Adjectives Analysis for the code4lib Study Carrel — How Are Things Described?

The adjective data from the code4lib carrel is enormous — well over a thousand distinct adjectives, ranging from "digital" at 48,100 occurrences down to single appearances. This wealth of descriptive language reveals not just what the community talks about, but how they characterize the things they discuss. By grouping the most frequent and thematically significant adjectives into clusters, a vivid linguistic portrait emerges.

The Most Dominant Adjectives

Cluster 1: Digital and Technical Identity

The community describes its world as fundamentally digital, technical, and electronic.

Cluster 2: Open, Free, and Accessible

The community is deeply committed to openness, accessibility, and usability as ideological commitments, not merely technical descriptors.

Cluster 3: Professional and Institutional

These adjectives situate the community within a professional and institutional landscape.

Cluster 4: Evaluative — Good, Great, and Excellent

The community is highly evaluative — willing to praise enthusiastically and criticize honestly.

Positive Evaluations

Negative Evaluations

Positive adjectives vastly outnumber negative ones, and the enthusiasm is palpable — awesome, amazing, fantastic, wonderful. But the community is also willing to call things out as crappy, clunky, buggy, and broken. This honesty about quality — both praising the good and naming the bad — is characteristic of a practitioner community that deals with real systems every day.

Cluster 5: Scale, Size, and Complexity

The community grapples constantly with questions of scale — a tension between the enormous reality of library data and the desire for simple solutions.

Cluster 6: Innovative, Creative, and Forward-Looking

The community is relentlessly future-oriented, valuing progress, novelty, and creative problem-solving.

Cluster 7: Collaborative, Social, and Community-Oriented

These adjectives reveal the social values of the code4lib community — a commitment to being a supportive, inclusive professional space.

Cluster 8: Specific Library and Metadata Terms

The working vocabulary of people who deal with structured information every day.

Cluster 9: Emotional and Interpersonal

The emotional vocabulary of the code4lib community is overwhelmingly positive — curious, enthusiastic, passionate, and grateful.

The community is curious, enthusiastic, passionate, and grateful — this is the emotional register of a healthy, engaged professional community.

Cluster 10: Colorful, Quirky, and Community-Specific

The informal, playful, and sometimes irreverent vocabulary of library technologists — giving the corpus its distinctive personality.

• cool (1,488), nice (2,153), neat (191), nifty (72), sweet (103), fun (481), funny (187) — the vocabulary of enthusiasm and approval
• geeky (50), nerdy (15), techy (53), techie (76) — self-identifying descriptors
• wonky (32), wacky (29), quirky (11), funky (59), kooky — acknowledging the oddities of the work
• kludgy (13), hacky (22), crappy (160), janky (9), sketchy (50), dicey — honest about imperfect solutions
• shiny (86), sexy (139), slick (101) — the allure of new technology
• esoteric (34), arcane (35), obscure (131), cryptic — acknowledging the specialized nature of the work
• dead (368), defunct (33), obsolete (97), outdated (85), antiquated (33), archaic (20) — the vocabulary of technological decay
• magical (108), wizard (17), wizardry (17) — the sense of wonder at what technology can do
• gnarly (14), gritty (14), beefy — the texture of hard technical work
• homegrown (142) — pride in locally-built solutions
• restafarian (128) — a community-specific term for enthusiasts of REST APIs
• libraryland (61) — an affectionate term for the library profession
• imho (225), fwiw (23), iirc (16) — mailing list discourse markers
• kewl (62) — an ironic, playful spelling of "cool"

How Are Things Described in This Carrel?

Taken together, the adjectives reveal a community that describes its world in several overlapping registers:

1. Technologically — things are digital, electronic, online, virtual, automated, and programmatic. The foundational descriptor is digital, appearing nearly 50,000 times — this is a community that lives in and through digital technology.
2. Evaluatively — things are good or bad, excellent or crappy, awesome or terrible. The community is unafraid to make quality judgments, and it does so with enthusiasm and honesty. The positive evaluations vastly outnumber the negative ones.
3. Ideologically — things are open, free, public, accessible, and available. These are not merely descriptive — they are aspirational and political. The community values openness and access as ethical commitments, not just technical preferences.
4. Professionally — things are academic, professional, institutional, scholarly, and consortial. The community situates itself within the structures of academic librarianship and higher education.
5. Socially — things are collaborative, inclusive, diverse, welcoming, and friendly. The community describes itself as a social space with explicit values about participation and belonging.
6. Innovationally — things are new, innovative, creative, experimental, and exciting. The community is perpetually oriented toward the future, valuing novelty and creativity.
7. Emotionally — things are described with curiosity, enthusiasm, passion, and gratitude. The emotional register is overwhelmingly positive, with interested, curious, and happy dominating.
8. Playfully — things are cool, neat, shiny, geeky, wonky, and sometimes kludgy or janky. The community has a distinctive voice that blends technical precision with informal humor and self-awareness.

In short, the people in the code4lib carrel describe their world as digital, open, collaborative, innovative, and good — while being honest about the things that are crappy, broken, complex, and outdated. They are a community that is simultaneously professional and playful, technical and social, critical and enthusiastic. The adjectives tell us not just what the community talks about, but who they are: a group of library technologists who care deeply about their work, value openness and collaboration, and describe their world with curiosity, humor, and an unrelenting commitment to making things better.