What it pays
Government survey numbers — not estimates, not ads.
The work, task by task
These are the real jobs-to-be-done, not a wish list. Each task shows where we found it, and the prompt underneath is written for that exact task.
Forecast economic trends
+Produce a six-quarter forecast of employment, wages and vacancy rates for the retail sector using historical…
Forecast economic trends
+Evaluate policy impacts
+Evaluate the impacts of the proposed minimum wage increase on employment, hours, and household incomes using…
Evaluate policy impacts
+Analyze market activity and trends
+Produce a market activity report for the past three years that identifies shifts in employment, wages, and…
Analyze market activity and trends
+Analyse statistical data
+Clean and analyse the household survey microdata to estimate hourly wage distributions, run quantile…
Analyse statistical data
+Teach theories, principles, and methods of economics.
+Design a three-week seminar for graduate students that teaches core labor economics theories, key empirical…
Teach theories, principles, and methods of economics.
+Write about economic policy
+Draft a policy brief arguing for a phased minimum wage increase: present theoretical channels, summarise…
Write about economic policy
+Advise on product feasibility
+Estimate whether this new consumer appliance can sustain a profitable national rollout: model expected demand…
Advise on product feasibility
+Advise on tax policies
+Assess the labor market effects of the proposed tax change: simulate employment and hours responses across…
Advise on tax policies
+Forecast production and consumption of renewable resources and supply, consumption, and depletion of non-renewable resources.
+Forecast annual production and household and industry consumption of renewable resources and annual supply,…
Forecast production and consumption of renewable resources and supply, consumption, and depletion of non-renewable resources.
+Collect financial and socioeconomic data
+Assemble and clean quarterly financial, employment, and demographic data from national accounts, company…
Collect financial and socioeconomic data
+Communicate findings via reports and presentations
+Draft a clear report and 12‑slide presentation that explains methodology, key statistical findings,…
Communicate findings via reports and presentations
+Participate in think tanks and publish research
+Prepare a paper for the think tank workshop: frame the research question, run the regression analyses with…
Participate in think tanks and publish research
+Conduct financial statement analysis
+Perform financial statement analysis on a sample of twenty energy firms: compute profitability, leverage,…
Conduct financial statement analysis
+Study trends
+Analyze labor and resource trends by producing rolling five‑year growth rates, seasonally adjusted employment…
Study trends
+Study how societies allocate resources
+Estimate how households, firms and government trade off consumption, investment and public goods this quarter…
Study how societies allocate resources
+Study international trade and global economics
+Assemble trade flows and tariff schedules for the last decade, construct gravity and general equilibrium…
Study international trade and global economics
+Study economic and statistical data in area of specialization, such as finance, labor, or agriculture.
+Collect and harmonize labor, finance and crop output microdata for my specialization, run descriptive…
Study economic and statistical data in area of specialization, such as finance, labor, or agriculture.
+Review documents written by others.
+Read the draft literature review, annotate methodological weaknesses and data gaps, produce a one‑page…
Review documents written by others.
+Supervise research projects and students' study projects.
+Set up weekly meetings, review each student's project plan and data strategy, assign deadlines for…
Supervise research projects and students' study projects.
+Provide litigation support, such as writing reports for expert testimony or testifying as an expert witness.
+Draft an expert report quantifying lost earnings and labor market impacts in the case, run the supporting…
Provide litigation support, such as writing reports for expert testimony or testifying as an expert witness.
+Says who?
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Activities this job lives in
The human activities behind the tasks — each with its honest AI ceiling.
The logs, files & records this job keeps
Shared with other careers — the same record means something different in each.
Related careers
Same family of work — each with its own tasks and prompts.
The rest of the map
Same library, five ways in.
Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses