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BSS in Sociology

verdict slip · printed 1 Aug 2026 · sources on every line
how to read this slip
stays humanthe evidence says this stays human led
with AIdone faster with AI in the loop: still needs you
shiftingthe evidence says AI already reaches this one
no data yetno source covers it yet, so we don't guess
STAYS HUMAN4
with AI11
shifting9
tasks charted · feeds 3 jobs24
of 24 charted tasks: 4 stay human · 11 run with AI in the loop · 9 are shifting. counts only: we don't do scores.
Social Science Research Assistants[feeds: source]
Design and create special programs for tasks such as statistical analysis and data entry and cleaning.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Provide assistance with the preparation of project-related reports, manuscripts, and presentations.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare tables, graphs, fact sheets, and written reports summarizing research results.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Perform descriptive and multivariate statistical analyses of data, using computer software.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Verify the accuracy and validity of data entered in databases, correcting any errors.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop and implement research quality control procedures.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare, manipulate, and manage extensive databases.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Perform data entry and other clerical work as required for project completion.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Sociologist[feeds: source]
usually via further study
Analyze and interpret data to increase the understanding of human social behavior.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Collect data about the attitudes, values, and behaviors of people in groups, using observation, interviews, and review of documents.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare publications and reports containing research findings.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Plan and conduct research to develop and test theories about societal issues such as crime, group relations, poverty, and aging.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Teach sociology.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop, implement, and evaluate methods of data collection, such as questionnaires or interviews.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Present research findings at professional meetings.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop approaches to the solution of groups' problems, based on research findings in sociology and related disciplines.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Sociology Teachers, Postsecondary[feeds: source]
usually via further study
Evaluate and grade students' class work, assignments, and papers.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Initiate, facilitate, and moderate classroom discussions.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Compile, administer, and grade examinations, or assign this work to others.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare and deliver lectures to undergraduate or graduate students on topics such as race and ethnic relations, measurement and data collection, and workplace social relations.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare course materials, such as syllabi, homework assignments, and handouts.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Plan, evaluate, and revise curricula, course content, course materials, and methods of instruction.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
the delta: what moves your picture
#1 Cleaning survey, demographic, or field-research data with AI, validated line-by-line against the codebook
In BSS in Sociology's own task ledger, Social Science Research Assistants' "Design and create special programs for tasks such as statistical analysis and…" rates augmented; 3 of the 5 matched rows here rate augmented and 2 rate exposed. Checking every flagged case against the real codebook before correcting it is what keeps a cleaned dataset honest. first step: The DHS Program: "Guide to DHS Statistics" (free public methods handbook) · free · ~25 min
#2 AI-assisted first-pass coding of interview and qualitative data, with the researcher owning the codebook
Among BSS in Sociology's matched ledger rows, Sociologist's "Collect data about the attitudes, values, and behaviors of people in groups,…" rates exposed; all 2 matched rows here rate exposed. Owning and revising the actual codebook yourself is what keeps a coded theme genuinely grounded in what people said. first step: Delve: "Essential Guide to Coding Qualitative Data" (free guide, no signup to read) · free · ~25 min
#3 Using AI to draft the write-up of research findings fast, then verifying every statistic and quote against the underlying dataset before publication
Looking at the roles BSS in Sociology feeds into, Sociologist's "Prepare publications and reports containing research findings" rates exposed; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Checking every statistic against the underlying dataset is what keeps a publication trustworthy. first step: Pew Research Center: U.S. Survey Methodology · free · ~15 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 11 of your 24 charted tasks already run with AI in the loop. this slip shows only what we could source: where studies disagree, we print both. nobody can promise outcomes; anyone who does is selling something.

Task-level AI evidence on this page is largely US-scoped research; local pay and market context differ.
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