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.
Implement government policies and programs
+Roll out the new homelessness prevention policy across the three district teams: confirm budget lines and…
Implement government policies and programs
+Roll out the new homelessness prevention policy across the three district teams: confirm budget lines and staffing, schedule the two training workshops for next Wednesday and Friday, send the implementation checklist to team leads, and flag any regulatory gaps to the director within five working days.
The tools that do the workGovernment financial management systemsMicrosoft Officeweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Manage and deliver public resources and services
+Reallocate the winter warming fund to cover extra shelter hours: produce a one-page operational plan showing…
Manage and deliver public resources and services
+Reallocate the winter warming fund to cover extra shelter hours: produce a one-page operational plan showing revised service hours, staff rotas and estimated marginal costs, circulate it to the shelter managers and community liaison by Tuesday, and arrange same-week sign-off with the finance lead.
The tools that do the workGovernment financial management systemsMicrosoft Officeweb
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Oversee administration functions like budgeting and procurement
+Finalise next quarter's procurement plan for office supplies and consultancy support: check current…
Oversee administration functions like budgeting and procurement
+Finalise next quarter's procurement plan for office supplies and consultancy support: check current contracts, list required approvals and tender windows, produce the budget impact summary for the CFO, and book a procurement review meeting for Friday at 10am.
The tools that do the workGovernment financial management systemsMicrosoft Officeweb
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Coordinate projects within public sector organizations
+Coordinate the integrated service project across health, housing and employment teams: map deliverables and…
Coordinate projects within public sector organizations
+Coordinate the integrated service project across health, housing and employment teams: map deliverables and milestones, assign leads with clear dependencies, circulate the merged project timeline to all stakeholders, and escalate any resource clashes to the programme manager within three days.
The tools that do the workMicrosoft OfficeResearch and data analysis toolsweb
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Analyze social issues and develop solutions
+Analyse rising youth unemployment in the north ward and propose three actionable interventions: prepare a…
Analyze social issues and develop solutions
+Analyse rising youth unemployment in the north ward and propose three actionable interventions: prepare a short evidence brief with local labour market data, costed options, and one recommended pilot for a six-month employment support scheme, then present it to the policy committee next Tuesday.
The tools that do the workResearch and data analysis toolsMicrosoft Officeweb
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Research and review policies and reports
+Review the draft housing strategy and related evaluation reports: check methodology, reconcile the…
Research and review policies and reports
+Review the draft housing strategy and related evaluation reports: check methodology, reconcile the performance indicators with the outcomes framework, annotate where assumptions need evidence, and return a redlined version to the strategy lead with a four-point summary by Friday noon.
The tools that do the workMicrosoft OfficeResearch and data analysis toolsweb
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