-138021-9khfkyh7 219 8 labour labour NN cord-138021-9khfkyh7 219 9 and and CC cord-138021-9khfkyh7 219 10 economic economic JJ cord-138021-9khfkyh7 219 11 productivity productivity NN cord-138021-9khfkyh7 219 12 ( ( -LRB- cord-138021-9khfkyh7 219 13 McGowan McGowan NNP cord-138021-9khfkyh7 219 14 & & CC cord-138021-9khfkyh7 219 15 Andrews Andrews NNP cord-138021-9khfkyh7 219 16 2015 2015 CD cord-138021-9khfkyh7 219 17 ) ) -RRB- cord-138021-9khfkyh7 219 18 . . . cord-138021-9khfkyh7 220 1 This this DT cord-138021-9khfkyh7 220 2 can can MD cord-138021-9khfkyh7 220 3 be be VB cord-138021-9khfkyh7 220 4 particularly particularly RB cord-138021-9khfkyh7 220 5 harmful harmful JJ cord-138021-9khfkyh7 220 6 for for IN cord-138021-9khfkyh7 220 7 economies economy NNS cord-138021-9khfkyh7 220 8 in in IN cord-138021-9khfkyh7 220 9 regions region NNS cord-138021-9khfkyh7 220 10 with with IN cord-138021-9khfkyh7 220 11 low low JJ cord-138021-9khfkyh7 220 12 levels level NNS cord-138021-9khfkyh7 220 13 of of IN cord-138021-9khfkyh7 220 14 growth growth NN cord-138021-9khfkyh7 220 15 , , , cord-138021-9khfkyh7 220 16 where where WRB cord-138021-9khfkyh7 220 17 expert expert NN cord-138021-9khfkyh7 220 18 labour labour NN cord-138021-9khfkyh7 220 19 in in IN cord-138021-9khfkyh7 220 20 ICT ICT NNP cord-138021-9khfkyh7 220 21 is be VBZ cord-138021-9khfkyh7 220 22 already already RB cord-138021-9khfkyh7 220 23 scarce scarce JJ cord-138021-9khfkyh7 220 24 . . . cord-138021-9khfkyh7 221 1 Often often RB cord-138021-9khfkyh7 221 2 , , , cord-138021-9khfkyh7 221 3 the the DT cord-138021-9khfkyh7 221 4 description description NN cord-138021-9khfkyh7 221 5 of of IN cord-138021-9khfkyh7 221 6 skills skill NNS cord-138021-9khfkyh7 221 7 and and CC cord-138021-9khfkyh7 221 8 responsibilities responsibility NNS cord-138021-9khfkyh7 221 9 of of IN cord-138021-9khfkyh7 221 10 experts expert NNS cord-138021-9khfkyh7 221 11 in in IN cord-138021-9khfkyh7 221 12 domains domain NNS cord-138021-9khfkyh7 221 13 such such JJ cord-138021-9khfkyh7 221 14 as as IN cord-138021-9khfkyh7 221 15 Big Big NNP cord-138021-9khfkyh7 221 16 Data Data NNP cord-138021-9khfkyh7 221 17 or or CC cord-138021-9khfkyh7 221 18 AI AI NNP cord-138021-9khfkyh7 221 19 is be VBZ cord-138021-9khfkyh7 221 20 fuzzy fuzzy JJ cord-138021-9khfkyh7 221 21 and and CC cord-138021-9khfkyh7 221 22 firms firm NNS cord-138021-9khfkyh7 221 23 tend tend VBP cord-138021-9khfkyh7 221 24 to to TO cord-138021-9khfkyh7 221 25 apply apply VB cord-138021-9khfkyh7 221 26 subjective subjective JJ cord-138021-9khfkyh7 221 27 interpretations interpretation NNS cord-138021-9khfkyh7 221 28 . . . cord-138021-9khfkyh7 222 1 As as IN cord-138021-9khfkyh7 222 2 De De NNP cord-138021-9khfkyh7 222 3 Mauro Mauro NNP cord-138021-9khfkyh7 222 4 et et NNP cord-138021-9khfkyh7 222 5 al al NNP cord-138021-9khfkyh7 222 6 . . . cord-138021-9khfkyh7 223 1 ( ( -LRB- cord-138021-9khfkyh7 223 2 2018 2018 CD cord-138021-9khfkyh7 223 3 ) ) -RRB- cord-138021-9khfkyh7 223 4 illustrate illustrate VBP cord-138021-9khfkyh7 223 5 in in IN cord-138021-9khfkyh7 223 6 detail detail NN cord-138021-9khfkyh7 223 7 , , , cord-138021-9khfkyh7 223 8 the the DT cord-138021-9khfkyh7 223 9 emergence emergence NN cord-138021-9khfkyh7 223 10 of of IN cord-138021-9khfkyh7 223 11 the the DT cord-138021-9khfkyh7 223 12 expert expert JJ cord-138021-9khfkyh7 223 13 role role NN cord-138021-9khfkyh7 223 14 of of IN cord-138021-9khfkyh7 223 15 the the DT cord-138021-9khfkyh7 223 16 Data Data NNP cord-138021-9khfkyh7 223 17 Scientist Scientist NNP cord-138021-9khfkyh7 223 18 is be VBZ cord-138021-9khfkyh7 223 19 a a DT cord-138021-9khfkyh7 223 20 typical typical JJ cord-138021-9khfkyh7 223 21 example example NN cord-138021-9khfkyh7 223 22 for for IN cord-138021-9khfkyh7 223 23 a a DT cord-138021-9khfkyh7 223 24 simplistic simplistic JJ cord-138021-9khfkyh7 223 25 job job NN cord-138021-9khfkyh7 223 26 description description NN cord-138021-9khfkyh7 223 27 that that WDT cord-138021-9khfkyh7 223 28 downsizes downsize VBZ cord-138021-9khfkyh7 223 29 the the DT cord-138021-9khfkyh7 223 30 complexity complexity NN cord-138021-9khfkyh7 223 31 and and CC cord-138021-9khfkyh7 223 32 variety variety NN cord-138021-9khfkyh7 223 33 of of IN cord-138021-9khfkyh7 223 34 skills skill NNS cord-138021-9khfkyh7 223 35 required require VBN cord-138021-9khfkyh7 223 36 to to TO cord-138021-9khfkyh7 223 37 retrieve retrieve VB cord-138021-9khfkyh7 223 38 information information NN cord-138021-9khfkyh7 223 39 and and CC cord-138021-9khfkyh7 223 40 transform transform VB cord-138021-9khfkyh7 223 41 it -PRON- PRP cord-138021-9khfkyh7 223 42 into into IN cord-138021-9khfkyh7 223 43 economically economically RB cord-138021-9khfkyh7 223 44 valuable valuable JJ cord-138021-9khfkyh7 223 45 insights insight NNS cord-138021-9khfkyh7 223 46 . . . cord-138021-9khfkyh7 224 1 Research research NN cord-138021-9khfkyh7 224 2 indicates indicate VBZ cord-138021-9khfkyh7 224 3 that that IN cord-138021-9khfkyh7 224 4 there there EX cord-138021-9khfkyh7 224 5 is be VBZ cord-138021-9khfkyh7 224 6 a a DT cord-138021-9khfkyh7 224 7 clear clear JJ cord-138021-9khfkyh7 224 8 gap gap NN cord-138021-9khfkyh7 224 9 regarding regard VBG cord-138021-9khfkyh7 224 10 the the DT cord-138021-9khfkyh7 224 11 formal formal JJ cord-138021-9khfkyh7 224 12 taxonomy taxonomy NN cord-138021-9khfkyh7 224 13 of of IN cord-138021-9khfkyh7 224 14 skills skill NNS cord-138021-9khfkyh7 224 15 and and CC cord-138021-9khfkyh7 224 16 educational educational JJ cord-138021-9khfkyh7 224 17 needs need NNS cord-138021-9khfkyh7 224 18 in in IN cord-138021-9khfkyh7 224 19 new new JJ cord-138021-9khfkyh7 224 20 technology technology NN cord-138021-9khfkyh7 224 21 domains domain NNS cord-138021-9khfkyh7 224 22 like like IN cord-138021-9khfkyh7 224 23 AI AI NNP cord-138021-9khfkyh7 225 1 ( ( -LRB- cord-138021-9khfkyh7 225 2 Miller Miller NNP cord-138021-9khfkyh7 225 3 & & CC cord-138021-9khfkyh7 225 4 Hughes Hughes NNP cord-138021-9khfkyh7 225 5 2017 2017 CD cord-138021-9khfkyh7 225 6 ; ; : cord-138021-9khfkyh7 226 1 Song Song NNP cord-138021-9khfkyh7 226 2 & & CC cord-138021-9khfkyh7 226 3 Zhu Zhu NNP cord-138021-9khfkyh7 226 4 2016 2016 CD cord-138021-9khfkyh7 226 5 ) ) -RRB- cord-138021-9khfkyh7 226 6 . . . cord-138021-9khfkyh7 227 1 The the DT cord-138021-9khfkyh7 227 2 presented present VBN cord-138021-9khfkyh7 227 3 approach approach NN cord-138021-9khfkyh7 227 4 of of IN cord-138021-9khfkyh7 227 5 creating create VBG cord-138021-9khfkyh7 227 6 skill skill NN cord-138021-9khfkyh7 227 7 networks network NNS cord-138021-9khfkyh7 227 8 can can MD cord-138021-9khfkyh7 227 9 help help VB cord-138021-9khfkyh7 227 10 to to TO cord-138021-9khfkyh7 227 11 reveal reveal VB cord-138021-9khfkyh7 227 12 precise precise JJ cord-138021-9khfkyh7 227 13 skill skill NN cord-138021-9khfkyh7 227 14 sets set NNS cord-138021-9khfkyh7 227 15 that that WDT cord-138021-9khfkyh7 227 16 are be VBP cord-138021-9khfkyh7 227 17 related relate VBN cord-138021-9khfkyh7 227 18 to to IN cord-138021-9khfkyh7 227 19 AI AI NNP cord-138021-9khfkyh7 227 20 . . . cord-138021-9khfkyh7 228 1 Figure figure NN cord-138021-9khfkyh7 228 2 6 6 CD cord-138021-9khfkyh7 228 3 shows show VBZ cord-138021-9khfkyh7 228 4 a a DT cord-138021-9khfkyh7 228 5 subset subset NN cord-138021-9khfkyh7 228 6 of of IN cord-138021-9khfkyh7 228 7 nodes node NNS cord-138021-9khfkyh7 228 8 from from IN cord-138021-9khfkyh7 228 9 the the DT cord-138021-9khfkyh7 228 10 skill skill NN cord-138021-9khfkyh7 228 11 network network NN cord-138021-9khfkyh7 228 12 in in IN cord-138021-9khfkyh7 228 13 Figure Figure NNP cord-138021-9khfkyh7 228 14 1 1 CD cord-138021-9khfkyh7 228 15 . . . cord-138021-9khfkyh7 229 1 Here here RB cord-138021-9khfkyh7 229 2 , , , cord-138021-9khfkyh7 229 3 only only RB cord-138021-9khfkyh7 229 4 skills skill NNS cord-138021-9khfkyh7 229 5 from from IN cord-138021-9khfkyh7 229 6 profiles profile NNS cord-138021-9khfkyh7 229 7 are be VBP cord-138021-9khfkyh7 229 8 considered consider VBN cord-138021-9khfkyh7 229 9 that that WDT cord-138021-9khfkyh7 229 10 have have VBP cord-138021-9khfkyh7 229 11 appeared appear VBN cord-138021-9khfkyh7 229 12 under under IN cord-138021-9khfkyh7 229 13 the the DT cord-138021-9khfkyh7 229 14 search search NN cord-138021-9khfkyh7 229 15 term term NN cord-138021-9khfkyh7 229 16 " " `` cord-138021-9khfkyh7 229 17 Artificial Artificial NNP cord-138021-9khfkyh7 229 18 Intelligence Intelligence NNP cord-138021-9khfkyh7 229 19 " " '' cord-138021-9khfkyh7 229 20 . . . cord-138021-9khfkyh7 230 1 Similar similar JJ cord-138021-9khfkyh7 230 2 to to IN cord-138021-9khfkyh7 230 3 Figure figure NN cord-138021-9khfkyh7 230 4 1 1 CD cord-138021-9khfkyh7 230 5 , , , cord-138021-9khfkyh7 230 6 skills skill NNS cord-138021-9khfkyh7 230 7 are be VBP cord-138021-9khfkyh7 230 8 connected connect VBN cord-138021-9khfkyh7 230 9 if if IN cord-138021-9khfkyh7 230 10 jointly jointly RB cord-138021-9khfkyh7 230 11 advertised advertise VBN cord-138021-9khfkyh7 230 12 by by IN cord-138021-9khfkyh7 230 13 the the DT cord-138021-9khfkyh7 230 14 same same JJ cord-138021-9khfkyh7 230 15 worker worker NN cord-138021-9khfkyh7 230 16 . . . cord-138021-9khfkyh7 231 1 Skills skill NNS cord-138021-9khfkyh7 231 2 are be VBP cord-138021-9khfkyh7 231 3 strongly strongly RB cord-138021-9khfkyh7 231 4 clustered cluster VBN cord-138021-9khfkyh7 231 5 around around IN cord-138021-9khfkyh7 231 6 the the DT cord-138021-9khfkyh7 231 7 domains domain NNS cord-138021-9khfkyh7 231 8 of of IN cord-138021-9khfkyh7 231 9 software software NN cord-138021-9khfkyh7 231 10 and and CC cord-138021-9khfkyh7 231 11 technology technology NN cord-138021-9khfkyh7 231 12 and and CC cord-138021-9khfkyh7 231 13 admin admin NN cord-138021-9khfkyh7 231 14 and and CC cord-138021-9khfkyh7 231 15 support support NN cord-138021-9khfkyh7 231 16 . . . cord-138021-9khfkyh7 232 1 In in IN cord-138021-9khfkyh7 232 2 absolute absolute JJ cord-138021-9khfkyh7 232 3 terms term NNS cord-138021-9khfkyh7 232 4 , , , cord-138021-9khfkyh7 232 5 AI AI NNP cord-138021-9khfkyh7 232 6 appears appear VBZ cord-138021-9khfkyh7 232 7 most most RBS cord-138021-9khfkyh7 232 8 frequently frequently RB cord-138021-9khfkyh7 232 9 in in IN cord-138021-9khfkyh7 232 10 the the DT cord-138021-9khfkyh7 232 11 skill skill NN cord-138021-9khfkyh7 232 12 context context NN cord-138021-9khfkyh7 232 13 of of IN cord-138021-9khfkyh7 232 14 software software NN cord-138021-9khfkyh7 232 15 and and CC cord-138021-9khfkyh7 232 16 technology technology NN cord-138021-9khfkyh7 232 17 ; ; : cord-138021-9khfkyh7 232 18 28 28 CD cord-138021-9khfkyh7 232 19 skills skill NNS cord-138021-9khfkyh7 232 20 related relate VBN cord-138021-9khfkyh7 232 21 to to IN cord-138021-9khfkyh7 232 22 AI AI NNP cord-138021-9khfkyh7 232 23 belong belong VBP cord-138021-9khfkyh7 232 24 to to IN cord-138021-9khfkyh7 232 25 this this DT cord-138021-9khfkyh7 232 26 domain domain NN cord-138021-9khfkyh7 232 27 . . . cord-138021-9khfkyh7 233 1 However however RB cord-138021-9khfkyh7 233 2 , , , cord-138021-9khfkyh7 233 3 taken take VBN cord-138021-9khfkyh7 233 4 the the DT cord-138021-9khfkyh7 233 5 size size NN cord-138021-9khfkyh7 233 6 of of IN cord-138021-9khfkyh7 233 7 the the DT cord-138021-9khfkyh7 233 8 different different JJ cord-138021-9khfkyh7 233 9 skill skill NN cord-138021-9khfkyh7 233 10 clusters cluster NNS cord-138021-9khfkyh7 233 11 into into IN cord-138021-9khfkyh7 233 12 account account NN cord-138021-9khfkyh7 233 13 , , , cord-138021-9khfkyh7 233 14 legal legal JJ cord-138021-9khfkyh7 233 15 is be VBZ cord-138021-9khfkyh7 233 16 the the DT cord-138021-9khfkyh7 233 17 skill skill NN cord-138021-9khfkyh7 233 18 domain domain NN cord-138021-9khfkyh7 233 19 most most RBS cord-138021-9khfkyh7 233 20 strongly strongly RB cord-138021-9khfkyh7 233 21 populated populate VBN cord-138021-9khfkyh7 233 22 by by IN cord-138021-9khfkyh7 233 23 AI AI NNP cord-138021-9khfkyh7 233 24 skills skill NNS cord-138021-9khfkyh7 233 25 ; ; : cord-138021-9khfkyh7 233 26 seven seven CD cord-138021-9khfkyh7 233 27 out out IN cord-138021-9khfkyh7 233 28 of of IN cord-138021-9khfkyh7 233 29 46 46 CD cord-138021-9khfkyh7 233 30 legal legal JJ cord-138021-9khfkyh7 233 31 skills skill NNS cord-138021-9khfkyh7 233 32 ( ( -LRB- cord-138021-9khfkyh7 233 33 15.2 15.2 CD cord-138021-9khfkyh7 233 34 % % NN cord-138021-9khfkyh7 233 35 ) ) -RRB- cord-138021-9khfkyh7 233 36 are be VBP cord-138021-9khfkyh7 233 37 connected connect VBN cord-138021-9khfkyh7 233 38 to to IN cord-138021-9khfkyh7 233 39 AI AI NNP cord-138021-9khfkyh7 233 40 . . . cord-138021-9khfkyh7 234 1 Similarly similarly RB cord-138021-9khfkyh7 234 2 to to IN cord-138021-9khfkyh7 234 3 the the DT cord-138021-9khfkyh7 234 4 analysis analysis NN cord-138021-9khfkyh7 234 5 in in IN cord-138021-9khfkyh7 234 6 the the DT cord-138021-9khfkyh7 234 7 previous previous JJ cord-138021-9khfkyh7 234 8 subsection subsection NN cord-138021-9khfkyh7 234 9 , , , cord-138021-9khfkyh7 234 10 for for IN cord-138021-9khfkyh7 234 11 all all DT cord-138021-9khfkyh7 234 12 of of IN cord-138021-9khfkyh7 234 13 the the DT cord-138021-9khfkyh7 234 14 80 80 CD cord-138021-9khfkyh7 234 15 skills skill NNS cord-138021-9khfkyh7 234 16 that that WDT cord-138021-9khfkyh7 234 17 are be VBP cord-138021-9khfkyh7 234 18 related relate VBN cord-138021-9khfkyh7 234 19 to to IN cord-138021-9khfkyh7 234 20 the the DT cord-138021-9khfkyh7 234 21 search search NN cord-138021-9khfkyh7 234 22 term term NN cord-138021-9khfkyh7 234 23 " " `` cord-138021-9khfkyh7 234 24 Artificial Artificial NNP cord-138021-9khfkyh7 234 25 Intelligence Intelligence NNP cord-138021-9khfkyh7 234 26 " " '' cord-138021-9khfkyh7 234 27 wage wage NN cord-138021-9khfkyh7 234 28 coefficients coefficient NNS cord-138021-9khfkyh7 234 29 are be VBP cord-138021-9khfkyh7 234 30 calculated calculate VBN cord-138021-9khfkyh7 234 31 . . . cord-138021-9khfkyh7 235 1 Figure figure NN cord-138021-9khfkyh7 235 2 7 7 CD cord-138021-9khfkyh7 235 3 shows show VBZ cord-138021-9khfkyh7 235 4 all all DT cord-138021-9khfkyh7 235 5 positive positive JJ cord-138021-9khfkyh7 235 6 ( ( -LRB- cord-138021-9khfkyh7 235 7 both both DT cord-138021-9khfkyh7 235 8 significant significant JJ cord-138021-9khfkyh7 235 9 and and CC cord-138021-9khfkyh7 235 10 insignificant insignificant JJ cord-138021-9khfkyh7 235 11 ) ) -RRB- cord-138021-9khfkyh7 235 12 coefficients coefficient NNS cord-138021-9khfkyh7 235 13 . . . cord-138021-9khfkyh7 236 1 In in IN cord-138021-9khfkyh7 236 2 the the DT cord-138021-9khfkyh7 236 3 domain domain NN cord-138021-9khfkyh7 236 4 context context NN cord-138021-9khfkyh7 236 5 of of IN cord-138021-9khfkyh7 236 6 AI AI NNP cord-138021-9khfkyh7 236 7 , , , cord-138021-9khfkyh7 236 8 skills skill NNS cord-138021-9khfkyh7 236 9 in in IN cord-138021-9khfkyh7 236 10 the the DT cord-138021-9khfkyh7 236 11 field field NN cord-138021-9khfkyh7 236 12 sales sale NNS cord-138021-9khfkyh7 236 13 , , , cord-138021-9khfkyh7 236 14 web web NN cord-138021-9khfkyh7 236 15 and and CC cord-138021-9khfkyh7 236 16 software software NN cord-138021-9khfkyh7 236 17 services service NNS cord-138021-9khfkyh7 236 18 , , , cord-138021-9khfkyh7 236 19 as as RB cord-138021-9khfkyh7 236 20 well well RB cord-138021-9khfkyh7 236 21 as as IN cord-138021-9khfkyh7 236 22 , , , cord-138021-9khfkyh7 236 23 learning learn VBG cord-138021-9khfkyh7 236 24 Python Python NNP cord-138021-9khfkyh7 236 25 add add VB cord-138021-9khfkyh7 236 26 to to IN cord-138021-9khfkyh7 236 27 the the DT cord-138021-9khfkyh7 236 28 average average JJ cord-138021-9khfkyh7 236 29 worker worker NN cord-138021-9khfkyh7 236 30 's 's POS cord-138021-9khfkyh7 236 31 asking ask VBG cord-138021-9khfkyh7 236 32 wage wage NN cord-138021-9khfkyh7 236 33 . . . cord-138021-9khfkyh7 237 1 The the DT cord-138021-9khfkyh7 237 2 most most RBS cord-138021-9khfkyh7 237 3 profitable profitable JJ cord-138021-9khfkyh7 237 4 skills skill NNS cord-138021-9khfkyh7 237 5 to to TO cord-138021-9khfkyh7 237 6 learn learn VB cord-138021-9khfkyh7 237 7 in in IN cord-138021-9khfkyh7 237 8 the the DT cord-138021-9khfkyh7 237 9 context context NN cord-138021-9khfkyh7 237 10 of of IN cord-138021-9khfkyh7 237 11 AI AI NNP cord-138021-9khfkyh7 237 12 are be VBP cord-138021-9khfkyh7 237 13 situated situate VBN cord-138021-9khfkyh7 237 14 in in IN cord-138021-9khfkyh7 237 15 the the DT cord-138021-9khfkyh7 237 16 field field NN cord-138021-9khfkyh7 237 17 of of IN cord-138021-9khfkyh7 237 18 ales ale NNS cord-138021-9khfkyh7 237 19 ( ( -LRB- cord-138021-9khfkyh7 237 20 Sales Sales NNPS cord-138021-9khfkyh7 237 21 Letter Letter NNP cord-138021-9khfkyh7 237 22 and and CC cord-138021-9khfkyh7 237 23 Sales Sales NNP cord-138021-9khfkyh7 237 24 Writing Writing NNP cord-138021-9khfkyh7 237 25 ) ) -RRB- cord-138021-9khfkyh7 237 26 . . . cord-138021-9khfkyh7 238 1 Workers worker NNS cord-138021-9khfkyh7 238 2 with with IN cord-138021-9khfkyh7 238 3 one one CD cord-138021-9khfkyh7 238 4 of of IN cord-138021-9khfkyh7 238 5 these these DT cord-138021-9khfkyh7 238 6 skills skill NNS cord-138021-9khfkyh7 238 7 earned earn VBN cord-138021-9khfkyh7 238 8 on on IN cord-138021-9khfkyh7 238 9 average average NN cord-138021-9khfkyh7 238 10 up up IN cord-138021-9khfkyh7 238 11 to to IN cord-138021-9khfkyh7 238 12 eleven eleven CD cord-138021-9khfkyh7 238 13 times time NNS cord-138021-9khfkyh7 238 14 more more JJR cord-138021-9khfkyh7 238 15 than than IN cord-138021-9khfkyh7 238 16 the the DT cord-138021-9khfkyh7 238 17 average average JJ cord-138021-9khfkyh7 238 18 worker worker NN cord-138021-9khfkyh7 238 19 . . . cord-138021-9khfkyh7 239 1 Likewise likewise RB cord-138021-9khfkyh7 239 2 , , , cord-138021-9khfkyh7 239 3 skills skill NNS cord-138021-9khfkyh7 239 4 in in IN cord-138021-9khfkyh7 239 5 Software Software NNP cord-138021-9khfkyh7 239 6 as as IN cord-138021-9khfkyh7 239 7 a a DT cord-138021-9khfkyh7 239 8 Service Service NNP cord-138021-9khfkyh7 239 9 -Saas -Saas NNP cord-138021-9khfkyh7 239 10 ( ( -LRB- cord-138021-9khfkyh7 239 11 six six CD cord-138021-9khfkyh7 239 12 times time NNS cord-138021-9khfkyh7 239 13 ) ) -RRB- cord-138021-9khfkyh7 239 14 or or CC cord-138021-9khfkyh7 239 15 Python Python NNP cord-138021-9khfkyh7 239 16 ( ( -LRB- cord-138021-9khfkyh7 239 17 four four CD cord-138021-9khfkyh7 239 18 times time NNS cord-138021-9khfkyh7 239 19 ) ) -RRB- cord-138021-9khfkyh7 239 20 are be VBP cord-138021-9khfkyh7 239 21 profitable profitable JJ cord-138021-9khfkyh7 239 22 skills skill NNS cord-138021-9khfkyh7 239 23 in in IN cord-138021-9khfkyh7 239 24 the the DT cord-138021-9khfkyh7 239 25 AI AI NNP cord-138021-9khfkyh7 239 26 domain domain NN cord-138021-9khfkyh7 239 27 . . . cord-138021-9khfkyh7 240 1 As as IN cord-138021-9khfkyh7 240 2 technological technological JJ cord-138021-9khfkyh7 240 3 change change NN cord-138021-9khfkyh7 240 4 accelerates accelerate VBZ cord-138021-9khfkyh7 240 5 , , , cord-138021-9khfkyh7 240 6 task task NN cord-138021-9khfkyh7 240 7 automation automation NN cord-138021-9khfkyh7 240 8 shifts shift VBZ cord-138021-9khfkyh7 240 9 occupational occupational JJ cord-138021-9khfkyh7 240 10 skills skill NNS cord-138021-9khfkyh7 240 11 requirements requirement NNS cord-138021-9khfkyh7 240 12 , , , cord-138021-9khfkyh7 240 13 challenging challenge VBG cord-138021-9khfkyh7 240 14 the the DT cord-138021-9khfkyh7 240 15 global global JJ cord-138021-9khfkyh7 240 16 workforce workforce NN cord-138021-9khfkyh7 240 17 to to TO cord-138021-9khfkyh7 240 18 constantly constantly RB cord-138021-9khfkyh7 240 19 reskill reskill VB cord-138021-9khfkyh7 240 20 . . . cord-138021-9khfkyh7 241 1 To to TO cord-138021-9khfkyh7 241 2 avoid avoid VB cord-138021-9khfkyh7 241 3 skill skill NN cord-138021-9khfkyh7 241 4 gaps gap NNS cord-138021-9khfkyh7 241 5 and and CC cord-138021-9khfkyh7 241 6 systematic systematic JJ cord-138021-9khfkyh7 241 7 labour labour NN cord-138021-9khfkyh7 241 8 market market NN cord-138021-9khfkyh7 241 9 mismatches mismatch NNS cord-138021-9khfkyh7 241 10 , , , cord-138021-9khfkyh7 241 11 approaches approach VBZ cord-138021-9khfkyh7 241 12 to to IN cord-138021-9khfkyh7 241 13 reskilling reskilling NN cord-138021-9khfkyh7 241 14 need need VBP cord-138021-9khfkyh7 241 15 to to TO cord-138021-9khfkyh7 241 16 step step VB cord-138021-9khfkyh7 241 17 - - HYPH cord-138021-9khfkyh7 241 18 up up NN cord-138021-9khfkyh7 241 19 , , , cord-138021-9khfkyh7 241 20 as as IN cord-138021-9khfkyh7 241 21 traditional traditional JJ cord-138021-9khfkyh7 241 22 education education NN cord-138021-9khfkyh7 241 23 policies policy NNS cord-138021-9khfkyh7 241 24 are be VBP cord-138021-9khfkyh7 241 25 too too RB cord-138021-9khfkyh7 241 26 slow slow JJ cord-138021-9khfkyh7 241 27 for for IN cord-138021-9khfkyh7 241 28 the the DT cord-138021-9khfkyh7 241 29 fast fast RB cord-138021-9khfkyh7 241 30 - - HYPH cord-138021-9khfkyh7 241 31 changing change VBG cord-138021-9khfkyh7 241 32 pace pace NN cord-138021-9khfkyh7 241 33 of of IN cord-138021-9khfkyh7 241 34 technological technological JJ cord-138021-9khfkyh7 241 35 and and CC cord-138021-9khfkyh7 241 36 social social JJ cord-138021-9khfkyh7 241 37 change change NN cord-138021-9khfkyh7 241 38 . . . cord-138021-9khfkyh7 242 1 In in IN cord-138021-9khfkyh7 242 2 addition addition NN cord-138021-9khfkyh7 242 3 , , , cord-138021-9khfkyh7 242 4 situations situation NNS cord-138021-9khfkyh7 242 5 like like IN cord-138021-9khfkyh7 242 6 the the DT cord-138021-9khfkyh7 242 7 COVID-19 COVID-19 NNP cord-138021-9khfkyh7 242 8 lockdown lockdown NN cord-138021-9khfkyh7 242 9 further further RB cord-138021-9khfkyh7 242 10 accelerate accelerate VB cord-138021-9khfkyh7 242 11 digitalisation digitalisation NN cord-138021-9khfkyh7 242 12 trends trend NNS cord-138021-9khfkyh7 242 13 while while IN cord-138021-9khfkyh7 242 14 limiting limit VBG cord-138021-9khfkyh7 242 15 economic economic JJ cord-138021-9khfkyh7 242 16 resources resource NNS cord-138021-9khfkyh7 242 17 of of IN cord-138021-9khfkyh7 242 18 companies company NNS cord-138021-9khfkyh7 242 19 to to IN cord-138021-9khfkyh7 242 20 up up IN cord-138021-9khfkyh7 242 21 - - HYPH cord-138021-9khfkyh7 242 22 skill skill NN cord-138021-9khfkyh7 242 23 their -PRON- PRP$ cord-138021-9khfkyh7 242 24 employees employee NNS cord-138021-9khfkyh7 242 25 and and CC cord-138021-9khfkyh7 242 26 constraining constrain VBG cord-138021-9khfkyh7 242 27 workers worker NNS cord-138021-9khfkyh7 242 28 to to TO cord-138021-9khfkyh7 242 29 learn learn VB cord-138021-9khfkyh7 242 30 remotely remotely RB cord-138021-9khfkyh7 242 31 from from IN cord-138021-9khfkyh7 242 32 home home NN cord-138021-9khfkyh7 242 33 . . . cord-138021-9khfkyh7 243 1 In in IN cord-138021-9khfkyh7 243 2 light light NN cord-138021-9khfkyh7 243 3 of of IN cord-138021-9khfkyh7 243 4 this this DT cord-138021-9khfkyh7 243 5 grand grand JJ cord-138021-9khfkyh7 243 6 challenge challenge NN cord-138021-9khfkyh7 243 7 , , , cord-138021-9khfkyh7 243 8 this this DT cord-138021-9khfkyh7 243 9 work work NN cord-138021-9khfkyh7 243 10 explores explore VBZ cord-138021-9khfkyh7 243 11 the the DT cord-138021-9khfkyh7 243 12 foundations foundation NNS cord-138021-9khfkyh7 243 13 of of IN cord-138021-9khfkyh7 243 14 new new JJ cord-138021-9khfkyh7 243 15 modes mode NNS cord-138021-9khfkyh7 243 16 of of IN cord-138021-9khfkyh7 243 17 re re JJ cord-138021-9khfkyh7 243 18 - - JJ cord-138021-9khfkyh7 243 19 skilling skilling NN cord-138021-9khfkyh7 243 20 via via IN cord-138021-9khfkyh7 243 21 sketching sketch VBG cord-138021-9khfkyh7 243 22 cross cross JJ cord-138021-9khfkyh7 243 23 - - JJ cord-138021-9khfkyh7 243 24 skilling skilling JJ cord-138021-9khfkyh7 243 25 pathways pathway NNS cord-138021-9khfkyh7 243 26 based base VBN cord-138021-9khfkyh7 243 27 on on IN cord-138021-9khfkyh7 243 28 online online JJ cord-138021-9khfkyh7 243 29 labour labour NN cord-138021-9khfkyh7 243 30 market market NN cord-138021-9khfkyh7 243 31 data datum NNS cord-138021-9khfkyh7 243 32 . . . cord-138021-9khfkyh7 244 1 Online online JJ cord-138021-9khfkyh7 244 2 labour labour NN cord-138021-9khfkyh7 244 3 markets market NNS cord-138021-9khfkyh7 244 4 have have VBP cord-138021-9khfkyh7 244 5 become become VBN cord-138021-9khfkyh7 244 6 early early JJ cord-138021-9khfkyh7 244 7 laboratories laboratory NNS cord-138021-9khfkyh7 244 8 for for IN cord-138021-9khfkyh7 244 9 the the DT cord-138021-9khfkyh7 244 10 de de NN cord-138021-9khfkyh7 244 11 - - NN cord-138021-9khfkyh7 244 12 and and CC cord-138021-9khfkyh7 244 13 rebundling rebundling NN cord-138021-9khfkyh7 244 14 of of IN cord-138021-9khfkyh7 244 15 skills skill NNS cord-138021-9khfkyh7 244 16 from from IN cord-138021-9khfkyh7 244 17 previously previously RB cord-138021-9khfkyh7 244 18 unrelated unrelated JJ cord-138021-9khfkyh7 244 19 domains domain NNS cord-138021-9khfkyh7 244 20 . . . cord-138021-9khfkyh7 245 1 The the DT cord-138021-9khfkyh7 245 2 statistical statistical JJ cord-138021-9khfkyh7 245 3 analysis analysis NN cord-138021-9khfkyh7 245 4 of of IN cord-138021-9khfkyh7 245 5 diverse diverse JJ cord-138021-9khfkyh7 245 6 skill skill NN cord-138021-9khfkyh7 245 7 portfolios portfolio NNS cord-138021-9khfkyh7 245 8 and and CC cord-138021-9khfkyh7 245 9 wages wage NNS cord-138021-9khfkyh7 245 10 of of IN cord-138021-9khfkyh7 245 11 online online JJ cord-138021-9khfkyh7 245 12 workers worker NNS cord-138021-9khfkyh7 245 13 allows allow VBZ cord-138021-9khfkyh7 245 14 an an DT cord-138021-9khfkyh7 245 15 evaluation evaluation NN cord-138021-9khfkyh7 245 16 of of IN cord-138021-9khfkyh7 245 17 the the DT cord-138021-9khfkyh7 245 18 economic economic JJ cord-138021-9khfkyh7 245 19 benefit benefit NN cord-138021-9khfkyh7 245 20 of of IN cord-138021-9khfkyh7 245 21 learning learn VBG cord-138021-9khfkyh7 245 22 a a DT cord-138021-9khfkyh7 245 23 new new JJ cord-138021-9khfkyh7 245 24 skill skill NN cord-138021-9khfkyh7 245 25 . . . cord-138021-9khfkyh7 246 1 Furthermore furthermore RB cord-138021-9khfkyh7 246 2 , , , cord-138021-9khfkyh7 246 3 the the DT cord-138021-9khfkyh7 246 4 endogenous endogenous JJ cord-138021-9khfkyh7 246 5 categorisation categorisation NN cord-138021-9khfkyh7 246 6 of of IN cord-138021-9khfkyh7 246 7 skills skill NNS cord-138021-9khfkyh7 246 8 via via IN cord-138021-9khfkyh7 246 9 skill skill NN cord-138021-9khfkyh7 246 10 networks network NNS cord-138021-9khfkyh7 246 11 gives give VBZ cord-138021-9khfkyh7 246 12 us -PRON- PRP cord-138021-9khfkyh7 246 13 insights insight NNS cord-138021-9khfkyh7 246 14 into into IN cord-138021-9khfkyh7 246 15 the the DT cord-138021-9khfkyh7 246 16 value value NN cord-138021-9khfkyh7 246 17 of of IN cord-138021-9khfkyh7 246 18 learning learn VBG cord-138021-9khfkyh7 246 19 a a DT cord-138021-9khfkyh7 246 20 new new JJ cord-138021-9khfkyh7 246 21 skill skill NN cord-138021-9khfkyh7 246 22 depending depend VBG cord-138021-9khfkyh7 246 23 on on IN cord-138021-9khfkyh7 246 24 the the DT cord-138021-9khfkyh7 246 25 already already RB cord-138021-9khfkyh7 246 26 existing exist VBG cord-138021-9khfkyh7 246 27 skill skill NN cord-138021-9khfkyh7 246 28 portfolio portfolio NN cord-138021-9khfkyh7 246 29 of of IN cord-138021-9khfkyh7 246 30 each each DT cord-138021-9khfkyh7 246 31 worker worker NN cord-138021-9khfkyh7 246 32 . . . cord-138021-9khfkyh7 247 1 We -PRON- PRP cord-138021-9khfkyh7 247 2 see see VBP cord-138021-9khfkyh7 247 3 that that IN cord-138021-9khfkyh7 247 4 some some DT cord-138021-9khfkyh7 247 5 skills skill NNS cord-138021-9khfkyh7 247 6 are be VBP cord-138021-9khfkyh7 247 7 , , , cord-138021-9khfkyh7 247 8 in in IN cord-138021-9khfkyh7 247 9 terms term NNS cord-138021-9khfkyh7 247 10 of of IN cord-138021-9khfkyh7 247 11 additional additional JJ cord-138021-9khfkyh7 247 12 wage wage NN cord-138021-9khfkyh7 247 13 , , , cord-138021-9khfkyh7 247 14 more more RBR cord-138021-9khfkyh7 247 15 valuable valuable JJ cord-138021-9khfkyh7 247 16 than than IN cord-138021-9khfkyh7 247 17 others other NNS cord-138021-9khfkyh7 247 18 . . . cord-138021-9khfkyh7 248 1 On on IN cord-138021-9khfkyh7 248 2 average average JJ cord-138021-9khfkyh7 248 3 , , , cord-138021-9khfkyh7 248 4 performing perform VBG cord-138021-9khfkyh7 248 5 Voice Voice NNP cord-138021-9khfkyh7 248 6 Overs Overs NNP cord-138021-9khfkyh7 248 7 tribles trible VBZ cord-138021-9khfkyh7 248 8 worker worker NN cord-138021-9khfkyh7 248 9 's 's POS cord-138021-9khfkyh7 248 10 wages wage NNS cord-138021-9khfkyh7 248 11 , , , cord-138021-9khfkyh7 248 12 while while IN cord-138021-9khfkyh7 248 13 knowing know VBG cord-138021-9khfkyh7 248 14 how how WRB cord-138021-9khfkyh7 248 15 to to TO cord-138021-9khfkyh7 248 16 program program VB cord-138021-9khfkyh7 248 17 in in IN cord-138021-9khfkyh7 248 18 Python Python NNP cord-138021-9khfkyh7 248 19 enhances enhance VBZ cord-138021-9khfkyh7 248 20 wages wage NNS cord-138021-9khfkyh7 248 21 by by IN cord-138021-9khfkyh7 248 22 120 120 CD cord-138021-9khfkyh7 248 23 % % NN cord-138021-9khfkyh7 248 24 . . . cord-138021-9khfkyh7 249 1 These these DT cord-138021-9khfkyh7 249 2 figures figure NNS cord-138021-9khfkyh7 249 3 are be VBP cord-138021-9khfkyh7 249 4 independent independent JJ cord-138021-9khfkyh7 249 5 of of IN cord-138021-9khfkyh7 249 6 a a DT cord-138021-9khfkyh7 249 7 worker worker NN cord-138021-9khfkyh7 249 8 's 's POS cord-138021-9khfkyh7 249 9 previous previous JJ cord-138021-9khfkyh7 249 10 earnings earning NNS cord-138021-9khfkyh7 249 11 and and CC cord-138021-9khfkyh7 249 12 location location NN cord-138021-9khfkyh7 249 13 , , , cord-138021-9khfkyh7 249 14 which which WDT cord-138021-9khfkyh7 249 15 likewise likewise RB cord-138021-9khfkyh7 249 16 influence influence VBP cord-138021-9khfkyh7 249 17 asking ask VBG cord-138021-9khfkyh7 249 18 wages wage NNS cord-138021-9khfkyh7 249 19 . . . cord-138021-9khfkyh7 250 1 In in IN cord-138021-9khfkyh7 250 2 addition addition NN cord-138021-9khfkyh7 250 3 to to IN cord-138021-9khfkyh7 250 4 the the DT cord-138021-9khfkyh7 250 5 economic economic JJ cord-138021-9khfkyh7 250 6 evaluation evaluation NN cord-138021-9khfkyh7 250 7 of of IN cord-138021-9khfkyh7 250 8 individual individual JJ cord-138021-9khfkyh7 250 9 skills skill NNS cord-138021-9khfkyh7 250 10 , , , cord-138021-9khfkyh7 250 11 this this DT cord-138021-9khfkyh7 250 12 work work NN cord-138021-9khfkyh7 250 13 assesses assess VBZ cord-138021-9khfkyh7 250 14 the the DT cord-138021-9khfkyh7 250 15 added add VBN cord-138021-9khfkyh7 250 16 economic economic JJ cord-138021-9khfkyh7 250 17 value value NN cord-138021-9khfkyh7 250 18 of of IN cord-138021-9khfkyh7 250 19 learning learn VBG cord-138021-9khfkyh7 250 20 a a DT cord-138021-9khfkyh7 250 21 new new JJ cord-138021-9khfkyh7 250 22 skill skill NN cord-138021-9khfkyh7 250 23 in in IN cord-138021-9khfkyh7 250 24 addition addition NN cord-138021-9khfkyh7 250 25 to to IN cord-138021-9khfkyh7 250 26 a a DT cord-138021-9khfkyh7 250 27 defined define VBN cord-138021-9khfkyh7 250 28 skill skill NN cord-138021-9khfkyh7 250 29 portfolio portfolio NN cord-138021-9khfkyh7 250 30 , , , cord-138021-9khfkyh7 250 31 i.e. i.e. FW cord-138021-9khfkyh7 250 32 , , , cord-138021-9khfkyh7 250 33 cross cross NN cord-138021-9khfkyh7 250 34 - - JJ cord-138021-9khfkyh7 250 35 skilling skilling JJ cord-138021-9khfkyh7 250 36 . . . cord-138021-9khfkyh7 251 1 The the DT cord-138021-9khfkyh7 251 2 conditioning conditioning NN cord-138021-9khfkyh7 251 3 on on IN cord-138021-9khfkyh7 251 4 skill skill NN cord-138021-9khfkyh7 251 5 domains domain NNS cord-138021-9khfkyh7 251 6 is be VBZ cord-138021-9khfkyh7 251 7 a a DT cord-138021-9khfkyh7 251 8 relevant relevant JJ cord-138021-9khfkyh7 251 9 perspective perspective NN cord-138021-9khfkyh7 251 10 , , , cord-138021-9khfkyh7 251 11 as as IN cord-138021-9khfkyh7 251 12 individual individual JJ cord-138021-9khfkyh7 251 13 examples example NNS cord-138021-9khfkyh7 251 14 show show VBP cord-138021-9khfkyh7 251 15 . . . cord-138021-9khfkyh7 252 1 Compared compare VBN cord-138021-9khfkyh7 252 2 to to IN cord-138021-9khfkyh7 252 3 the the DT cord-138021-9khfkyh7 252 4 average average JJ cord-138021-9khfkyh7 252 5 worker worker NN cord-138021-9khfkyh7 252 6 , , , cord-138021-9khfkyh7 252 7 Copywriting copywriting NN cord-138021-9khfkyh7 252 8 skills skill NNS cord-138021-9khfkyh7 252 9 are be VBP cord-138021-9khfkyh7 252 10 , , , cord-138021-9khfkyh7 252 11 in in IN cord-138021-9khfkyh7 252 12 terms term NNS cord-138021-9khfkyh7 252 13 of of IN cord-138021-9khfkyh7 252 14 added add VBN cord-138021-9khfkyh7 252 15 wage wage NN cord-138021-9khfkyh7 252 16 , , , cord-138021-9khfkyh7 252 17 about about RB cord-138021-9khfkyh7 252 18 ten ten CD cord-138021-9khfkyh7 252 19 times time NNS cord-138021-9khfkyh7 252 20 as as RB cord-138021-9khfkyh7 252 21 valuable valuable JJ cord-138021-9khfkyh7 252 22 when when WRB cord-138021-9khfkyh7 252 23 added add VBN cord-138021-9khfkyh7 252 24 to to IN cord-138021-9khfkyh7 252 25 a a DT cord-138021-9khfkyh7 252 26 skill skill NN cord-138021-9khfkyh7 252 27 bundle bundle NN cord-138021-9khfkyh7 252 28 in in IN cord-138021-9khfkyh7 252 29 3D 3D NNP cord-138021-9khfkyh7 252 30 Design Design NNP cord-138021-9khfkyh7 252 31 . . . cord-138021-9khfkyh7 253 1 Sketching sketch VBG cord-138021-9khfkyh7 253 2 personalised personalised JJ cord-138021-9khfkyh7 253 3 cross cross JJ cord-138021-9khfkyh7 253 4 - - JJ cord-138021-9khfkyh7 253 5 skilling skilling JJ cord-138021-9khfkyh7 253 6 trajectories trajectory NNS cord-138021-9khfkyh7 253 7 is be VBZ cord-138021-9khfkyh7 253 8 mandatory mandatory JJ cord-138021-9khfkyh7 253 9 for for IN cord-138021-9khfkyh7 253 10 future future JJ cord-138021-9khfkyh7 253 11 educational educational JJ cord-138021-9khfkyh7 253 12 formats format NNS cord-138021-9khfkyh7 253 13 , , , cord-138021-9khfkyh7 253 14 as as IN cord-138021-9khfkyh7 253 15 skill skill NN cord-138021-9khfkyh7 253 16 portfolios portfolio NNS cord-138021-9khfkyh7 253 17 become become VBP cord-138021-9khfkyh7 253 18 more more RBR cord-138021-9khfkyh7 253 19 fragmented fragmented JJ cord-138021-9khfkyh7 253 20 and and CC cord-138021-9khfkyh7 253 21 re re JJ cord-138021-9khfkyh7 253 22 - - JJ cord-138021-9khfkyh7 253 23 skilling skilling JJ cord-138021-9khfkyh7 253 24 opportunities opportunity NNS cord-138021-9khfkyh7 253 25 more more RBR cord-138021-9khfkyh7 253 26 granular granular JJ cord-138021-9khfkyh7 253 27 . . . cord-138021-9khfkyh7 254 1 This this DT cord-138021-9khfkyh7 254 2 work work NN cord-138021-9khfkyh7 254 3 is be VBZ cord-138021-9khfkyh7 254 4 a a DT cord-138021-9khfkyh7 254 5 first first JJ cord-138021-9khfkyh7 254 6 exploration exploration NN cord-138021-9khfkyh7 254 7 of of IN cord-138021-9khfkyh7 254 8 a a DT cord-138021-9khfkyh7 254 9 quantitative quantitative JJ cord-138021-9khfkyh7 254 10 and and CC cord-138021-9khfkyh7 254 11 market market NN cord-138021-9khfkyh7 254 12 data datum NNS cord-138021-9khfkyh7 254 13 based base VBN cord-138021-9khfkyh7 254 14 assessment assessment NN cord-138021-9khfkyh7 254 15 of of IN cord-138021-9khfkyh7 254 16 cross cross JJ cord-138021-9khfkyh7 254 17 - - JJ cord-138021-9khfkyh7 254 18 skilling skilling JJ cord-138021-9khfkyh7 254 19 . . . cord-138021-9khfkyh7 255 1 It -PRON- PRP cord-138021-9khfkyh7 255 2 comes come VBZ cord-138021-9khfkyh7 255 3 with with IN cord-138021-9khfkyh7 255 4 limitations limitation NNS cord-138021-9khfkyh7 255 5 and and CC cord-138021-9khfkyh7 255 6 opens open VBZ cord-138021-9khfkyh7 255 7 space space NN cord-138021-9khfkyh7 255 8 for for IN cord-138021-9khfkyh7 255 9 future future JJ cord-138021-9khfkyh7 255 10 investigations investigation NNS cord-138021-9khfkyh7 255 11 . . . cord-138021-9khfkyh7 256 1 The the DT cord-138021-9khfkyh7 256 2 strong strong JJ cord-138021-9khfkyh7 256 3 point point NN cord-138021-9khfkyh7 256 4 of of IN cord-138021-9khfkyh7 256 5 this this DT cord-138021-9khfkyh7 256 6 work work NN cord-138021-9khfkyh7 256 7 is be VBZ cord-138021-9khfkyh7 256 8 the the DT cord-138021-9khfkyh7 256 9 potential potential NN cord-138021-9khfkyh7 256 10 for for IN cord-138021-9khfkyh7 256 11 individual individual JJ cord-138021-9khfkyh7 256 12 recommendation recommendation NN cord-138021-9khfkyh7 256 13 based base VBN cord-138021-9khfkyh7 256 14 on on IN cord-138021-9khfkyh7 256 15 existing exist VBG cord-138021-9khfkyh7 256 16 skill skill NN cord-138021-9khfkyh7 256 17 bundles bundle NNS cord-138021-9khfkyh7 256 18 . . . cord-138021-9khfkyh7 257 1 Ideally ideally RB cord-138021-9khfkyh7 257 2 , , , cord-138021-9khfkyh7 257 3 researchers researcher NNS cord-138021-9khfkyh7 257 4 and and CC cord-138021-9khfkyh7 257 5 policy policy NN cord-138021-9khfkyh7 257 6 makers maker NNS cord-138021-9khfkyh7 257 7 could could MD cord-138021-9khfkyh7 257 8 use use VB cord-138021-9khfkyh7 257 9 this this DT cord-138021-9khfkyh7 257 10 blueprint blueprint NN cord-138021-9khfkyh7 257 11 to to TO cord-138021-9khfkyh7 257 12 develop develop VB cord-138021-9khfkyh7 257 13 new new JJ cord-138021-9khfkyh7 257 14 tools tool NNS cord-138021-9khfkyh7 257 15 for for IN cord-138021-9khfkyh7 257 16 a a DT cord-138021-9khfkyh7 257 17 granular granular JJ cord-138021-9khfkyh7 257 18 and and CC cord-138021-9khfkyh7 257 19 near near IN cord-138021-9khfkyh7 257 20 real real JJ cord-138021-9khfkyh7 257 21 - - HYPH cord-138021-9khfkyh7 257 22 time time NN cord-138021-9khfkyh7 257 23 assessment assessment NN cord-138021-9khfkyh7 257 24 of of IN cord-138021-9khfkyh7 257 25 individual individual JJ cord-138021-9khfkyh7 257 26 development development NN cord-138021-9khfkyh7 257 27 potentials potential NNS cord-138021-9khfkyh7 257 28 , , , cord-138021-9khfkyh7 257 29 recommending recommend VBG cord-138021-9khfkyh7 257 30 which which WDT cord-138021-9khfkyh7 257 31 skill skill NN cord-138021-9khfkyh7 257 32 to to TO cord-138021-9khfkyh7 257 33 learn learn VB cord-138021-9khfkyh7 257 34 next next RB cord-138021-9khfkyh7 257 35 11 11 CD cord-138021-9khfkyh7 257 36 . . . cord-138021-9khfkyh7 258 1 As as IN cord-138021-9khfkyh7 258 2 an an DT cord-138021-9khfkyh7 258 3 improvement improvement NN cord-138021-9khfkyh7 258 4 of of IN cord-138021-9khfkyh7 258 5 this this DT cord-138021-9khfkyh7 258 6 method method NN cord-138021-9khfkyh7 258 7 , , , cord-138021-9khfkyh7 258 8 the the DT cord-138021-9khfkyh7 258 9 presented present VBN cord-138021-9khfkyh7 258 10 findings finding NNS cord-138021-9khfkyh7 258 11 should should MD cord-138021-9khfkyh7 258 12 be be VB cord-138021-9khfkyh7 258 13 enriched enrich VBN cord-138021-9khfkyh7 258 14 with with IN cord-138021-9khfkyh7 258 15 on on IN cord-138021-9khfkyh7 258 16 - - HYPH cord-138021-9khfkyh7 258 17 site site NN cord-138021-9khfkyh7 258 18 labour labour NN cord-138021-9khfkyh7 258 19 market market NN cord-138021-9khfkyh7 258 20 wages wage NNS cord-138021-9khfkyh7 258 21 from from IN cord-138021-9khfkyh7 258 22 a a DT cord-138021-9khfkyh7 258 23 broader broad JJR cord-138021-9khfkyh7 258 24 set set NN cord-138021-9khfkyh7 258 25 of of IN cord-138021-9khfkyh7 258 26 occupations occupation NNS cord-138021-9khfkyh7 258 27 . . . cord-138021-9khfkyh7 259 1 Likewise likewise RB cord-138021-9khfkyh7 259 2 , , , cord-138021-9khfkyh7 259 3 a a DT cord-138021-9khfkyh7 259 4 monitoring monitoring NN cord-138021-9khfkyh7 259 5 of of IN cord-138021-9khfkyh7 259 6 cross cross JJ cord-138021-9khfkyh7 259 7 - - JJ cord-138021-9khfkyh7 259 8 skilling skilling JJ cord-138021-9khfkyh7 259 9 trajectories trajectory NNS cord-138021-9khfkyh7 259 10 over over IN cord-138021-9khfkyh7 259 11 time time NN cord-138021-9khfkyh7 259 12 could could MD cord-138021-9khfkyh7 259 13 enable enable VB cord-138021-9khfkyh7 259 14 more more RBR cord-138021-9khfkyh7 259 15 nuanced nuanced JJ cord-138021-9khfkyh7 259 16 and and CC cord-138021-9khfkyh7 259 17 far far RB cord-138021-9khfkyh7 259 18 - - HYPH cord-138021-9khfkyh7 259 19 sighted sight VBN cord-138021-9khfkyh7 259 20 statements statement NNS cord-138021-9khfkyh7 259 21 about about IN cord-138021-9khfkyh7 259 22 the the DT cord-138021-9khfkyh7 259 23 emergence emergence NN cord-138021-9khfkyh7 259 24 of of IN cord-138021-9khfkyh7 259 25 new new JJ cord-138021-9khfkyh7 259 26 skills skill NNS cord-138021-9khfkyh7 259 27 and and CC cord-138021-9khfkyh7 259 28 the the DT cord-138021-9khfkyh7 259 29 future future NN cord-138021-9khfkyh7 259 30 of of IN cord-138021-9khfkyh7 259 31 learning learn VBG cord-138021-9khfkyh7 259 32 something something NN cord-138021-9khfkyh7 259 33 new new JJ cord-138021-9khfkyh7 259 34 . . . cord-138021-9khfkyh7 259 35 _SP cord-138021-9khfkyh7 260 1 Skills skill NNS cord-138021-9khfkyh7 260 2 , , , cord-138021-9khfkyh7 260 3 tasks task NNS cord-138021-9khfkyh7 260 4 and and CC cord-138021-9khfkyh7 260 5 technologies technology NNS cord-138021-9khfkyh7 260 6 : : : cord-138021-9khfkyh7 260 7 Implications implication NNS cord-138021-9khfkyh7 260 8 for for IN cord-138021-9khfkyh7 260 9 employment employment NN cord-138021-9khfkyh7 260 10 and and CC cord-138021-9khfkyh7 260 11 earnings earning NNS cord-138021-9khfkyh7 260 12 Skill skill NN cord-138021-9khfkyh7 260 13 - - HYPH cord-138021-9khfkyh7 260 14 mix mix NN cord-138021-9khfkyh7 260 15 changes change NNS cord-138021-9khfkyh7 260 16 and and CC cord-138021-9khfkyh7 260 17 work work NN cord-138021-9khfkyh7 260 18 intensification intensification NN cord-138021-9khfkyh7 260 19 in in IN cord-138021-9khfkyh7 260 20 nursing nursing NN cord-138021-9khfkyh7 261 1 Do do VBP cord-138021-9khfkyh7 261 2 you -PRON- PRP cord-138021-9khfkyh7 261 3 see see VB cord-138021-9khfkyh7 261 4 what what WP cord-138021-9khfkyh7 261 5 I -PRON- PRP cord-138021-9khfkyh7 261 6 see see VBP cord-138021-9khfkyh7 261 7 ? ? . cord-138021-9khfkyh7 262 1 The the DT cord-138021-9khfkyh7 262 2 effect effect NN cord-138021-9khfkyh7 262 3 of of IN cord-138021-9khfkyh7 262 4 members member NNS cord-138021-9khfkyh7 262 5 ' ' POS cord-138021-9khfkyh7 262 6 cognitive cognitive JJ cord-138021-9khfkyh7 262 7 styles style NNS cord-138021-9khfkyh7 262 8 on on IN cord-138021-9khfkyh7 262 9 team team NN cord-138021-9khfkyh7 262 10 processes process NNS cord-138021-9khfkyh7 262 11 and and CC cord-138021-9khfkyh7 262 12 errors error NNS cord-138021-9khfkyh7 262 13 in in IN cord-138021-9khfkyh7 262 14 task task NN cord-138021-9khfkyh7 262 15 execution execution NN cord-138021-9khfkyh7 262 16 Grade grade NN cord-138021-9khfkyh7 262 17 Level level NN cord-138021-9khfkyh7 262 18 : : : cord-138021-9khfkyh7 263 1 Tracking track VBG cord-138021-9khfkyh7 263 2 Online Online NNP cord-138021-9khfkyh7 263 3 Education Education NNP cord-138021-9khfkyh7 263 4 in in IN cord-138021-9khfkyh7 263 5 the the DT cord-138021-9khfkyh7 263 6 United United NNP cord-138021-9khfkyh7 263 7 States States NNP cord-138021-9khfkyh7 264 1 The the DT cord-138021-9khfkyh7 264 2 cognitive cognitive JJ cord-138021-9khfkyh7 264 3 style style NN cord-138021-9khfkyh7 264 4 index index NN cord-138021-9khfkyh7 264 5 : : : cord-138021-9khfkyh7 264 6 A a DT cord-138021-9khfkyh7 264 7 measure measure NN cord-138021-9khfkyh7 264 8 of of IN cord-138021-9khfkyh7 264 9 intuition intuition NN cord-138021-9khfkyh7 264 10 - - HYPH cord-138021-9khfkyh7 264 11 analysis analysis NN cord-138021-9khfkyh7 264 12 for for IN cord-138021-9khfkyh7 264 13 organizational organizational JJ cord-138021-9khfkyh7 264 14 research research NN cord-138021-9khfkyh7 264 15 Multiple multiple JJ cord-138021-9khfkyh7 264 16 skills skill NNS cord-138021-9khfkyh7 264 17 , , , cord-138021-9khfkyh7 264 18 multiple multiple JJ cord-138021-9khfkyh7 264 19 types type NNS cord-138021-9khfkyh7 264 20 of of IN cord-138021-9khfkyh7 264 21 education education NN cord-138021-9khfkyh7 264 22 , , , cord-138021-9khfkyh7 264 23 and and CC cord-138021-9khfkyh7 264 24 the the DT cord-138021-9khfkyh7 264 25 labor labor NN cord-138021-9khfkyh7 264 26 market market NN cord-138021-9khfkyh7 264 27 : : : cord-138021-9khfkyh7 264 28 A a DT cord-138021-9khfkyh7 264 29 research research NN cord-138021-9khfkyh7 264 30 agenda agenda NN cord-138021-9khfkyh7 264 31 Skill skill NN cord-138021-9khfkyh7 264 32 networks network NNS cord-138021-9khfkyh7 264 33 and and CC cord-138021-9khfkyh7 264 34 measures measure NNS cord-138021-9khfkyh7 264 35 of of IN cord-138021-9khfkyh7 264 36 complex complex JJ cord-138021-9khfkyh7 264 37 human human JJ cord-138021-9khfkyh7 264 38 capital capital NN cord-138021-9khfkyh7 265 1 Why why WRB cord-138021-9khfkyh7 265 2 are be VBP cord-138021-9khfkyh7 265 3 there there EX cord-138021-9khfkyh7 265 4 still still RB cord-138021-9khfkyh7 265 5 so so RB cord-138021-9khfkyh7 265 6 many many JJ cord-138021-9khfkyh7 265 7 jobs job NNS cord-138021-9khfkyh7 265 8 ? ? . cord-138021-9khfkyh7 266 1 The the DT cord-138021-9khfkyh7 266 2 history history NN cord-138021-9khfkyh7 266 3 and and CC cord-138021-9khfkyh7 266 4 future future NN cord-138021-9khfkyh7 266 5 of of IN cord-138021-9khfkyh7 266 6 workplace workplace NN cord-138021-9khfkyh7 266 7 automation automation NN cord-138021-9khfkyh7 266 8 Putting put VBG cord-138021-9khfkyh7 266 9 tasks task NNS cord-138021-9khfkyh7 266 10 to to IN cord-138021-9khfkyh7 266 11 the the DT cord-138021-9khfkyh7 266 12 test test NN cord-138021-9khfkyh7 266 13 : : : cord-138021-9khfkyh7 266 14 Human human JJ cord-138021-9khfkyh7 266 15 capital capital NN cord-138021-9khfkyh7 266 16 , , , cord-138021-9khfkyh7 266 17 job job NN cord-138021-9khfkyh7 266 18 tasks task NNS cord-138021-9khfkyh7 266 19 , , , cord-138021-9khfkyh7 266 20 and and CC cord-138021-9khfkyh7 266 21 wages wage NNS cord-138021-9khfkyh7 267 1 What what WP cord-138021-9khfkyh7 267 2 's be VBZ cord-138021-9khfkyh7 267 3 right right JJ cord-138021-9khfkyh7 267 4 and and CC cord-138021-9khfkyh7 267 5 what what WP cord-138021-9khfkyh7 267 6 's be VBZ cord-138021-9khfkyh7 267 7 wrong wrong JJ cord-138021-9khfkyh7 267 8 about about IN cord-138021-9khfkyh7 267 9 Coursera Coursera NNP cord-138021-9khfkyh7 267 10 - - HYPH cord-138021-9khfkyh7 267 11 style style NN cord-138021-9khfkyh7 267 12 MOOCs mooc NNS cord-138021-9khfkyh7 268 1 The the DT cord-138021-9khfkyh7 268 2 economics economic NNS cord-138021-9khfkyh7 268 3 and and CC cord-138021-9khfkyh7 268 4 psychology psychology NN cord-138021-9khfkyh7 268 5 of of IN cord-138021-9khfkyh7 268 6 personality personality NN cord-138021-9khfkyh7 268 7 traits trait VBZ cord-138021-9khfkyh7 268 8 The the DT cord-138021-9khfkyh7 268 9 determinants determinant NNS cord-138021-9khfkyh7 268 10 of of IN cord-138021-9khfkyh7 268 11 earnings earning NNS cord-138021-9khfkyh7 268 12 : : : cord-138021-9khfkyh7 268 13 A a DT cord-138021-9khfkyh7 268 14 behavioral behavioral JJ cord-138021-9khfkyh7 268 15 approach approach NN cord-138021-9khfkyh7 269 1 The the DT cord-138021-9khfkyh7 269 2 second second JJ cord-138021-9khfkyh7 269 3 machine machine NN cord-138021-9khfkyh7 269 4 age age NN cord-138021-9khfkyh7 269 5 : : : cord-138021-9khfkyh7 269 6 Work work VB cord-138021-9khfkyh7 269 7 , , , cord-138021-9khfkyh7 269 8 progress progress NN cord-138021-9khfkyh7 269 9 , , , cord-138021-9khfkyh7 269 10 and and CC cord-138021-9khfkyh7 269 11 prosperity prosperity NN cord-138021-9khfkyh7 269 12 in in IN cord-138021-9khfkyh7 269 13 a a DT cord-138021-9khfkyh7 269 14 time time NN cord-138021-9khfkyh7 269 15 of of IN cord-138021-9khfkyh7 269 16 brilliant brilliant JJ cord-138021-9khfkyh7 269 17 technologies technology NNS cord-138021-9khfkyh7 269 18 Skill skill NN cord-138021-9khfkyh7 269 19 - - HYPH cord-138021-9khfkyh7 269 20 biased bias VBN cord-138021-9khfkyh7 269 21 technological technological JJ cord-138021-9khfkyh7 269 22 change change NN cord-138021-9khfkyh7 269 23 and and CC cord-138021-9khfkyh7 269 24 rising rise VBG cord-138021-9khfkyh7 269 25 wage wage NN cord-138021-9khfkyh7 269 26 inequality inequality NN cord-138021-9khfkyh7 269 27 : : : cord-138021-9khfkyh7 270 1 Some some DT cord-138021-9khfkyh7 270 2 problems problem NNS cord-138021-9khfkyh7 270 3 and and CC cord-138021-9khfkyh7 270 4 puzzles puzzle NNS cord-138021-9khfkyh7 270 5 Rethinking rethink VBG cord-138021-9khfkyh7 270 6 education education NN cord-138021-9khfkyh7 270 7 in in IN cord-138021-9khfkyh7 270 8 the the DT cord-138021-9khfkyh7 270 9 age age NN cord-138021-9khfkyh7 270 10 of of IN cord-138021-9khfkyh7 270 11 technology technology NN cord-138021-9khfkyh7 270 12 : : : cord-138021-9khfkyh7 270 13 The the DT cord-138021-9khfkyh7 270 14 digital digital JJ cord-138021-9khfkyh7 270 15 revolution revolution NN cord-138021-9khfkyh7 270 16 and and CC cord-138021-9khfkyh7 270 17 schooling schooling NN cord-138021-9khfkyh7 270 18 in in IN cord-138021-9khfkyh7 270 19 America America NNP cord-138021-9khfkyh7 270 20 Platform Platform NNP cord-138021-9khfkyh7 270 21 Sourcing Sourcing NNP cord-138021-9khfkyh7 270 22 : : : cord-138021-9khfkyh7 271 1 How how WRB cord-138021-9khfkyh7 271 2 Fortune Fortune NNP cord-138021-9khfkyh7 271 3 500 500 CD cord-138021-9khfkyh7 271 4 Firms firm NNS cord-138021-9khfkyh7 271 5 are be VBP cord-138021-9khfkyh7 271 6 Adopting adopt VBG cord-138021-9khfkyh7 272 1 Online online JJ cord-138021-9khfkyh7 272 2 Freelancing Freelancing NNP cord-138021-9khfkyh7 272 3 Platforms Platforms NNPS cord-138021-9khfkyh7 272 4 An an DT cord-138021-9khfkyh7 272 5 empirical empirical JJ cord-138021-9khfkyh7 272 6 analysis analysis NN cord-138021-9khfkyh7 272 7 of of IN cord-138021-9khfkyh7 272 8 digital digital JJ cord-138021-9khfkyh7 272 9 music music NN cord-138021-9khfkyh7 272 10 bundling bundle VBG cord-138021-9khfkyh7 272 11 strategies strategy NNS cord-138021-9khfkyh7 272 12 Human human JJ cord-138021-9khfkyh7 272 13 resources resource NNS cord-138021-9khfkyh7 272 14 for for IN cord-138021-9khfkyh7 272 15 Big Big NNP cord-138021-9khfkyh7 272 16 Data Data NNP cord-138021-9khfkyh7 272 17 professions profession NNS cord-138021-9khfkyh7 273 1 : : : cord-138021-9khfkyh7 273 2 A a DT cord-138021-9khfkyh7 273 3 systematic systematic JJ cord-138021-9khfkyh7 273 4 classification classification NN cord-138021-9khfkyh7 273 5 of of IN cord-138021-9khfkyh7 273 6 job job NN cord-138021-9khfkyh7 273 7 roles role NNS cord-138021-9khfkyh7 273 8 and and CC cord-138021-9khfkyh7 273 9 required required JJ cord-138021-9khfkyh7 273 10 skill skill NN cord-138021-9khfkyh7 273 11 sets set VBZ cord-138021-9khfkyh7 273 12 Spotify Spotify NNP cord-138021-9khfkyh7 273 13 teardown teardown NN cord-138021-9khfkyh7 273 14 : : : cord-138021-9khfkyh7 273 15 Inside inside IN cord-138021-9khfkyh7 273 16 the the DT cord-138021-9khfkyh7 273 17 black black JJ cord-138021-9khfkyh7 273 18 box box NN cord-138021-9khfkyh7 273 19 of of IN cord-138021-9khfkyh7 273 20 streaming streaming NN cord-138021-9khfkyh7 273 21 music music NN cord-138021-9khfkyh7 273 22 Realism Realism NNP cord-138021-9khfkyh7 273 23 about about IN cord-138021-9khfkyh7 273 24 Reskilling Reskilling NNP cord-138021-9khfkyh7 273 25 : : : cord-138021-9khfkyh7 273 26 Upgrading upgrade VBG cord-138021-9khfkyh7 273 27 the the DT cord-138021-9khfkyh7 273 28 Career Career NNP cord-138021-9khfkyh7 273 29 Prospects Prospects NNPS cord-138021-9khfkyh7 273 30 of of IN cord-138021-9khfkyh7 273 31 America America NNP cord-138021-9khfkyh7 273 32 's 's POS cord-138021-9khfkyh7 273 33 Low Low NNP cord-138021-9khfkyh7 273 34 - - HYPH cord-138021-9khfkyh7 273 35 Wage wage NN cord-138021-9khfkyh7 273 36 Workers Workers NNPS cord-138021-9khfkyh7 273 37 . . . cord-138021-9khfkyh7 274 1 Workforce workforce NN cord-138021-9khfkyh7 274 2 of of IN cord-138021-9khfkyh7 274 3 the the DT cord-138021-9khfkyh7 274 4 Future Future NNP cord-138021-9khfkyh7 274 5 Initiative Initiative NNP cord-138021-9khfkyh7 275 1 On on IN cord-138021-9khfkyh7 275 2 the the DT cord-138021-9khfkyh7 275 3 measurement measurement NN cord-138021-9khfkyh7 275 4 of of IN cord-138021-9khfkyh7 275 5 occupation occupation NN cord-138021-9khfkyh7 275 6 in in IN cord-138021-9khfkyh7 275 7 social social JJ cord-138021-9khfkyh7 275 8 surveys survey NNS cord-138021-9khfkyh7 276 1 The the DT cord-138021-9khfkyh7 276 2 future future NN cord-138021-9khfkyh7 276 3 of of IN cord-138021-9khfkyh7 276 4 employment employment NN cord-138021-9khfkyh7 276 5 : : : cord-138021-9khfkyh7 276 6 How how WRB cord-138021-9khfkyh7 276 7 susceptible susceptible JJ cord-138021-9khfkyh7 276 8 are be VBP cord-138021-9khfkyh7 276 9 jobs job NNS cord-138021-9khfkyh7 276 10 to to IN cord-138021-9khfkyh7 276 11 computerisation computerisation NN cord-138021-9khfkyh7 276 12 ? ? . cord-138021-9khfkyh7 277 1 The the DT cord-138021-9khfkyh7 277 2 Gig Gig NNP cord-138021-9khfkyh7 277 3 Economy economy NN cord-138021-9khfkyh7 277 4 : : : cord-138021-9khfkyh7 278 1 Leasing leasing NN cord-138021-9khfkyh7 278 2 Skills skill NNS cord-138021-9khfkyh7 278 3 to to TO cord-138021-9khfkyh7 278 4 Pay pay VB cord-138021-9khfkyh7 278 5 the the DT cord-138021-9khfkyh7 278 6 Bills Bills NNPS cord-138021-9khfkyh7 278 7 Data data NN cord-138021-9khfkyh7 278 8 science science NN cord-138021-9khfkyh7 278 9 from from IN cord-138021-9khfkyh7 278 10 scratch scratch NN cord-138021-9khfkyh7 278 11 : : : cord-138021-9khfkyh7 279 1 first first JJ cord-138021-9khfkyh7 279 2 principles principle NNS cord-138021-9khfkyh7 279 3 with with IN cord-138021-9khfkyh7 279 4 python python NNP cord-138021-9khfkyh7 280 1 The the DT cord-138021-9khfkyh7 280 2 effects effect NNS cord-138021-9khfkyh7 280 3 of of IN cord-138021-9khfkyh7 280 4 cognitive cognitive JJ cord-138021-9khfkyh7 280 5 and and CC cord-138021-9khfkyh7 280 6 noncognitive noncognitive JJ cord-138021-9khfkyh7 280 7 abilities ability NNS cord-138021-9khfkyh7 280 8 on on IN cord-138021-9khfkyh7 280 9 labor labor NN cord-138021-9khfkyh7 280 10 market market NN cord-138021-9khfkyh7 280 11 outcomes outcome NNS cord-138021-9khfkyh7 280 12 and and CC cord-138021-9khfkyh7 280 13 social social JJ cord-138021-9khfkyh7 280 14 behavior behavior NN cord-138021-9khfkyh7 280 15 Relationship relationship NN cord-138021-9khfkyh7 280 16 among among IN cord-138021-9khfkyh7 280 17 soft soft JJ cord-138021-9khfkyh7 280 18 skills skill NNS cord-138021-9khfkyh7 280 19 , , , cord-138021-9khfkyh7 280 20 hard hard JJ cord-138021-9khfkyh7 280 21 skills skill NNS cord-138021-9khfkyh7 280 22 , , , cord-138021-9khfkyh7 280 23 and and CC cord-138021-9khfkyh7 280 24 innovativeness innovativeness NN cord-138021-9khfkyh7 280 25 of of IN cord-138021-9khfkyh7 280 26 knowledge knowledge NN cord-138021-9khfkyh7 280 27 workers worker NNS cord-138021-9khfkyh7 280 28 in in IN cord-138021-9khfkyh7 280 29 the the DT cord-138021-9khfkyh7 280 30 knowledge knowledge NN cord-138021-9khfkyh7 280 31 economy economy NN cord-138021-9khfkyh7 280 32 era era NN cord-138021-9khfkyh7 280 33 Broadcasting broadcasting NN cord-138021-9khfkyh7 280 34 and and CC cord-138021-9khfkyh7 280 35 sport sport NN cord-138021-9khfkyh7 280 36 Groups group NNS cord-138021-9khfkyh7 280 37 of of IN cord-138021-9khfkyh7 280 38 diverse diverse JJ cord-138021-9khfkyh7 280 39 problem problem NN cord-138021-9khfkyh7 280 40 solvers solver NNS cord-138021-9khfkyh7 280 41 can can MD cord-138021-9khfkyh7 280 42 outperform outperform VB cord-138021-9khfkyh7 280 43 groups group NNS cord-138021-9khfkyh7 280 44 of of IN cord-138021-9khfkyh7 280 45 high high JJ cord-138021-9khfkyh7 280 46 - - HYPH cord-138021-9khfkyh7 280 47 ability ability NN cord-138021-9khfkyh7 280 48 problem problem NN cord-138021-9khfkyh7 280 49 solvers solver NNS cord-138021-9khfkyh7 280 50 Online Online NNP cord-138021-9khfkyh7 280 51 Labor Labor NNP cord-138021-9khfkyh7 280 52 Markets Markets NNPS cord-138021-9khfkyh7 280 53 Retraining Retraining NNP cord-138021-9khfkyh7 280 54 and and CC cord-138021-9khfkyh7 280 55 reskilling reskille VBG cord-138021-9khfkyh7 280 56 workers worker NNS cord-138021-9khfkyh7 280 57 in in IN cord-138021-9khfkyh7 280 58 the the DT cord-138021-9khfkyh7 280 59 age age NN cord-138021-9khfkyh7 280 60 of of IN cord-138021-9khfkyh7 280 61 automation automation NN cord-138021-9khfkyh7 280 62 ForceAtlas2 ForceAtlas2 NNS cord-138021-9khfkyh7 280 63 , , , cord-138021-9khfkyh7 280 64 a a DT cord-138021-9khfkyh7 280 65 continuous continuous JJ cord-138021-9khfkyh7 280 66 graph graph NN cord-138021-9khfkyh7 280 67 layout layout NN cord-138021-9khfkyh7 280 68 algorithm algorithm NN cord-138021-9khfkyh7 280 69 for for IN cord-138021-9khfkyh7 280 70 handy handy JJ cord-138021-9khfkyh7 280 71 network network NN cord-138021-9khfkyh7 280 72 visualization visualization NN cord-138021-9khfkyh7 280 73 designed design VBN cord-138021-9khfkyh7 280 74 for for IN cord-138021-9khfkyh7 280 75 the the DT cord-138021-9khfkyh7 280 76 Gephi Gephi NNP cord-138021-9khfkyh7 280 77 software software NN cord-138021-9khfkyh7 280 78 Women woman NNS cord-138021-9khfkyh7 280 79 and and CC cord-138021-9khfkyh7 280 80 STEM stem VBP cord-138021-9khfkyh7 281 1 ( ( -LRB- cord-138021-9khfkyh7 281 2 No no UH cord-138021-9khfkyh7 281 3 . . . cord-138021-9khfkyh7 281 4 w23525 w23525 NNP cord-138021-9khfkyh7 281 5 ) ) -RRB- cord-138021-9khfkyh7 282 1 Online online JJ cord-138021-9khfkyh7 282 2 labour labour NN cord-138021-9khfkyh7 282 3 index index NN cord-138021-9khfkyh7 282 4 : : : cord-138021-9khfkyh7 282 5 Measuring measure VBG cord-138021-9khfkyh7 282 6 the the DT cord-138021-9khfkyh7 282 7 online online JJ cord-138021-9khfkyh7 282 8 gig gig NN cord-138021-9khfkyh7 282 9 economy economy NN cord-138021-9khfkyh7 282 10 for for IN cord-138021-9khfkyh7 282 11 policy policy NN cord-138021-9khfkyh7 282 12 and and CC cord-138021-9khfkyh7 282 13 research research NN cord-138021-9khfkyh7 282 14 Just just RB cord-138021-9khfkyh7 282 15 - - HYPH cord-138021-9khfkyh7 282 16 in in IN cord-138021-9khfkyh7 282 17 - - HYPH cord-138021-9khfkyh7 282 18 time time NN cord-138021-9khfkyh7 282 19 , , , cord-138021-9khfkyh7 282 20 schematic schematic JJ cord-138021-9khfkyh7 282 21 supportive supportive JJ cord-138021-9khfkyh7 282 22 information information NN cord-138021-9khfkyh7 282 23 presentation presentation NN cord-138021-9khfkyh7 282 24 during during IN cord-138021-9khfkyh7 282 25 cognitive cognitive JJ cord-138021-9khfkyh7 282 26 skill skill NN cord-138021-9khfkyh7 282 27 acquisition acquisition NN cord-138021-9khfkyh7 282 28 Skill skill NN cord-138021-9khfkyh7 282 29 - - : cord-138021-9khfkyh7 282 30 specific specific JJ cord-138021-9khfkyh7 282 31 rather rather RB cord-138021-9khfkyh7 282 32 than than IN cord-138021-9khfkyh7 282 33 general general JJ cord-138021-9khfkyh7 282 34 education education NN cord-138021-9khfkyh7 282 35 : : : cord-138021-9khfkyh7 283 1 A a DT cord-138021-9khfkyh7 283 2 reason reason NN cord-138021-9khfkyh7 283 3 for for IN cord-138021-9khfkyh7 283 4 US US NNP cord-138021-9khfkyh7 283 5 - - HYPH cord-138021-9khfkyh7 283 6 Europe Europe NNP cord-138021-9khfkyh7 283 7 growth growth NN cord-138021-9khfkyh7 283 8 differences difference NNS cord-138021-9khfkyh7 283 9 ? ? . cord-138021-9khfkyh7 284 1 Balanced balanced JJ cord-138021-9khfkyh7 284 2 skills skill NNS cord-138021-9khfkyh7 284 3 and and CC cord-138021-9khfkyh7 284 4 entrepreneurship entrepreneurship NN cord-138021-9khfkyh7 284 5 Skills skill NNS cord-138021-9khfkyh7 284 6 formation formation NN cord-138021-9khfkyh7 284 7 and and CC cord-138021-9khfkyh7 284 8 skills skill NNS cord-138021-9khfkyh7 284 9 matching match VBG cord-138021-9khfkyh7 284 10 in in IN cord-138021-9khfkyh7 284 11 online online JJ cord-138021-9khfkyh7 284 12 platform platform NN cord-138021-9khfkyh7 284 13 work work NN cord-138021-9khfkyh7 284 14 : : : cord-138021-9khfkyh7 284 15 policies policy NNS cord-138021-9khfkyh7 284 16 and and CC cord-138021-9khfkyh7 284 17 practices practice NNS cord-138021-9khfkyh7 284 18 for for IN cord-138021-9khfkyh7 284 19 promoting promote VBG cord-138021-9khfkyh7 284 20 crowdworkers crowdworker NNS cord-138021-9khfkyh7 284 21 ' ' POS cord-138021-9khfkyh7 284 22 continuous continuous JJ cord-138021-9khfkyh7 284 23 learning learning NN cord-138021-9khfkyh7 284 24 ( ( -LRB- cord-138021-9khfkyh7 284 25 CrowdLearn CrowdLearn NNP cord-138021-9khfkyh7 284 26 ) ) -RRB- cord-138021-9khfkyh7 284 27 Flexibility Flexibility NNP cord-138021-9khfkyh7 284 28 in in IN cord-138021-9khfkyh7 284 29 the the DT cord-138021-9khfkyh7 284 30 gig gig NN cord-138021-9khfkyh7 284 31 economy economy NN cord-138021-9khfkyh7 284 32 : : : cord-138021-9khfkyh7 285 1 Managing manage VBG cord-138021-9khfkyh7 285 2 time time NN cord-138021-9khfkyh7 285 3 on on IN cord-138021-9khfkyh7 285 4 three three CD cord-138021-9khfkyh7 285 5 online online JJ cord-138021-9khfkyh7 285 6 piecework piecework NN cord-138021-9khfkyh7 285 7 platforms platform NNS cord-138021-9khfkyh7 286 1 Labour labour NN cord-138021-9khfkyh7 286 2 market market NN cord-138021-9khfkyh7 286 3 mismatch mismatch NN cord-138021-9khfkyh7 286 4 and and CC cord-138021-9khfkyh7 286 5 labour labour NN cord-138021-9khfkyh7 286 6 productivity productivity NN cord-138021-9khfkyh7 286 7 Steering Steering NNP cord-138021-9khfkyh7 286 8 incentives incentive NNS cord-138021-9khfkyh7 286 9 and and CC cord-138021-9khfkyh7 286 10 bundling bundle VBG cord-138021-9khfkyh7 286 11 practices practice NNS cord-138021-9khfkyh7 286 12 in in IN cord-138021-9khfkyh7 286 13 the the DT cord-138021-9khfkyh7 286 14 telecommunications telecommunication NNS cord-138021-9khfkyh7 286 15 industry industry NN cord-138021-9khfkyh7 287 1 The the DT cord-138021-9khfkyh7 287 2 digital digital JJ cord-138021-9khfkyh7 287 3 skills skill NNS cord-138021-9khfkyh7 287 4 gap gap NN cord-138021-9khfkyh7 287 5 is be VBZ cord-138021-9khfkyh7 287 6 widening widen VBG cord-138021-9khfkyh7 287 7 fast fast RB cord-138021-9khfkyh7 287 8 . . . cord-138021-9khfkyh7 288 1 Here here RB cord-138021-9khfkyh7 288 2 's be VBZ cord-138021-9khfkyh7 288 3 how how WRB cord-138021-9khfkyh7 288 4 to to TO cord-138021-9khfkyh7 288 5 bridge bridge VB cord-138021-9khfkyh7 288 6 it -PRON- PRP cord-138021-9khfkyh7 289 1 The the DT cord-138021-9khfkyh7 289 2 quant quant NN cord-138021-9khfkyh7 289 3 crunch crunch NN cord-138021-9khfkyh7 289 4 : : : cord-138021-9khfkyh7 290 1 How how WRB cord-138021-9khfkyh7 290 2 the the DT cord-138021-9khfkyh7 290 3 demand demand NN cord-138021-9khfkyh7 290 4 for for IN cord-138021-9khfkyh7 290 5 data datum NNS cord-138021-9khfkyh7 290 6 science science NN cord-138021-9khfkyh7 290 7 skills skill NNS cord-138021-9khfkyh7 290 8 is be VBZ cord-138021-9khfkyh7 290 9 disrupting disrupt VBG cord-138021-9khfkyh7 290 10 the the DT cord-138021-9khfkyh7 290 11 job job NN cord-138021-9khfkyh7 290 12 market market NN cord-138021-9khfkyh7 290 13 Digital Digital NNP cord-138021-9khfkyh7 290 14 Innovation Innovation NNP cord-138021-9khfkyh7 290 15 Management Management NNP cord-138021-9khfkyh7 290 16 : : : cord-138021-9khfkyh7 291 1 Reinventing reinvent VBG cord-138021-9khfkyh7 291 2 innovation innovation NN cord-138021-9khfkyh7 291 3 management management NN cord-138021-9khfkyh7 291 4 research research NN cord-138021-9khfkyh7 291 5 in in IN cord-138021-9khfkyh7 291 6 a a DT cord-138021-9khfkyh7 291 7 digital digital JJ cord-138021-9khfkyh7 291 8 world world NN cord-138021-9khfkyh7 292 1 The the DT cord-138021-9khfkyh7 292 2 knowledge knowledge NN cord-138021-9khfkyh7 292 3 economy economy NN cord-138021-9khfkyh7 292 4 PHP PHP NNP cord-138021-9khfkyh7 292 5 vs. vs. FW cord-138021-9khfkyh7 292 6 Python Python NNP cord-138021-9khfkyh7 292 7 vs. vs. FW cord-138021-9khfkyh7 292 8 Ruby Ruby NNP cord-138021-9khfkyh7 293 1 -The -The : cord-138021-9khfkyh7 293 2 web web NN cord-138021-9khfkyh7 293 3 scripting script VBG cord-138021-9khfkyh7 293 4 language language NN cord-138021-9khfkyh7 293 5 shootout shootout NN cord-138021-9khfkyh7 294 1 Transactive transactive JJ cord-138021-9khfkyh7 294 2 memory memory NN cord-138021-9khfkyh7 294 3 systems system NNS cord-138021-9khfkyh7 294 4 1985 1985 CD cord-138021-9khfkyh7 294 5 - - SYM cord-138021-9khfkyh7 294 6 2010 2010 CD cord-138021-9khfkyh7 294 7 : : : cord-138021-9khfkyh7 295 1 An an DT cord-138021-9khfkyh7 295 2 integrative integrative JJ cord-138021-9khfkyh7 295 3 framework framework NN cord-138021-9khfkyh7 295 4 of of IN cord-138021-9khfkyh7 295 5 key key JJ cord-138021-9khfkyh7 295 6 dimensions dimension NNS cord-138021-9khfkyh7 295 7 , , , cord-138021-9khfkyh7 295 8 antecedents antecedent NNS cord-138021-9khfkyh7 295 9 , , , cord-138021-9khfkyh7 295 10 and and CC cord-138021-9khfkyh7 295 11 consequences consequence VBZ cord-138021-9khfkyh7 295 12 Big big JJ cord-138021-9khfkyh7 295 13 data datum NNS cord-138021-9khfkyh7 295 14 and and CC cord-138021-9khfkyh7 295 15 data datum NNS cord-138021-9khfkyh7 295 16 science science NN cord-138021-9khfkyh7 295 17 : : : cord-138021-9khfkyh7 295 18 what what WP cord-138021-9khfkyh7 295 19 should should MD cord-138021-9khfkyh7 295 20 we -PRON- PRP cord-138021-9khfkyh7 295 21 teach teach VB cord-138021-9khfkyh7 295 22 Distancing distance VBG cord-138021-9khfkyh7 295 23 bonus bonus NN cord-138021-9khfkyh7 295 24 or or CC cord-138021-9khfkyh7 295 25 downscaling downscaling NN cord-138021-9khfkyh7 295 26 loss loss NN cord-138021-9khfkyh7 295 27 ? ? . cord-138021-9khfkyh7 296 1 The the DT cord-138021-9khfkyh7 296 2 changing change VBG cord-138021-9khfkyh7 296 3 livelihood livelihood NN cord-138021-9khfkyh7 296 4 of of IN cord-138021-9khfkyh7 296 5 US US NNP cord-138021-9khfkyh7 296 6 online online JJ cord-138021-9khfkyh7 296 7 workers worker NNS cord-138021-9khfkyh7 296 8 in in IN cord-138021-9khfkyh7 296 9 times time NNS cord-138021-9khfkyh7 296 10 of of IN cord-138021-9khfkyh7 296 11 COVID-19 COVID-19 NNP cord-138021-9khfkyh7 297 1 The the DT cord-138021-9khfkyh7 297 2 CoRisk CoRisk NNP cord-138021-9khfkyh7 297 3 - - HYPH cord-138021-9khfkyh7 297 4 Index index NN cord-138021-9khfkyh7 297 5 : : : cord-138021-9khfkyh7 298 1 A a DT cord-138021-9khfkyh7 298 2 data data NN cord-138021-9khfkyh7 298 3 - - HYPH cord-138021-9khfkyh7 298 4 mining mining NN cord-138021-9khfkyh7 298 5 approach approach NN cord-138021-9khfkyh7 298 6 to to TO cord-138021-9khfkyh7 298 7 identify identify VB cord-138021-9khfkyh7 298 8 industry industry NN cord-138021-9khfkyh7 298 9 - - HYPH cord-138021-9khfkyh7 298 10 specific specific JJ cord-138021-9khfkyh7 298 11 risk risk NN cord-138021-9khfkyh7 298 12 assessments assessment NNS cord-138021-9khfkyh7 298 13 related relate VBN cord-138021-9khfkyh7 298 14 to to IN cord-138021-9khfkyh7 298 15 COVID-19 covid-19 VB cord-138021-9khfkyh7 298 16 in in IN cord-138021-9khfkyh7 298 17 real real JJ cord-138021-9khfkyh7 298 18 - - HYPH cord-138021-9khfkyh7 298 19 time time NN cord-138021-9khfkyh7 298 20 Back back RB cord-138021-9khfkyh7 298 21 to to IN cord-138021-9khfkyh7 298 22 the the DT cord-138021-9khfkyh7 298 23 Future future NN cord-138021-9khfkyh7 298 24 - - HYPH cord-138021-9khfkyh7 298 25 Changing change VBG cord-138021-9khfkyh7 298 26 Job Job NNP cord-138021-9khfkyh7 298 27 Profiles Profiles NNPS cord-138021-9khfkyh7 298 28 in in IN cord-138021-9khfkyh7 298 29 the the DT cord-138021-9khfkyh7 298 30 Digital Digital NNP cord-138021-9khfkyh7 298 31 Age Age NNP cord-138021-9khfkyh7 299 1 Everything everything NN cord-138021-9khfkyh7 299 2 You -PRON- PRP cord-138021-9khfkyh7 299 3 Always always RB cord-138021-9khfkyh7 299 4 Wanted want VBD cord-138021-9khfkyh7 299 5 to to TO cord-138021-9khfkyh7 299 6 Know know VB cord-138021-9khfkyh7 299 7 About about IN cord-138021-9khfkyh7 299 8 AI ai NN cord-138021-9khfkyh7 300 1 -Nowcasting -nowcaste VBG cord-138021-9khfkyh7 301 1 Digital Digital NNP cord-138021-9khfkyh7 301 2 Skills Skills NNPS cord-138021-9khfkyh7 301 3 With with IN cord-138021-9khfkyh7 301 4 Wikipedia Wikipedia NNP cord-138021-9khfkyh7 301 5 Wage wage NN cord-138021-9khfkyh7 301 6 determinants determinant NNS cord-138021-9khfkyh7 301 7 : : : cord-138021-9khfkyh7 302 1 A a DT cord-138021-9khfkyh7 302 2 survey survey NN cord-138021-9khfkyh7 302 3 and and CC cord-138021-9khfkyh7 302 4 reinterpretation reinterpretation NN cord-138021-9khfkyh7 302 5 of of IN cord-138021-9khfkyh7 302 6 human human JJ cord-138021-9khfkyh7 302 7 capital capital NN cord-138021-9khfkyh7 302 8 earnings earning NNS cord-138021-9khfkyh7 302 9 functions function NNS cord-138021-9khfkyh7 302 10 . . . cord-138021-9khfkyh7 303 1 Handbook Handbook NNP cord-138021-9khfkyh7 303 2 of of IN cord-138021-9khfkyh7 303 3 labor labor NN cord-138021-9khfkyh7 303 4 economics economic NNS cord-138021-9khfkyh7 303 5 Evidence evidence NN cord-138021-9khfkyh7 303 6 for for IN cord-138021-9khfkyh7 303 7 a a DT cord-138021-9khfkyh7 303 8 collective collective JJ cord-138021-9khfkyh7 303 9 intelligence intelligence NN cord-138021-9khfkyh7 303 10 factor factor NN cord-138021-9khfkyh7 303 11 in in IN cord-138021-9khfkyh7 303 12 the the DT cord-138021-9khfkyh7 303 13 performance performance NN cord-138021-9khfkyh7 303 14 of of IN cord-138021-9khfkyh7 303 15 human human JJ cord-138021-9khfkyh7 303 16 groups group NNS cord-138021-9khfkyh7 303 17 Massive massive JJ cord-138021-9khfkyh7 303 18 open open JJ cord-138021-9khfkyh7 303 19 online online JJ cord-138021-9khfkyh7 303 20 courses course NNS cord-138021-9khfkyh7 303 21 Learning learn VBG cord-138021-9khfkyh7 303 22 to to IN cord-138021-9khfkyh7 303 23 mine -PRON- PRP cord-138021-9khfkyh7 303 24 aligned aligned JJ cord-138021-9khfkyh7 303 25 code code NN cord-138021-9khfkyh7 303 26 and and CC cord-138021-9khfkyh7 303 27 natural natural JJ cord-138021-9khfkyh7 303 28 language language NN cord-138021-9khfkyh7 303 29 pairs pair NNS cord-138021-9khfkyh7 303 30 from from IN cord-138021-9khfkyh7 303 31 stack stack NN cord-138021-9khfkyh7 303 32 overflow overflow IN cord-138021-9khfkyh7 303 33 Research Research NNP cord-138021-9khfkyh7 303 34 commentary commentary NN cord-138021-9khfkyh7 303 35 - - : cord-138021-9khfkyh7 303 36 the the DT cord-138021-9khfkyh7 303 37 new new JJ cord-138021-9khfkyh7 303 38 organizing organize VBG cord-138021-9khfkyh7 303 39 logic logic NN cord-138021-9khfkyh7 303 40 of of IN cord-138021-9khfkyh7 303 41 digital digital JJ cord-138021-9khfkyh7 303 42 innovation innovation NN cord-138021-9khfkyh7 303 43 : : : cord-138021-9khfkyh7 303 44 an an DT cord-138021-9khfkyh7 303 45 agenda agenda NN cord-138021-9khfkyh7 303 46 for for IN cord-138021-9khfkyh7 303 47 information information NN cord-138021-9khfkyh7 303 48 systems system NNS cord-138021-9khfkyh7 303 49 research research NN cord-138021-9khfkyh7 303 50 _SP cord-138021-9khfkyh7 303 51 Table Table NNP cord-138021-9khfkyh7 303 52 1 1 CD cord-138021-9khfkyh7 303 53 : : : cord-138021-9khfkyh7 304 1 Network network NN cord-138021-9khfkyh7 304 2 metrics metric NNS cord-138021-9khfkyh7 304 3 of of IN cord-138021-9khfkyh7 304 4 the the DT cord-138021-9khfkyh7 304 5 35 35 CD cord-138021-9khfkyh7 304 6 skills skill NNS cord-138021-9khfkyh7 304 7 with with IN cord-138021-9khfkyh7 304 8 the the DT cord-138021-9khfkyh7 304 9 highest high JJS cord-138021-9khfkyh7 304 10 degree degree NN cord-138021-9khfkyh7 304 11 centrality centrality NN cord-138021-9khfkyh7 304 12 in in IN cord-138021-9khfkyh7 304 13 each each DT cord-138021-9khfkyh7 304 14 of of IN cord-138021-9khfkyh7 304 15 the the DT cord-138021-9khfkyh7 304 16 seven seven CD cord-138021-9khfkyh7 304 17 skill skill NN cord-138021-9khfkyh7 304 18 cluster cluster NN