Research Scientist Math

Research Scientist Math handles 20 typical tasks so you can quickly understand the role’s main duties and outcomes. The examples include who benefits, common constraints and key checks. Each one shows where we found it, and comes with an AI prompt you can copy and use straight away.

20evidenced tasks
20ready prompts
8tools of the trade
19-1029.01O*NET-SOC code
55,850hold this job (US, BLS 2025)
$98,920median pay/yr (US)
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What it pays

Government survey numbers — not estimates, not ads.

Half of all Biological Scientists, All Other in the U.S. earn more than $98,920 a year — the middle 80% land between $60,430 and $168,010. About 55,850 people in the U.S. do this work. Figures are for the U.S. occupation group “Biological Scientists, All Other”. (U.S. Bureau of Labor Statistics survey, published 2025.) In India, Professionals earn about ₹38,298 a month on average — around ₹4.6 lakh a year (government PLFS survey via ILOSTAT, occupation-family figure).
$98,920typical pay / year
55,850people in this work
$168,010+top 10% earn
₹4.6 lakha year in India (family avg)
Think you get this job?Six quick questions on how it really works — with a hint and the reason behind every answer.
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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.

Analysing4

Gather and analyse biological data

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Gather the raw sequencing reads and phenotype tables from the lab shared drive, clean and normalise the…
Gather the raw sequencing reads and phenotype tables from the lab shared drive, clean and normalise the biological measurements, run the agreed statistical tests, produce a one-page summary of findings and data quality by Wednesday for the PI and lab meeting.
The tools that do the workIBM SPSS StatisticsESCOjob descriptionsO*NET

Build and query biological databases

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Design and populate the species-variant database from the acquired CSVs, implement unique keys and indexes…
Design and populate the species-variant database from the acquired CSVs, implement unique keys and indexes for fast queries, create three example queries to retrieve variants by gene, sample and collection date, and hand over schema documentation to the database admin by Friday.
The tools that do the workGitESCOjob descriptionsO*NET

Develop data models and databases.

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Draft the conceptual data model for the multi-omics project, define entity relationships and cardinality,…
Draft the conceptual data model for the multi-omics project, define entity relationships and cardinality, produce an ER diagram and migration-ready table definitions, then circulate to the computational and wet-lab leads for feedback by Monday.
The tools that do the workApache Hadoopjob descriptionsO*NET

Assist scientists in various fields including biotechnology and pharmaceutics

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Prepare a methods brief and a reproducible pipeline for the biotech collaborators: outline sample inclusion…
Prepare a methods brief and a reproducible pipeline for the biotech collaborators: outline sample inclusion criteria, the analytical steps, expected outputs and a small test dataset they can run, then send it to Dr. Chen and the project manager ahead of Friday's coordination call.
The tools that do the workBashESCOO*NET
Convincing1

Create or modify web-based bioinformatics tools.

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Extend the web tool to add a batch upload endpoint and a results page that visualises expression heatmaps,…
Extend the web tool to add a batch upload endpoint and a results page that visualises expression heatmaps, write the backend handler and front-end template, test with the lab's sample dataset and open a pull request for review before Thursday's sprint demo.
The tools that do the workDjangoGitESCOjob descriptionsO*NET
The daily work15

Communicate research results through conference presentations, scientific publications, or project reports.

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Write a 12‑minute conference talk and a submission-ready manuscript that explain our latest error bounds on…
Write a 12‑minute conference talk and a submission-ready manuscript that explain our latest error bounds on the sparse matrix solver, include three slides of numerical results on the Stanford MRI dataset, a one‑paragraph impact statement for grant reviewers, and a checklist confirming all code and data are archived and citable before Friday.
The tools that do the workGitHubO*NET

Consult with researchers to analyze problems, recommend technology-based solutions, or determine computational strategies.

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Meet with Jenna and Arjun to review their nonlinear optimization bottleneck, propose two computation…
Meet with Jenna and Arjun to review their nonlinear optimization bottleneck, propose two computation strategies with estimated runtimes and resource needs, and draft an experiment plan that I can implement and instrument next week to compare convergence and accuracy.
The tools that do the workC++O*NET

Confer with departments, such as marketing, business development, or operations, to coordinate product development or improvement.

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Convene a one‑hour working session with product, marketing, and operations to present our analytic prototype…
Convene a one‑hour working session with product, marketing, and operations to present our analytic prototype for adaptive pricing, collect their product constraints and launch metrics, and produce a prioritized list of three model changes that engineering must build for the next sprint.
The tools that do the workDjangoO*NET

Recommend new systems and processes to improve operations.

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Run a rapid review of current workflows, map the three manual bottlenecks in data ingestion and model…
Run a rapid review of current workflows, map the three manual bottlenecks in data ingestion and model retraining, recommend a two‑phase automation plan with expected gains and required staffing, and circulate the one‑page proposal to ops leadership by Wednesday.
The tools that do the workDockerO*NET

Prepare summary statistics of information regarding human genomes.

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Produce summary statistics for the 1000‑sample whole‑genome cohort: allele frequency tables, variant counts…
Produce summary statistics for the 1000‑sample whole‑genome cohort: allele frequency tables, variant counts per chromosome, and PCA plots, include a two‑paragraph methods note on filtering, and deposit the tables with metadata so collaborators can reanalyse them.
The tools that do the workIBM SPSS StatisticsO*NET

Mine diverse biological data types

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Assemble an integrated dataset combining expression, methylation, and clinical records, run exploratory…
Assemble an integrated dataset combining expression, methylation, and clinical records, run exploratory clustering to highlight three candidate biomarker groups, document preprocessing steps and data provenance, and hand the cleaned dataset to the biology team for validation.
The tools that do the workApache Hadoopjob descriptions

Collaborate with multidisciplinary teams

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Join the oncology team meeting Tuesday, explain the model assumptions and error bounds in plain language,…
Join the oncology team meeting Tuesday, explain the model assumptions and error bounds in plain language, note where experimentalists need different inputs, and assign next steps so software engineers can update the pipeline by Friday.
The tools that do the workGitHubjob descriptions

Report progress to project leaders

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Prepare a two‑page progress brief for Dr. Morales and the program director summarising experiments completed,…
Prepare a two‑page progress brief for Dr. Morales and the program director summarising experiments completed, parameter estimates with confidence intervals, blockers in data ingestion, and the decisions I need by Thursday afternoon.
The tools that do the workIBM SPSS Statisticsjob descriptions

Report on their findings

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Draft a findings memo for the grant committee that presents the key result, supporting plots, sensitivity…
Draft a findings memo for the grant committee that presents the key result, supporting plots, sensitivity checks, and recommended next experiments, then circulate it to Dr. Chen and Anna in analytics by end of day Wednesday.
The tools that do the workGitHubESCO

Collect DNA samples

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Coordinate the sample collection schedule with field techs, list required tubes and labels, confirm…
Coordinate the sample collection schedule with field techs, list required tubes and labels, confirm cold‑chain pickup times with logistics, and update the central sample registry after each collection during this two‑week window.
The tools that do the workGitHubESCO

Discover data patterns

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Run exploratory analyses to surface recurring correlations and anomalous clusters in the latest cohort,…
Run exploratory analyses to surface recurring correlations and anomalous clusters in the latest cohort, produce three representative visualisations with brief captions, and post them to the team board for Monday review.
The tools that do the workIBM SPSS StatisticsESCO

Interpret current data

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Reanalyse the newest dataset to update trend estimates, highlight any shifts versus last quarter, document…
Reanalyse the newest dataset to update trend estimates, highlight any shifts versus last quarter, document assumptions and code used, and push the cleaned data and a one‑page summary to the shared project folder by Wednesday.
The tools that do the workGitHubESCOsee the evidence ↗

Maintain database

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Update the experiment results table with last week's csv exports, run the integrity checks, reconcile…
Update the experiment results table with last week's csv exports, run the integrity checks, reconcile mismatched rows with the lab notes, back up the revised database copy, and report any unresolved schema issues by Wednesday.
The tools that do the workGitESCOsee the evidence ↗

Present reports

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Prepare the quarterly analysis slide deck using the cleaned dataset, highlight the three anomalous model runs…
Prepare the quarterly analysis slide deck using the cleaned dataset, highlight the three anomalous model runs with charts and p-values, draft one-page executive summary, and circulate to Dr. Chen and the faculty committee by Friday.
The tools that do the workIBM SPSS StatisticsESCOsee the evidence ↗

Gather data

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Harvest the new simulation output and public dataset feeds, normalise fields to the master schema, flag…
Harvest the new simulation output and public dataset feeds, normalise fields to the master schema, flag incomplete records, append provenance notes, and deliver the consolidated dataset to the team folder before the next meeting.
The tools that do the workBashESCOsee the evidence ↗

Says who?

These are the pages we read to build this. Open any of them and check us.

The logs, files & records this job keeps

Shared with other careers — the same record means something different in each.

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