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.
Write speeches and remarks for political figures
+Draft a 12‑minute keynote for Mayor Elena Ruiz on the city recovery plan that opens with a personal story…
Write speeches and remarks for political figures
+Draft a 12‑minute keynote for Mayor Elena Ruiz on the city recovery plan that opens with a personal story from last summer’s flood, explains three concrete actions with expected outcomes and costs, and finishes with a clear call to community volunteers 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?
Edit and refine speech drafts for clarity and impact
+Take the deputy leader’s 1,800‑word draft for the health town hall, cut to 900–1,000 words, tighten the…
Edit and refine speech drafts for clarity and impact
+Take the deputy leader’s 1,800‑word draft for the health town hall, cut to 900–1,000 words, tighten the opening anecdote, replace jargon with plain language, add two rhetorical transitions, and mark three lines for the speaker to pause before Monday’s rehearsal.
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?
Research political topics and gather supporting evidence
+Compile a one‑page evidence packet on apprenticeship outcomes in the region: five recent studies, three local…
Research political topics and gather supporting evidence
+Compile a one‑page evidence packet on apprenticeship outcomes in the region: five recent studies, three local statistics, two vetted quotes from employers, and one short narrative example for use in Friday’s budget briefing.
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?
Translate complex policy ideas into accessible language
+Rewrite the policy brief on urban transportation into a 600‑word speech aimed at commuters: simplify the top…
Translate complex policy ideas into accessible language
+Rewrite the policy brief on urban transportation into a 600‑word speech aimed at commuters: simplify the top three technical points, add a relatable metaphor, include one local example and a single call to action for Tuesday’s radio interview.
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?
Analyze data and measurements to support speech content
+Analyze last quarter’s polling and traffic metrics to produce three evidence slides that link message lines…
Analyze data and measurements to support speech content
+Analyze last quarter’s polling and traffic metrics to produce three evidence slides that link message lines to audience segments, show two supporting charts, and recommend which three claims are safe to use in Friday’s speech.
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?
Design or develop systems and workflows for speech production
+Design a step‑by‑step speech production workflow: roles, draft deadlines, review checkpoints, versioning…
Design or develop systems and workflows for speech production
+Design a step‑by‑step speech production workflow: roles, draft deadlines, review checkpoints, versioning rules and a frictionless sign‑off for the leader, so the team can deliver final copy two days before events going forward.
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?
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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.
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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