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.
Analyze data on monetization performance
+Produce a week-by-week dashboard of in-game purchase, ad revenue, and conversion funnel metrics for Live…
Analyze data on monetization performance
+Produce a week-by-week dashboard of in-game purchase, ad revenue, and conversion funnel metrics for Live Battle Royale, flagging any cohorts with revenue per DAU dropping more than 15% and annotate suspected feature or campaign causes.
The tools that do the workTwitchweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Measure outcomes of monetization strategies
+Calculate lift and statistical significance for last month’s pricing test on the Season Pass versus baseline,…
Measure outcomes of monetization strategies
+Calculate lift and statistical significance for last month’s pricing test on the Season Pass versus baseline, report revenue per paying user, retention at day 7 and 30, and recommend whether to scale, iterate, or roll back.
The tools that do the workYouTube Gamingweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Refine methods based on evidence
+Review the last three experiments on limited-time bundles, compare predicted versus actual spend, identify…
Refine methods based on evidence
+Review the last three experiments on limited-time bundles, compare predicted versus actual spend, identify which targeting or messaging correlated with higher LTV, and propose two concrete method changes to improve signal-to-noise.
The tools that do the workGamer Senseiweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Document results for review
+Assemble a concise one-page results memo for the monetization review meeting: include top three wins, two…
Document results for review
+Assemble a concise one-page results memo for the monetization review meeting: include top three wins, two risks with numbers, and the datasets and queries used so the product and finance leads can validate findings.
The tools that do the workTwitchweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Design systems and workflows for monetization
+Draft a new measurement workflow that ties event taxonomy to revenue attribution, listing required events,…
Design systems and workflows for monetization
+Draft a new measurement workflow that ties event taxonomy to revenue attribution, listing required events, ownership, QA checks, and weekly reporting cadence so live ops can execute without analytic hand-holding.
The tools that do the workYouTube Gamingweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Build or improve tracking and measurement tools
+Build or update the tracking plan for virtual goods: define events, properties, expected volumes, and alert…
Build or improve tracking and measurement tools
+Build or update the tracking plan for virtual goods: define events, properties, expected volumes, and alert thresholds; include SQL snippets to populate the revenue table used by finance reporting.
The tools that do the workGamer Senseiweb
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.
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