◆ History

What a documentary researcher
really does.

20 tasks, each one witnessed by the sources that watched the job — and behind every one, a prompt you can use tonight.

20evidenced tasks
172,340in the US (2025)
$103,410median pay / year
8systems it runs on
See the 20 tasks ↓Open in the atlasThe full career map →
This is what one task looks like here
Conduct research on human diseases
Compile incidence and exposure data from clinical reports and public h…2 sources agree

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The work, task by task

20 tasks
Hands on the work14
Engage in clinical investigation activities+
Assemble case report forms, extract key variables for the protocol, tabulate adverse event frequencies, prepare a one-page data quality note for the clinical lead and the trial coordinator before the monitoring visit next Wednesday.
jdonet2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Propose risk preventive measures to health policy organisms+
Review recent surveillance datasets and literature, identify top three modifiable risks, draft a concise policy memo recommending preventive actions with estimated impact and data sources, and send it to the public health policy office and Dr. Santos by Monday noon.
escoonet2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Evaluate effects of drugs, gases, pesticides, parasites, and microorganisms at various levels.+
Design and run comparative exposure assessments to measure effects of listed agents at cellular, organ, and population levels, record dose–response observations, control confounders, and produce a summary of statistical trends and recommended safety limits.
onet
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Prepare and analyze organ, tissue, and cell samples to identify toxicity, bacteria, or microorganisms or to study cell structure.+
Prepare tissue and cell slides using sterile technique, run appropriate stains and cultures to detect bacteria or toxins, capture microscopy images, and produce a brief lab report that links findings to possible toxic agents and recommended follow-up tests.
onet
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Standardize drug dosages, methods of immunization, and procedures for manufacture of drugs and medicinal compounds.+
Develop standardized dosing protocols and immunization procedures: specify concentrations, administration routes, timing, sterility checks, adverse event criteria, and manufacturing QA steps so technicians can reproduce batches consistently and regulators can audit records.
onet
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Use equipment such as atomic absorption spectrometers, electron microscopes, flow cytometers, or chromatography systems.+
Operate and document runs on analytical equipment: list sample IDs, set instrument parameters, record calibration and control results, capture output files and QC metrics, and file a concise methods-and-results note for the archive.
onet
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Identify problems and determine solutions+
List the top five operational problems blocking vaccination outreach at our partner clinics, show evidence from biometric attendance and lab log trends, propose two practical fixes for each problem with implementation steps and realistic timelines.
jd
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Analyze system functions and predict future impacts+
Model how expanding a mobile screening unit will change infection detection rates over three years, outline assumptions from biometric and clinic-flow data, run sensitivity on staff levels and patient uptake, and forecast likely public-health impact.
jd
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Grow the practice4
Watch and assess1
Keep it safe1

What the work runs on

named inside the evidenced tasks
9 tasksMicrosoft Excelorganises raw case data and prepares datasets for analysisOpen its task library →
7 tasksIBM SPSS Statisticsperforms descriptive statistics and chi-square tests for cohort comparisons
5 tasksMicrosoft Worddrafts and formats the policy memo for stakeholdersOpen its task library →
5 tasksPythonfor automating instrument data capture, parsing output files, and generating QC summaries
1 taskLinuxuseful for running lab instrument control scripts and logging systems securely
1 taskSASrobust data cleaning, epidemiological calculations, and producing formal outputs for surveillance interpretation
1 taskESRI ArcGISvisualise case locations and mobility networks to reveal spatial transmission patterns
1 taskMicrosoft Officecoordinate messaging, assign tasks, and circulate intervention checklists to teams
Browse every evidenced software task →

The same task, four heights

this page is height one
ExecuteDo today's task, with fewer mistakesyou are here → ImproveMake it easy for the next person to acceptin the atlas → DecideWork out the right move when it is unclearin the atlas → BecomeLearn the pattern so it stops coming backin the atlas →

Can AI actually do this job?

the honest answer

It can

where it genuinely helps
  • Explain the theory behind the work
  • Draft, tidy and structure your writing
  • Rehearse a hard conversation before you have it
  • Build a study plan that fits your gaps

It cannot

where it stops, completely
  • Be in the room where a documentary researcher actually works
  • Carry the responsibility when the call is wrong — that weight stays yours
  • Notice what no one wrote down: the hesitation, the thing left unsaid
  • Live with the outcome

What the work pays

two countries, two different measures

United States

this exact occupation · BLS 2025
  • $103,410 a year — the middle: half earn more, half earn less
  • The lowest tenth earn near $64,800; the top tenth near $177,780
  • 172,340 people employed in this occupation

Where the evidence lives

open any of it yourself
O*NETThe US Department of Labor's own record of this job9 of these tasks ESCOThe European skills and occupations register6 of these tasks Job descriptionsReal postings, in the wild8 of these tasks US Bureau of Labor StatisticsPay and employment, by occupation2025 figures UK NOS SFHHCS9Investigate biological specimens and samplesnational standard

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Questions people actually ask

You often split the day between bench or data work and writing. Mornings might be running experiments or preparing tissue and cell samples, using microscopes, flow cytometers, or chromatography systems. You follow safety procedures for toxic materials and log results.

Afternoons are analysis and reporting: load data into IBM SPSS Statistics, Python, SAS, or Excel; interpret results; and write short reports or grant text in Microsoft Word. Meetings with clinicians or policy staff to discuss prevention measures happen several times a week.

Start with the basics you’ll use daily: Microsoft Excel and Word for data tables and reports, and Linux plus Python for data cleaning and simple analysis. Learn IBM SPSS Statistics or SAS next for standard biostatistics.

For field or spatial work, learn ESRI ArcGIS. In the lab, get hands-on time with electron microscopes, flow cytometers, atomic absorption spectrometers, and chromatography systems — ask a supervisor for certified training and safety sign-off.

A documentary researcher sits between those roles: you design experiments and studies like a scientist, handle lab samples like a technician, and prepare reports and policy suggestions like an epidemiologist. You also write grant applications and propose prevention measures.

Epidemiologists focus more on population-level study design and disease spread modeling; lab technicians focus more narrowly on running assays. Documentary researchers need a mix: lab skills, data analysis, and clear report writing.

Yes, AI can help draft grant text or summarize analysis, but never let it replace raw-data checks. Use AI to draft reports then verify numbers in SPSS, Python scripts, or Excel against source files.

Be careful with patient or sensitive data: follow your institution’s privacy and safety rules. Don’t upload identifiable clinical data to external AI services unless your org allows it and the service meets data-protection standards.

The U.S. Bureau of Labor Statistics reports 172,340 employed in this occupational area, with a median wage of $103,410 per year. The lowest tenth earn about $64,800, and the top tenth about $177,780 per year.

Your pay depends on sector (academic, government, pharma), experience, and skills with lab systems and analysis software. Cite: U.S. Bureau of Labor Statistics (BLS).

Take an accredited biohazard and chemical safety course (institutional or community college). Get supervised bench time with a mentor to prepare and analyze organ, tissue, and cell samples, and to use microscopes and chromatography systems.

Learn and document standard operating procedures, attend required safety sign-offs for each instrument, and follow institutional protocols for contamination control and waste disposal every time.

Statistical and data-analysis skill with tools like IBM SPSS Statistics, Python, or SAS. That lets you review and interpret research data, design experiments, and predict impacts from system functions.

Combine that with clear report writing in Microsoft Word and Excel. Strong analysis plus concise reporting is what convinces colleagues and funders you found a usable solution.