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 articles or essays to share ideas with the public
+Publish a 900–1,200 word essay arguing why AI governance needs citizen juries, illustrate with the Cambridge…
Write articles or essays to share ideas with the public
+Publish a 900–1,200 word essay arguing why AI governance needs citizen juries, illustrate with the Cambridge case and two policy tradeoffs, end with three practical steps for voters, and schedule it for Wednesday morning on my essay page.
The tools that do the workBlogsweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Give public lectures or talks to inform and influence society
+Prepare a 35-minute lecture titled The Role of Expertise in Democracy, open with a five-minute local…
Give public lectures or talks to inform and influence society
+Prepare a 35-minute lecture titled The Role of Expertise in Democracy, open with a five-minute local anecdote, include three crisp evidence slides, a ten-minute audience Q&A, and send the slide deck and speaker notes to the events organiser by Monday.
The tools that do the workMedia platforms (e.g., YouTube, public radio, TV)web
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Engage in civil debate to model effective dialogue
+Arrange a moderated debate with Professor Lin on free speech harms, prepare three rebuttal points and two…
Engage in civil debate to model effective dialogue
+Arrange a moderated debate with Professor Lin on free speech harms, prepare three rebuttal points and two civil-opening questions, agree time limits (5,4,3 minutes), and confirm the moderator and venue by Friday afternoon.
The tools that do the workPodcastsweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Disseminate ideas through blogs, podcasts, or media appearances
+Produce a 25-minute episode that distils my recent essay into three narrative segments, bookend with a…
Disseminate ideas through blogs, podcasts, or media appearances
+Produce a 25-minute episode that distils my recent essay into three narrative segments, bookend with a 90-second personal example, add two brief expert clips, and publish it with show notes and timestamps next Thursday.
The tools that do the workPodcastsweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Simplify complex ideas for broader audiences
+Draft a 600-word explainer that turns my journal chapter on complexity into three plain-language metaphors,…
Simplify complex ideas for broader audiences
+Draft a 600-word explainer that turns my journal chapter on complexity into three plain-language metaphors, include one objection and answer, add a two-sentence takeaway for social shares, and post it on Friday afternoon.
The tools that do the workBlogsweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Communicate insights from their discipline to the public
+Write a 800-word brief translating the latest field study into five actionable insights for city planners,…
Communicate insights from their discipline to the public
+Write a 800-word brief translating the latest field study into five actionable insights for city planners, cite the two most relevant findings, and email the brief and one-page summary to the municipal policy team by Tuesday.
The tools that do the workMedia platforms (e.g., YouTube, public radio, TV)web
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