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BSS in Political Science

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 HUMAN12
with AI30
shifting19
tasks charted · feeds 8 jobs61
of 61 charted tasks: 12 stay human · 30 run with AI in the loop · 19 are shifting. counts only: we don't do scores.
Regulatory Affairs Managers[feeds: source]
Provide responses to regulatory agencies regarding product information or issues.with AI

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

open source ↗
Direct the preparation and submission of regulatory agency applications, reports, or correspondence.with AI

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

open source ↗
Review all regulatory agency submission materials to ensure timeliness, accuracy, comprehensiveness, or compliance with regulatory standards.with AI

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

open source ↗
Develop regulatory strategies and implementation plans for the preparation and submission of new products.with AI

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

open source ↗
Manage activities such as audits, regulatory agency inspections, or product recalls.stays human

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

open source ↗
Formulate or implement regulatory affairs policies and procedures to ensure that regulatory compliance is maintained or enhanced.shifting

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

open source ↗
Maintain current knowledge of relevant regulations, including proposed and final rules.with AI

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

open source ↗
Review materials such as marketing literature or user manuals to ensure that regulatory agency requirements are met.shifting

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

open source ↗
Compliance Managers[feeds: source]
Report violations of compliance or regulatory standards to duly authorized enforcement agencies as appropriate or required.with AI

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

open source ↗
Identify compliance issues that require follow-up or investigation.stays human

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

open source ↗
Consult with corporate attorneys as necessary to address difficult legal compliance issues.shifting

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

open source ↗
Conduct or direct the internal investigation of compliance issues.with AI

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

open source ↗
Provide employee training on compliance related topics, policies, or procedures.with AI

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

open source ↗
Verify that all regulatory policies and procedures have been documented, implemented, and communicated.shifting

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

open source ↗
Secondary School Teachers, Except Special and Career/Technical Education[feeds: source]
Instruct through lectures, discussions, and demonstrations in one or more subjects, such as English, mathematics, or social studies.shifting

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

open source ↗
Establish and enforce rules for behavior and procedures for maintaining order among students.stays human

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

open source ↗
Assign and grade class work and homework.with AI

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

open source ↗
Prepare, administer, and grade tests and assignments to evaluate students' progress.with AI

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

open source ↗
Confer with parents or guardians, other teachers, counselors, and administrators to resolve students' behavioral and academic problems.stays human

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

open source ↗
Guide and counsel students with adjustments, academic problems, or special academic interests.stays human

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

open source ↗
Sponsor extracurricular activities, such as clubs, student organizations, and academic contests.stays human

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

open source ↗
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 ↗
Historians[feeds: source]
usually via further study
Conserve and preserve manuscripts, records, and other artifacts.stays human

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

open source ↗
Gather historical data from sources such as archives, court records, diaries, news files, and photographs, as well as from books, pamphlets, and periodicals.stays human

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

open source ↗
Conduct historical research as a basis for the identification, conservation, and reconstruction of historic places and materials.with AI

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

open source ↗
Research and prepare manuscripts in support of public programming and the development of exhibits at historic sites, museums, libraries, and archives.with AI

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

open source ↗
Present historical accounts in terms of individuals or social, ethnic, political, economic, or geographic groupings.shifting

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

open source ↗
Organize data, and analyze and interpret its authenticity and relative significance.with AI

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

open source ↗
Research the history of a particular country or region, or of a specific time period.with AI

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

open source ↗
Conduct historical research, and publish or present findings and theories.with AI

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

open source ↗
History Teachers, Postsecondary[feeds: source]
usually via further study
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 ↗
Prepare and deliver lectures to undergraduate or graduate students on topics such as ancient history, postwar civilizations, and the history of third-world countries.shifting

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

open source ↗
Initiate, facilitate, and moderate classroom discussions.with AI

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.shifting

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 ↗
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 ↗
Evaluate and grade students' class work, assignments, and papers.shifting

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

open source ↗
Maintain student attendance records, grades, and other required records.with AI

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

open source ↗
Political Scientists[feeds: source]
usually via further study
Teach political science.stays human

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

open source ↗
Maintain current knowledge of government policy decisions.with AI

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

open source ↗
Develop and test theories, using information from interviews, newspapers, periodicals, case law, historical papers, polls, or statistical sources.with AI

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

open source ↗
Disseminate research results through academic publications, written reports, or public presentations.shifting

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

open source ↗
Advise political science students.with AI

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

open source ↗
Collect, analyze, and interpret data, such as election results and public opinion surveys, reporting on findings, recommendations, and conclusions.with AI

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

open source ↗
Interpret and analyze policies, public issues, legislation, or the operations of governments, businesses, and organizations.with AI

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

open source ↗
Identify issues for research and analysis.shifting

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

open source ↗
Political Science Teachers, Postsecondary[feeds: source]
usually via further study
Prepare and deliver lectures to undergraduate or graduate students on topics such as classical political thought, international relations, and democracy and citizenship.stays human

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 ↗
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 ↗
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 ↗
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 ↗
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 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 ↗
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 Political Science'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 synthesis of legislation, case law, or policy history, with every citation traced to the primary text
Among BSS in Political Science's matched ledger rows, Political Scientists' "Maintain current knowledge of government policy decisions" rates augmented; all 3 matched rows here rate augmented. Tracing every quoted clause back to the primary legal text is what keeps a summary safe to cite anywhere. first step: Cornell Law School: Wex free legal dictionary and encyclopedia (Legal Information Institute) · free · ~15 min
#3 Directing AI to build or explain a statistical, economic, or demographic model, then auditing its assumptions
Looking at the roles BSS in Political Science feeds into, Political Scientists' "Develop and test theories, using information from interviews, newspapers,…" rates augmented; all 2 matched rows here rate augmented. Auditing a model's assumptions and input data yourself is what keeps its output something you can stand behind. first step: Khan Academy: Statistics and Probability (free, no signup required to view lessons) · free · ~30 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 30 of your 61 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.
chartmypath.io/AICookedMyDegree · no account · results private by default
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