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.
Advocate for causes with government officials
+Draft and send a concise advocacy brief to Senator Martinez’s policy aide and the legislative director at the…
Advocate for causes with government officials
+Draft and send a concise advocacy brief to Senator Martinez’s policy aide and the legislative director at the Department of Transportation explaining our coalition’s position on the freight funding bill, request a 30-minute call next week, and attach two one-page fact sheets and state data showing economic impact.
The tools that do the workLinkedInweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Attend committee hearings
+Prepare a two-page hearing memo for Tuesday’s Transportation Committee including expected witnesses, three…
Attend committee hearings
+Prepare a two-page hearing memo for Tuesday’s Transportation Committee including expected witnesses, three targeted questions for Representative Allen, the coalition’s talking points, and a one-paragraph ask for the clerk so I can submit testimony on the record.
The tools that do the workLinkedInweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Meet with elected officials and policymakers
+Confirm and schedule a 45-minute in-person meeting with Congressman Ruiz and his scheduler for Thursday at…
Meet with elected officials and policymakers
+Confirm and schedule a 45-minute in-person meeting with Congressman Ruiz and his scheduler for Thursday at 3pm, send our tailored one-page policy ask and two supporting charts in advance, and include who from our team will attend and the expected outcome.
The tools that do the workLinkedInweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Research policy issues
+Compile a research packet on last five years of state renewable portfolio standards: executive summaries,…
Research policy issues
+Compile a research packet on last five years of state renewable portfolio standards: executive summaries, three relevant studies, key vote histories, and a one-page implications note for our CEO to review before next Tuesday’s strategy session.
The tools that do the workLinkedInweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Track legislation to ensure policy alignment
+Set up a legislative tracking digest for the Clean Energy Act that flags committee moves, amendment filings,…
Track legislation to ensure policy alignment
+Set up a legislative tracking digest for the Clean Energy Act that flags committee moves, amendment filings, and key votes, and send daily summaries to me, the policy lead Hannah Brooks, and our CEO with recommended alignment actions.
The tools that do the workLinkedInweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Travel to meet officials in Congress and state capitals
+Book travel to Washington DC and then to Sacramento for next month’s meetings with Representative Vega and…
Travel to meet officials in Congress and state capitals
+Book travel to Washington DC and then to Sacramento for next month’s meetings with Representative Vega and State Senator Coleman: arrange flights arriving Monday morning, a downtown hotel near the Hill, and calendar invites for our meetings with travel times and briefing materials attached.
The tools that do the workLinkedInweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Says who?
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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