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Master's in Economics

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 HUMAN9
with AI15
shifting13
no data yet (no source, no guess)1
tasks charted · feeds 5 jobs37
of 37 charted tasks: 9 stay human · 15 run with AI in the loop · 13 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 ↗
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 ↗
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 ↗
Survey Researchers[feeds: source]
Review, classify, and record survey data in preparation for computer analysis.shifting

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

open source ↗
Monitor and evaluate survey progress and performance, using sample disposition reports and response rate calculations.with AI

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

open source ↗
Produce documentation of the questionnaire development process, data collection methods, sampling designs, and decisions related to sample statistical weighting.shifting

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

open source ↗
Prepare and present summaries and analyses of survey data, including tables, graphs, and fact sheets that describe survey techniques and results.shifting

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

open source ↗
Determine and specify details of survey projects, including sources of information, procedures to be used, and the design of survey instruments and materials.shifting

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

open source ↗
Consult with clients to identify survey needs and specific requirements, such as special samples.with AI

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

open source ↗
Conduct surveys and collect data, using methods such as interviews, questionnaires, focus groups, market analysis surveys, public opinion polls, literature reviews, and file reviews.shifting

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

open source ↗
Support, plan, and coordinate operations for single or multiple surveys.shifting

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

open source ↗
the delta: what moves your picture
#1 AI-assisted survey and questionnaire design, with the ethics and consent layer kept human
In Master's in Economics' own task ledger, Survey Researchers' "Review, classify, and record survey data in preparation for computer analysis" rates exposed; 2 of the 8 matched rows here rate augmented and 6 rate exposed. Owning the consent language and the ethical-review submission yourself is the part of survey design no model should draft unsupervised. first step: WHO: research ethics review and informed-consent process guidance (free public document) · free · ~15 min
#2 Cleaning survey, demographic, or field-research data with AI, validated line-by-line against the codebook
Among Master's in Economics' matched ledger rows, 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
#3 Directing AI to build or explain a statistical, economic, or demographic model, then auditing its assumptions
Looking at the roles Master's in Economics feeds into, Economist's "Compiling, analyzing, and reporting data to explain economic phenomena and…" rates augmented; all 3 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.” 15 of your 37 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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