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How a social scientist / related worker can use AI, task by task

O*NET 19-3099.00: Social Scientists and Related Workers, All OtherMedian pay $101,110/year (BLS, May 2025)15 common activities

All social scientists and related workers not listed separately.

Your job title Type your own title and every prompt on this page updates to match. Also called: —.

Where AI fits in this job

AI-ready 36%AI-assist 64%Stays human 0%

Share of the job's common activities across related occupations, weighted by how important and how frequent each task is (O*NET ratings). 5 AI-ready, 10 AI-assist and 0 human-led tasks out of 15. This measures where AI can help, not whether the job will disappear.

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

Interpret research or operational data.Crunch the numbers · Weekly
Collaborate with technical specialists to resolve design or development problems.Coordinate & message · Weekly
Appraise environmental impact of regulations or policies.Look into it · Weekly

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

None of this job's listed tasks fall in this group.

AI can draft these 5

AI produces a usable first pass. You review it, fix it and own it.

Interpret research or operational data.

Weekly

AI finds trends and writes the spreadsheet formulas.

Show prompt & steps

Paste a spreadsheet or table and ask AI to find trends, outliers and totals, or to write the formula you need. It's like having an analyst on call.

Ready-to-use prompt

I work as a social scientist / related worker. Part of my job is to interpret research or operational data.

Context: We use Tableau and Microsoft Power BI; the work draws on transportation, geography and law and government.
Study or test: [what was measured and why]
Results: [paste de-identified data or summary]

Explain what the results show, how confident we can be, possible confounders, and what to report or follow up. Say where expert judgment is needed.

10-minute exercise: Interpret study or lab data

Step 1Take one set of results you need to interpret.

Step 2Fill in [Study or test] and [Results] with the real details, then run the prompt.

Step 3Compare its reading with your own and note where you disagree and why.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 4.0/5 · O*NET work activity: Interpret research or operational data..

Analyze data to identify or resolve operational problems.

Monthly

AI finds trends and writes the spreadsheet formulas.

Show prompt & steps

Paste a spreadsheet or table and ask AI to find trends, outliers and totals, or to write the formula you need. It's like having an analyst on call.

Ready-to-use prompt

I work as a social scientist / related worker. Part of my job is to analyze data to identify or resolve operational problems.

Context: We use Tableau and Microsoft Power BI; the work draws on transportation, geography and law and government.
Problem: [delays, errors, defects, protocol issues]
Data: [paste logs, indicators, printouts]

Find patterns that point to the cause, rank likely causes, and suggest checks and fixes. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Root-cause from data

Step 1Pick a real example: the next time you analyze data to identify or resolve operational problems.

Step 2Fill in [Problem] and [Data] with the real details, then run the prompt.

Step 3Run the first check it suggests and confirm the cause before fixing.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 4.3/5 · O*NET work activity: Analyze data to identify or resolve operational problems..

Prepare scientific or technical reports or presentations.

Monthly

AI turns complex material into plain-language handouts.

Show prompt & steps

AI is great at turning complicated material into plain-language guides, handouts, FAQs and how-tos for a specific audience. You check it's accurate.

Ready-to-use prompt

I work as a social scientist / related worker. Part of my job is to prepare scientific or technical reports or presentations.

Context: We use SAS and IBM SPSS Statistics; the work draws on transportation, geography and law and government.
Topic: [status, results, fixes]
Audience: [customers, staff]
Notes: [paste]

Draft slides outline and speaker notes. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Technical presentation

Step 1Pick a real example: the next time you prepare scientific or technical reports or presentations.

Step 2Fill in [Topic], [Audience] and [Notes] with the real details, then run the prompt.

Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 3.9/5 · O*NET work activity: Prepare scientific or technical reports or presentations..

Prepare documentation for permits or licenses.

Monthly

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a social scientist / related worker. Part of my job is to prepare documentation for permits or licenses.

Context: We use Adobe Acrobat and Microsoft Word.
Permit: [type, agency]
Project details: [describe]

List required documents and draft the narrative sections. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Permit application pack

Step 1Pick a real example: the next time you prepare documentation.

Step 2Fill in [Permit] and [Project details] with the real details, then run the prompt.

Step 3Check requirements on the agency's current form. Confirm the rules against the current official source.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 3.8/5 · O*NET work activity: Prepare documentation for permits or licenses..

Analyze traffic data.

Monthly

AI finds trends and writes the spreadsheet formulas.

Show prompt & steps

Paste a spreadsheet or table and ask AI to find trends, outliers and totals, or to write the formula you need. It's like having an analyst on call.

Ready-to-use prompt

I work as a social scientist / related worker. Part of my job is to analyze traffic data.

Context: We use Tableau and Microsoft Power BI; the work draws on transportation, geography and law and government.
Traffic type: [network, road, web]
Data: [paste counts, logs or waveforms]

Find patterns, peaks and anomalies, and explain possible causes. Give code or formulas. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Traffic data analysis

Step 1Pick a real example: the next time you analyze traffic data.

Step 2Fill in [Traffic type] and [Data] with the real details, then run the prompt.

Step 3Investigate one anomaly in the raw data.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 3.9/5 · O*NET work activity: Analyze traffic data..

AI can help you prep these 10

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Collaborate with technical specialists to resolve design or development problems.

Weekly

AI drafts clear messages and talking points.

Show prompt & steps

AI can draft updates, emails and talking points so your message is clear and complete. Relationships and real-time calls are yours.

Ready-to-use prompt

I work as a social scientist / related worker. Part of my job is to collaborate with technical specialists to resolve design or development problems.

Context: We use Python and Microsoft Visual Basic.
Issue: [product, construction]
Specialists: [engineers, experts]

Draft questions and data to share. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Technical problem collaboration

Step 1Pick a real example: the next time you collaborate with technical specialists (this week).

Step 2Fill in [Issue] and [Specialists] with the real details, then run the prompt.

Step 3Edit it until it sounds like you, then send it yourself.

Never let AI send messages for you. Read every word, because tone mistakes cost trust.

Importance 4.1/5 · O*NET work activity: Collaborate with technical specialists to resolve design or development problems..

Appraise environmental impact of regulations or policies.

Weekly

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a social scientist / related worker. Part of my job is to appraise environmental impact of regulations or policies.

Context: We use SAS and IBM SPSS Statistics; the work draws on transportation, geography and law and government.
Policy or practice: [regulation, land-use change]
Area: [ecosystems, region]

Summarize likely environmental impacts, evidence for each, and data to collect. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Policy environmental impact review

Step 1Pick a real example: the next time you appraise environmental impact of regulations or policies (this week).

Step 2Fill in [Policy or practice] and [Area] with the real details, then run the prompt.

Step 3Open two of the sources it gives and confirm the key claim before you use it. Confirm the rules against the current official source.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 4.1/5 · O*NET work activity: Appraise environmental impact of regulations or policies..

Determine causes of operational problems or failures.

Monthly

AI suggests causes to test; the hands-on fix is yours.

Show prompt & steps

AI can suggest likely causes and a diagnostic order to try. Hands-on testing and the final fix are yours.

Ready-to-use prompt

I work as a social scientist / related worker. Part of my job is to determine causes of operational problems or failures.

Context: The work draws on transportation, geography and law and government.
Problem: [process upset, failure, fire]
Evidence: [readings, observations, timeline]

List likely causes ranked, tests to confirm, and how to prevent recurrence. Rank causes from most to least likely with a quick test for each, and flag safety risks.

10-minute exercise: Find the cause

Step 1Pick a real example: the next time you determine causes of operational problems or failures.

Step 2Fill in [Problem] and [Evidence] with the real details, then run the prompt.

Step 3Did it reach your cause? Use that to judge it next time.

Never follow AI repair steps that bypass safety procedures, lockout/tagout or manufacturer guidance.

Importance 4.3/5 · O*NET work activity: Determine causes of operational problems or failures..

Advise others on matters of public policy.

Monthly

AI helps you prepare clearer wording and likely questions.

Show prompt & steps

Use AI to prepare: simpler wording, analogies, likely questions and a one-page handout. The conversation itself is yours.

Ready-to-use prompt

I work as a social scientist / related worker. Part of my job is to advise others on matters of public policy.

Context: The work draws on transportation, geography and law and government.
Issue: [environment, climate, other]
Audience: [policymakers]

Write a short brief with options and recommendation. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Policy advice

Step 1Pick a real example: the next time you advise others.

Step 2Fill in [Issue] and [Audience] with the real details, then run the prompt.

Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 4.2/5 · O*NET work activity: Advise others on matters of public policy..

Communicate with the public on environmental issues.

Monthly

AI helps you prepare clearer wording and likely questions.

Show prompt & steps

Use AI to prepare: simpler wording, analogies, likely questions and a one-page handout. The conversation itself is yours.

Ready-to-use prompt

I work as a social scientist / related worker. Part of my job is to communicate with the public on environmental issues.

Context: The work draws on transportation, geography and law and government.
Issue: [hazard, wildlife, conservation]
Audience: [public, property owners]

Draft clear public information and FAQs. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Public environmental information

Step 1Pick a real example: the next time you communicate with the public.

Step 2Fill in [Issue] and [Audience] with the real details, then run the prompt.

Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 4.3/5 · O*NET work activity: Communicate with the public on environmental issues..

Develop theories or models of physical phenomena.

Monthly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a social scientist / related worker. Part of my job is to develop theories or models of physical phenomena.

Context: We use Tableau and Microsoft Power BI; the work draws on transportation, geography and law and government.
Phenomenon: [describe]
Data: [observations]

Suggest models and simulation code. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Physical model or simulation

Step 1Pick a real example: the next time you develop theories or models of physical phenomena.

Step 2Fill in [Phenomenon] and [Data] with the real details, then run the prompt.

Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 3.8/5 · O*NET work activity: Develop theories or models of physical phenomena..

Analyze data to identify trends or relationships among variables.

Monthly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a social scientist / related worker. Part of my job is to analyze data to identify trends or relationships among variables.

Context: We use Tableau and Microsoft Power BI; the work draws on transportation, geography and law and government.
Data: [paste table]
Question: [what relationships matter]

Analyze correlations and trends with code or formulas. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Find trends and relationships

Step 1Pick a real example: the next time you analyze data to identify trends or relationships among variables.

Step 2Fill in [Data] and [Question] with the real details, then run the prompt.

Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 3.9/5 · O*NET work activity: Analyze data to identify trends or relationships among variables..

Analyze costs and benefits of proposed designs or projects.

Monthly

AI pre-checks against the rules; the sign-off stays with you.

Show prompt & steps

Use AI as a first-pass checker against a list of rules or standards. The final judgment and sign-off stay with you.

Ready-to-use prompt

I work as a social scientist / related worker. Part of my job is to analyze costs and benefits of proposed designs or projects.

Context: We use Adobe Acrobat and SAS; the work draws on transportation, geography and law and government.
Design or project: [describe]
Costs and benefits: [paste]

Build a cost-benefit table with formulas. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: Cost-benefit analysis

Step 1Pick a real example: the next time you analyze costs and benefits of proposed designs or projects.

Step 2Fill in [Design or project] and [Costs and benefits] with the real details, then run the prompt.

Step 3Do your usual review too, and note what AI caught and what it missed. Recompute every total yourself.

AI can miss things and sound sure about it. Use it to catch extra problems, not as the final check.

Double-check every number. AI can make arithmetic and rounding mistakes.

Importance 4.0/5 · O*NET work activity: Analyze costs and benefits of proposed designs or projects..

Evaluate civic projects or public policies.

A few times a year

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a social scientist / related worker. Part of my job is to evaluate civic projects or public policies.

Context: We use Tableau and Microsoft Power BI; the work draws on transportation, geography and law and government.
Policy or project: [describe]
Evidence: [paste data, costs, outcomes]
Criteria: [effectiveness, cost, equity, feasibility]

Evaluate against each criterion, list trade-offs, and draft a recommendation paragraph. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Policy or project evaluation

Step 1Pick a real example: the next time you evaluate civic projects or public policies.

Step 2Fill in [Policy or project], [Evidence] and [Criteria] with the real details, then run the prompt.

Step 3Check every figure against the source before it goes in a brief.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 3.7/5 · O*NET work activity: Evaluate civic projects or public policies..

Develop methods of social or economic research.

A few times a year

AI lays out options and timelines to react to.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as a social scientist / related worker. Part of my job is to develop methods of social or economic research.

Context: We use Microsoft Project and Oracle Primavera Enterprise Project Portfolio Management; the work draws on transportation, geography and law and government.
Study: [protocol, selection program]
Goals: [what to measure]

Draft methods, sampling and evaluation. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Social or health research method

Step 1Pick a real example: the next time you develop methods of social or economic research.

Step 2Fill in [Study] and [Goals] with the real details, then run the prompt.

Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 4.0/5 · O*NET work activity: Develop methods of social or economic research..

These stay human 0

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

None of this job's tasks are here.

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