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.
Guide individuals through structured reasoning routines
+Guide Maya through a four-step reasoning routine for her hiring decision: state the claim, list supporting…
Guide individuals through structured reasoning routines
+Guide Maya through a four-step reasoning routine for her hiring decision: state the claim, list supporting evidence and gaps, identify assumptions, and produce a one-paragraph tentative conclusion she can test with a shortlist of two candidates by Friday.
The tools that do the workChatGPTweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Help analyze arguments and evaluate evidence step-by-step
+Walk Alex through analyzing Dr. Patel's argument about expanding clinics: extract each premise, evaluate the…
Help analyze arguments and evaluate evidence step-by-step
+Walk Alex through analyzing Dr. Patel's argument about expanding clinics: extract each premise, evaluate the evidence quality, flag any logical leaps, and produce numbered follow-up questions Alex must ask before endorsing the proposal.
The tools that do the workChatGPTweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Assist in identifying and challenging assumptions
+Help Sara identify and challenge the core assumptions behind her marketing plan: list every unstated premise,…
Assist in identifying and challenging assumptions
+Help Sara identify and challenge the core assumptions behind her marketing plan: list every unstated premise, rate how risky each is, suggest ways to test the three riskiest assumptions in two-week experiments.
The tools that do the workChatGPTweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Facilitate listing and comparing multiple alternatives
+Facilitate a session with the product team to list five viable alternatives to the roadmap item, compare…
Facilitate listing and comparing multiple alternatives
+Facilitate a session with the product team to list five viable alternatives to the roadmap item, compare likely impact, cost, and uncertainty for each, then recommend which two to prototype next quarter with brief rationales.
The tools that do the workChatGPTweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Surface and examine underlying biases in reasoning
+Work with Daniel to surface cognitive and organizational biases affecting his quarterly forecast: identify at…
Surface and examine underlying biases in reasoning
+Work with Daniel to surface cognitive and organizational biases affecting his quarterly forecast: identify at least six bias signals in the assumptions, explain how each skews estimates, and give three concrete mitigation steps he can implement this month.
The tools that do the workChatGPTweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Draft evidence-based test questions for decision validation
+Draft ten evidence-based test questions for Priya to validate the sales strategy, each tied to specific data…
Draft evidence-based test questions for decision validation
+Draft ten evidence-based test questions for Priya to validate the sales strategy, each tied to specific data to collect, the pass/fail criterion, and the minimal sample size needed to have confidence in the result.
The tools that do the workChatGPTweb
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.
Activities this job lives in
The human activities behind the tasks — each with its honest AI ceiling.
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.
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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