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.
Assess political, social, and economic risk factors from multiple sources
+Assess political, social and economic risk for the next 18 months by synthesising open-source reporting,…
Assess political, social, and economic risk factors from multiple sources
+Assess political, social and economic risk for the next 18 months by synthesising open-source reporting, local economic indicators, protest and election calendars, and trade data into a one-page heat map and a 600-word executive summary for the country team by Wednesday.
The tools that do the workTERRAFORM-IQweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Monitor geopolitical developments and policy changes
+Monitor geopolitical developments and policy changes affecting energy and trade, flag three items daily with…
Monitor geopolitical developments and policy changes
+Monitor geopolitical developments and policy changes affecting energy and trade, flag three items daily with source, likely impact and confidence level, and compile a weekly digest for the policy desk every Friday morning.
The tools that do the workCLAIRVOYANCE CXweb
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Analyze threats and opportunities affecting governments and businesses
+Analyse immediate threats and commercial opportunities for our client operating in West Africa, produce…
Analyze threats and opportunities affecting governments and businesses
+Analyse immediate threats and commercial opportunities for our client operating in West Africa, produce risk/opportunity matrices for security, regulatory and supply-chain exposures, and recommend three mitigation or entry steps for the account team by Tuesday COB.
The tools that do the workLITHVIK N1web
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Develop scenario models and forecasts for political or international events
+Build scenario models for a possible government change next year: define three plausible trajectories, assign…
Develop scenario models and forecasts for political or international events
+Build scenario models for a possible government change next year: define three plausible trajectories, assign likelihoods and key triggers, estimate economic impact ranges, and deliver model outputs and a short briefing note to senior analysts within five working days.
The tools that do the workCEREBRAS P5web
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Produce bespoke risk assessments and detailed reports with recommendations
+Produce a bespoke country risk report for the client, including executive summary, detailed risk chapters on…
Produce bespoke risk assessments and detailed reports with recommendations
+Produce a bespoke country risk report for the client, including executive summary, detailed risk chapters on politics, security and economy, quantified risk scores and three actionable recommendations, formatted for client review by next Monday.
The tools that do the workCLAIRVOYANCE CXTERRAFORM-IQweb
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Deliver briefings and presentations to clients and internal teams
+Prepare a 12-slide briefing and speaker notes for the Tuesday client call: include topline risks, three…
Deliver briefings and presentations to clients and internal teams
+Prepare a 12-slide briefing and speaker notes for the Tuesday client call: include topline risks, three worst-case/most-likely/best-case slides, supporting data visualisations and one recommended client action per risk area.
The tools that do the workLITHVIK N1web
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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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
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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