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.
Research historical records in libraries and archives
+Search local and national library and archive catalogs for birth, marriage, land and probate records for the…
Research historical records in libraries and archives
+Search local and national library and archive catalogs for birth, marriage, land and probate records for the Connors family of County Cork between 1800 and 1870, request available digitized copies and note shelfmarks and access restrictions for follow-up visits.
The tools that do the workAncestry.comweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Analyze and transcribe records for accuracy
+Transcribe the 1841 and 1851 census entries for Thomas and Mary O’Leary exactly as written, flag illegible…
Analyze and transcribe records for accuracy
+Transcribe the 1841 and 1851 census entries for Thomas and Mary O’Leary exactly as written, flag illegible abbreviations, compare names and ages across both censuses for inconsistencies, and produce a one‑page accuracy report with source citations.
The tools that do the workFamily Tree Makerweb
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Develop a research plan for each project
+Draft a step‑by‑step research plan for the Patel line starting from 1900 in Leicester: prioritize civil…
Develop a research plan for each project
+Draft a step‑by‑step research plan for the Patel line starting from 1900 in Leicester: prioritize civil registration indexes, parish registers, and immigration records, set two‑week research sprints, list required repositories and likely costs, and define success criteria for each sprint.
The tools that do the workGenealogical Proof Standard (GPS) toolsweb
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Verify connections between generations with evidence
+Compare baptism, marriage and census entries that link Mary Harris (b. 1855) to her presumed parents: extract…
Verify connections between generations with evidence
+Compare baptism, marriage and census entries that link Mary Harris (b. 1855) to her presumed parents: extract the evidence, record how each source supports or contradicts the connection, and state whether the link meets preponderance of evidence or requires further evidence types.
The tools that do the workMyHeritageweb
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Identify and fix errors in family trees
+Audit the Walker family tree back to 1900, identify duplicate individuals, impossible dates and unsourced…
Identify and fix errors in family trees
+Audit the Walker family tree back to 1900, identify duplicate individuals, impossible dates and unsourced relationships, correct transcription errors where supported by records, and attach a brief note to each corrected node explaining the change and the supporting source.
The tools that do the workFamily Tree Makerweb
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Start research from the earliest known ancestors
+Begin research on the earliest known ancestor, Johan Svensson (b. 1789 Uppsala), by collecting all civil,…
Start research from the earliest known ancestors
+Begin research on the earliest known ancestor, Johan Svensson (b. 1789 Uppsala), by collecting all civil, church and land records that mention him or his children, build a chronological file of extracted facts, and list three missing data points that must be resolved next.
The tools that do the workAncestry.comweb
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