How we know this
This job isn’t in the U.S. government’s occupational survey yet, so this page carries no official pay figures. Everything below is drawn from published job descriptions and industry guides, each one linked at the foot of the page. The work described is real and sourced. What’s missing is the survey’s rating of which parts of the job matter most — so read this as a picture of the work, not a ranked list.
Think you get this job?Six quick questions on how it really works — with a hint and the reason behind every answer.
Test yourself →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.
Plan and review government policies and programs.
+Review the draft state health policy, compare its targets and budgets against last year’s outcomes and the…
Plan and review government policies and programs.
+Review the draft state health policy, compare its targets and budgets against last year’s outcomes and the central guidelines, highlight three changes that reduce cost or improve reach, and send my annotated recommendation to the Health Secretary by Thursday.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Supervise implementation of schemes at district or state level.
+Inspect district anganwadi and sanitation scheme implementation reports, note gaps in beneficiary coverage…
Supervise implementation of schemes at district or state level.
+Inspect district anganwadi and sanitation scheme implementation reports, note gaps in beneficiary coverage and fund drawdown, issue remedial actions for the Block Development Officer, and schedule a follow-up verification within 21 days.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Manage land revenue collection and revenue courts.
+Reconcile the quarter’s land revenue receipts with the collectorate ledger, identify overdue accounts and…
Manage land revenue collection and revenue courts.
+Reconcile the quarter’s land revenue receipts with the collectorate ledger, identify overdue accounts and disputed cases needing court listing, direct the revenue inspector to prepare summons for five defaulters and brief me tomorrow morning.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Coordinate with departments and elected representatives.
+Prepare a coordination note for the MLA and the Public Works Department outlining the road repair priorities,…
Coordinate with departments and elected representatives.
+Prepare a coordination note for the MLA and the Public Works Department outlining the road repair priorities, list three jointly fundable projects with timelines and cost estimates, and request their confirmation by next Monday for cabinet clearance.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Conduct field visits to oversee developmental activities.
+Plan a two-day field visit to three villages to verify the new water supply works, photograph problem sites,…
Conduct field visits to oversee developmental activities.
+Plan a two-day field visit to three villages to verify the new water supply works, photograph problem sites, interview beneficiaries about service reliability, and file a field report with recommendations within five working days.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Organize and participate in meetings with stakeholders.
+Organise a stakeholder meeting on rural livelihoods, invite the district collector, two NGO leads, local…
Organize and participate in meetings with stakeholders.
+Organise a stakeholder meeting on rural livelihoods, invite the district collector, two NGO leads, local panchayat heads and the bank manager, circulate the agenda with targets and funding gaps, and record action points for my monthly review.
The tools that do the workweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Says who?
These are the pages we read to build this. Open any of them and check us.
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Same family of work — each with its own tasks and prompts.
The LLOS Work Atlas is the world's largest evidenced task library — a map of human work, with a ready prompt behind every task. 1,774 careers · every task named by the sources that witnessed it — O*NET, ESCO, real job descriptions, Wikipedia — and the deepest tasks by several at once. And it is honest about limits: where AI cannot help, the map says so.
The rest of the map
Same library, five ways in.
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Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses
Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses