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PhD in Political Economy of Development

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 HUMAN11
with AI23
shifting10
no data yet (no source, no guess)1
tasks charted · feeds 6 jobs44
of 44 charted tasks: 11 stay human · 23 run with AI in the loop · 10 are shifting. 1 more are no data yet: no source, no guess. counts only: we don't do scores.
Economist[feeds: source]
Compiling, analyzing, and reporting data to explain economic phenomena and forecast market trendswith AI

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗
Studying economic and statistical data in an area of specialization such as finance, labor, or agriculturewith AI

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗
Teaching theories, principles, and methods of economicsstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗
Testifying at regulatory or legislative hearings on the estimated effects of legislation or public policystays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗
Explaining the economic impact of policies to the publicstays human

O*NET OnLine occupation profiles (task + detail pages) · dated 2026-07.

open source ↗
Forecasting production, consumption, and depletion of renewable and non-renewable resourcesno data yet

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗
Constructing and managing economic datasetswith AI

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗
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 ↗
Economics Teachers, Postsecondary[feeds: source]
Prepare and deliver lectures to undergraduate or graduate students on topics such as econometrics, price theory, and macroeconomics.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 ↗
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 ↗
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 ↗
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 ↗
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 ↗
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]
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]
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 Directing AI to build or explain a statistical, economic, or demographic model, then auditing its assumptions
In PhD in Political Economy of Development's own task ledger, Economist's "Compiling, analyzing, and reporting data to explain economic phenomena and…" rates augmented and Political Scientists' "Develop and test theories, using information from interviews, newspapers,…" rates augmented; all 5 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
#2 AI-assisted synthesis of legislation, case law, or policy history, with every citation traced to the primary text
Among PhD in Political Economy of Development'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 Drafting policy briefs with AI and verifying every cited figure against its primary source
Looking at the roles PhD in Political Economy of Development feeds into, Political Scientists' "Collect, analyze, and interpret data, such as election results and public…" rates augmented; all 2 matched rows here rate augmented. Tracing every figure back to its primary source is what keeps a brief safe to hand to a decision-maker. first step: FAO: "Preparing Policy Briefs" (free UN methods handbook, section 4.1) · free · ~20 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 23 of your 44 charted tasks already run with AI in the loop, and 1 task has no source at all: marked unlisted, not estimated. 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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