287 different careers — and it means something different in each. Statistics for a Bioethicist is not statistics for a Biostatistician. Below, the real task it carries in every job, with a ready AI prompt for each.
287careers do this work
12prompts that speak it
282attested by the job's own software
The statistics, job by job
Same artifact, different stakes — each card is one career's real use of it, with its prompt.
Bioethicist — Conduct research and publish findings
Assemble the manuscript on our moral framing study, integrate the statistics and tables from the pilot, write the methods and ethics sections to journal standard, and prepare a cover letter for submission by next Monday.
Biostatistician — Write research proposals or grant applications for submission to external bodies.
Draft the statistics section of the grant: define primary and secondary endpoints, sample size justification with power calculations, planned models and sensitivity analyses, timelines and personnel effort, then attach to the proposal and send to the PI for sign-off three days before the deadline.
Observational Astronomer — Publish research articles
Prepare the manuscript of our radial-velocity survey: assemble methods, results, tables of orbital fits, make uniform figures, run a final statistics check on false alarm probabilities, and format the submission-ready PDF with cover letter to the journal.
Pharma Formulation Scientist — Analyze research data
Compile the recent assay outputs, clean and join the raw columns, run the agreed statistics to compare formulations, plot the response curves, and produce a one-page summary of results, methods and next-step recommendations for the PI by Wednesday.
Write the paper reporting our VLA observations of the Galactic center: draft introduction and methods, assemble figures and calibrated data tables, run the statistics on flux variability, circulate a full draft to Anna and Miguel for comment by next Friday, and prepare submission files for the journal.
Science Teacher Biology — Publish research findings
Assemble the manuscript draft with methods, results tables, figures and citations, run the statistics section through the analysis script, prepare a cover letter and submit the files to the target journal by the end of the month.
Beekeeping Specialist — Write reports and scholarly papers
Draft the journal article from our March colony genetics study: assemble the methods and results sections from the sequenced sample table, run the population statistics, generate figures for allele frequencies and survival curves, then produce a submission-ready manuscript for Ecological Entomology by Friday.
Blog Editor — Verify key numbers and time codes on materials.
Verify the key numbers and time codes on the materials: cross-check all quoted statistics against the source spreadsheets, confirm timestamps on audio clips match the script, and flag any discrepancies to Lucas and the producer before noon tomorrow.
Education Content Writer — Conduct research for factual accuracy
Verify factual accuracy for the statistics and claims in the beginner stats module: cross-check five cited sources, note any discrepancies, update citations to primary studies, and deliver a short errata report by Friday.
Research Writer — Use graphics or illustrations to enhance communication
Turn the key statistics and quotes into three simple graphics: a bar chart of survey responses, an annotated timeline of policy events, and a pull-quote panel with source attribution, sized for print and web.
Urban Policy Analyst — Collect weather-related data
Compile and quality-check the past ten years of city weather station records, flag gaps and obvious sensor errors, create a cleaned dataset ready for trend analysis, and hand the dataset and a cleaning log to the statistics team by Monday.
Every job keeps its own logs, files, records and schedules — and the same one can live in hundreds of jobs, meaning something different in each. The LLOS Work Atlas maps them from the evidence — the software each career is attested to use — never from imagination.