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.
Develop policy proposals based on evidence and analysis
+Draft a short package of policy proposals on reducing urban heat risk that sets out the problem, three…
Develop policy proposals based on evidence and analysis
+Draft a short package of policy proposals on reducing urban heat risk that sets out the problem, three evidence-backed options with costs and implementation steps, estimated impacts on vulnerable wards, and next steps for ministers by Wednesday.
The tools that do the workMicrosoft WordMicrosoft Excelweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Interpret data and research to inform decisions
+Analyse the latest housing stock and health data to produce a one-page briefing that highlights three…
Interpret data and research to inform decisions
+Analyse the latest housing stock and health data to produce a one-page briefing that highlights three data-driven risks, the confidence level for each finding, and recommended thresholds for trigger action for the steering board next Monday.
The tools that do the workGovernment-specific case management and data analysis toolsMicrosoft Excelweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Draft written submissions and policy advice for ministers
+Draft a concise written submission for the minister that states the policy recommendation, outlines the…
Draft written submissions and policy advice for ministers
+Draft a concise written submission for the minister that states the policy recommendation, outlines the evidence base, summarises the financial and legal implications, and includes a one-paragraph communications line for the press officer by close of business Friday.
The tools that do the workMicrosoft Wordweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Clear advice with colleagues and other government departments
+Produce a short joint note for colleagues in Transport and Treasury that reconciles our preferred option with…
Clear advice with colleagues and other government departments
+Produce a short joint note for colleagues in Transport and Treasury that reconciles our preferred option with their concerns, lists outstanding issues needing their agreement, and proposes two compromise positions with timelines for a clearance meeting next Tuesday.
The tools that do the workMicrosoft Wordweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Engage with senior officials and special advisers for input
+Prepare a briefing pack for the director and the special adviser that summarises the policy choices,…
Engage with senior officials and special advisers for input
+Prepare a briefing pack for the director and the special adviser that summarises the policy choices, political risks, suggested ministerial lines, and three options for rapid implementation so they can sign off at the 10am meeting on Thursday.
The tools that do the workMicrosoft PowerPointMicrosoft Wordweb
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.
Related careers
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.
Copyright © LLOS.ai · 2026 — original pedagogy, voice, and design — all rights reserved.
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