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How a biostatistician can use AI, task by task

O*NET 15-2041.01: BiostatisticiansMedian pay $105,650/year (BLS, May 2025)25 tasksJob Zone 5: Extensive preparation

Develop and apply biostatistical theory and methods to the study of life sciences.

Type your own title and every prompt on this page updates to match. Also called: Biometrician, Biostatistical Consultant, Biostatistician, Research Scientist, Statistical Scientist.

Where AI fits in this job

AI-ready 27%AI-assist 73%Stays human 0%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 6 AI-ready, 19 AI-assist and 0 human-led tasks out of 25. This measures where AI can help, not whether the job will disappear.

Information & paperwork
Thinking & planning
People & communication
Leading & teaching
Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

None of this job's listed tasks fall in this group.

AI can draft these 6

AI produces a usable first pass. You review it, fix it and own it.

Write program code to analyze data with statistical analysis software.

Weekly

AI writes, explains and tests code you review.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 55% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI coding assistants can write, explain, test and refactor code from a plain description. You review, test and own what ships.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to write program code to analyze data with statistical analysis software.

Context: We use Microsoft Visual Studio and Software development tools; the work draws on mathematics, medicine and dentistry and computers and electronics.
Language and context: [language, existing code]
Goal: [what it should do]
Constraints: [style, performance, security]

Propose an approach, then write the code with comments and tests. Propose the approach first, then the code with comments and tests, and point out security risks.

10-minute exercise: Write code

Step 1Pick a real example: the next time you write program code (this week).
Step 2Fill in [Language and context], [Goal] and [Constraints] with the real details, then run the prompt.
Step 3Run the tests yourself and read every line before merging.

Don't paste secrets, passwords or proprietary code into tools your employer hasn't approved.

Importance 4.3/5 · core task · O*NET work activity: Write computer programming code..

Determine project plans, timelines, or technical objectives for statistical aspects of biological research studies.

Monthly

AI drafts the plan, schedule or checklist for you to adjust.

Show prompt & steps

Describe the goal, the people and the constraints, and AI drafts the plan, schedule or checklist. You adjust it to what you know about real life on the ground.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to determine project plans, timelines, or technical objectives for statistical aspects of biological research studies.

Context: We use SAP software and Microsoft Excel; the work draws on mathematics, medicine and dentistry and computers and electronics.
Project: [objectives, team]
Constraints: [time, budget]

Draft a plan with milestones, risks and owners. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Project plan

Step 1Pick a real example: the next time you determine project plans, timelines and technical objectives.
Step 2Fill in [Project] and [Constraints] with the real details, then run the prompt.
Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 4.2/5 · core task · O*NET work activity: Develop detailed project plans..

Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.

Monthly

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.

Context: We use Microsoft Word.
Here's what I have for the statistical data for inclusion in reports to data: [rough notes, the facts, figures and decisions behind it]

Write a clear first draft that I can check and finish. Keep it [one page / short / formal], laid out so I can paste it into Microsoft Word. Use headings if they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Draft the statistical data for inclusion in reports to data

Step 1Pull up the last statistical data for inclusion in reports to data you did, or jot 5 rough bullets for the next one. Leave out names and identifying details.
Step 2Paste the prompt and put those bullets in [rough notes]. Pick the length in [one page / short / formal] to match what goes into Microsoft Word.
Step 3Fix every [CHECK] against your source and anything else that's wrong, then compare the time with writing the statistical data for inclusion in reports to data from scratch. Confirm the rules against the current official source.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 4.2/5 · core task · O*NET work activity: Analyze data to identify trends or relationships among variables..

Write detailed analysis plans and descriptions of analyses and findings for research protocols or reports.

Monthly

AI turns complex material into plain-language handouts.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 40% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI is great at turning complicated material into plain-language guides, handouts, FAQs and how-tos for a specific audience. You check it's accurate.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to write detailed analysis plans and descriptions of analyses and findings for research protocols or reports.

Context: We use SAS and IBM SPSS Statistics; the work draws on mathematics, medicine and dentistry and computers and electronics.
Analysis: [describe]
Results: [paste tables, maps]

Draft the report narrative. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Analytical report

Step 1Pick a real example: the next time you write detailed analysis plans and descriptions of analyses.
Step 2Fill in [Analysis] and [Results] with the real details, then run the prompt.
Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 4.4/5 · core task · O*NET work activity: Prepare analytical reports.. Also involves: Present research results to others..

Prepare articles for publication or presentation at professional conferences.

Monthly

AI turns complex material into plain-language handouts.

Show prompt & steps

AI is great at turning complicated material into plain-language guides, handouts, FAQs and how-tos for a specific audience. You check it's accurate.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to prepare articles for publication or presentation at professional conferences.

Context: We use Microsoft PowerPoint and SAS; the work draws on mathematics, medicine and dentistry and computers and electronics.
Analysis: [describe]
Results: [paste tables, maps]

Draft the report narrative. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Analytical report

Step 1Pick a real example: the next time you prepare articles.
Step 2Fill in [Analysis] and [Results] with the real details, then run the prompt.
Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 4.0/5 · core task · O*NET work activity: Prepare analytical reports.. Also involves: Present research results to others..

Write research proposals or grant applications for submission to external bodies.

A few times a year

AI writes the first draft from your notes; you check every fact.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 25% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to write research proposals or grant applications for submission to external bodies.

Context: We use Microsoft Word.
Funder and call: [paste guidelines]
Project: [aims, methods, budget notes]

Draft the specific aims and narrative sections to the funder's structure, flagging gaps with [CHECK]. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Grant proposal draft

Step 1Pick a real example: the next time you write research proposals.
Step 2Fill in [Funder and call] and [Project] with the real details, then run the prompt.
Step 3Check every requirement in the funder's guidelines and verify citations.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 3.8/5 · core task · O*NET work activity: Write grant proposals..

AI can help you prep these 19

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Provide biostatistical consultation to clients or colleagues.

Weekly

AI builds you an answer bank; exceptions and the human touch are yours.

Show prompt & steps

Build a personal answer bank with AI for the questions you get every day. In the moment, the human touch and the judgment about exceptions are yours.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to provide biostatistical consultation to clients or colleagues.

Context: The work draws on mathematics, medicine and dentistry and computers and electronics.
Products: [equipment, systems]
Customer questions: [list]

Write clear advice and recommendations. Keep answers to 2-3 sentences and flag any that depend on the situation.

10-minute exercise: Technical advice answers

Step 1Pick a real example: the next time you provide biostatistical consultation (this week). Leave out names and identifying details.
Step 2Fill in [Products] and [Customer questions] with the real details, then run the prompt.
Step 3Save the answers you'd actually use and tweak each one the first time you send it.

Don't paste customers' personal details into AI tools. Describe the situation instead.

Importance 4.2/5 · core task · O*NET work activity: Advise customers on technical or procedural issues..

Analyze clinical or survey data, using statistical approaches such as longitudinal analysis, mixed-effect modeling, logistic regression analyses, and model-building techniques.

Weekly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 46% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to analyze clinical or survey data, using statistical approaches such as longitudinal analysis, mixed-effect modeling, logistic regression analyses, and model-building techniques.

Context: We use Statistical software and SAS; the work draws on mathematics, medicine and dentistry and computers and electronics.
Data: [paste de-identified data]
Question: [service improvement]

Analyze trends and suggest improvements. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Health data analysis

Step 1Pick a real example: the next time you analyze clinical (this week).
Step 2Fill in [Data] and [Question] with the real details, then run the prompt.
Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 4.4/5 · core task · O*NET work activity: Analyze health-related data..

Draw conclusions or make predictions, based on data summaries or statistical analyses.

Monthly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 51% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to draw conclusions or make predictions, based on data summaries or statistical analyses.

Context: We use Statistical software and SAS; the work draws on mathematics, medicine and dentistry and computers and electronics.
Data: [paste table]
Question: [what relationships matter]

Analyze correlations and trends with code or formulas. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Find trends and relationships

Step 1Pick a real example: the next time you draw conclusions.
Step 2Fill in [Data] and [Question] with the real details, then run the prompt.
Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 4.5/5 · core task · O*NET work activity: Analyze data to identify trends or relationships among variables..

Prepare tables and graphs to present clinical data or results.

Weekly

AI generates options and references; taste and the final call are yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 41% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Use AI to generate lots of options, references and rough mock-ups fast. The craft, the taste and the final call are what make it yours.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to prepare tables and graphs to present clinical data or results.

Context: We use Graphics software and Microsoft Visual Studio; the work draws on mathematics, medicine and dentistry and computers and electronics.
Project: [web page, mock-up, storyboard]
Goals and audience: [describe]

Generate 5 concept directions with layouts and styles. Give 10 quite different options from safe to bold, then develop the best 2.

10-minute exercise: Visual concepts

Step 1Pick a real example: the next time you prepare tables and graphs (this week).
Step 2Fill in [Project] and [Goals and audience] with the real details, then run the prompt.
Step 3Pick the idea that sparks something and develop it yourself for 5 minutes.

Check the usage rules for AI images and text in your field, and make sure the final work is original.

Importance 4.3/5 · core task · O*NET work activity: Prepare graphics or other visual representations of information..

Develop or implement data analysis algorithms.

Monthly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 53% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to develop or implement data analysis algorithms.

Context: We use SAS and IBM SPSS Statistics; the work draws on mathematics, medicine and dentistry and computers and electronics.
Data: [paste table]
Question: [what relationships matter]

Analyze correlations and trends with code or formulas. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Find trends and relationships

Step 1Pick a real example: the next time you develop or implement data analysis algorithms.
Step 2Fill in [Data] and [Question] with the real details, then run the prompt.
Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 4.2/5 · core task · O*NET work activity: Analyze data to identify trends or relationships among variables.. Also involves: Develop scientific or mathematical models..

Read current literature, attend meetings or conferences, and talk with colleagues to keep abreast of methodological or conceptual developments in fields such as biostatistics, pharmacology, life sciences, and social sciences.

Monthly

AI explains and quizzes you; confirm against official sources.

Show prompt & steps

AI can explain new developments and quiz you. Confirm what you learn against official sources.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to read current literature, attend meetings or conferences, and talk with colleagues to keep abreast of methodological or conceptual developments in fields such as biostatistics, pharmacology, life sciences, and social sciences.

Context: The work draws on mathematics, medicine and dentistry and computers and electronics.
Industry: [describe]
Focus: [technology, best practices]

Summarize trends, what they mean for my role, and sources to follow. Use examples from my line of work, quiz me with 5 questions one at a time, and list trustworthy sources.

10-minute exercise: Industry trend briefing

Step 1Pick a real example: the next time you read current literature.
Step 2Fill in [Industry] and [Focus] with the real details, then run the prompt.
Step 3Check one claim against an official or professional source.

AI's knowledge has a cutoff date. For new regulations and standards, always confirm against the official source.

Importance 4.3/5 · core task · O*NET work activity: Update knowledge about emerging industry or technology trends..

Assign work to biostatistical assistants or programmers.

Weekly

AI lays out options and timelines to react to.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to assign work to biostatistical assistants or programmers.

Context: We use SAP software and Microsoft Excel; the work draws on mathematics, medicine and dentistry and computers and electronics.
Team: [roles, skills, availability]
Work to cover: [tasks, shifts, priorities]

Draft a duty roster that balances workload and skills, and flags gaps. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Assign duties

Step 1Pick a real example: the next time you assign work to biostatistical assistants or programmers (this week).
Step 2Fill in [Team] and [Work to cover] with the real details, then run the prompt.
Step 3Check fairness and labor rules before posting.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 3.5/5 · core task · O*NET work activity: Assign duties or work schedules to employees..

Review clinical or other medical research protocols and recommend appropriate statistical analyses.

Monthly

AI lays out options and timelines to react to.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to review clinical or other medical research protocols and recommend appropriate statistical analyses.

Context: We use SAP software and Microsoft Excel; the work draws on mathematics, medicine and dentistry and computers and electronics.
Problem: [describe]
Data: [type, size, structure]

Recommend methods with assumptions, pros and cons, and starter code. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Choose an analysis method

Step 1Pick a real example: the next time you review clinical or other medical research protocols.
Step 2Fill in [Problem] and [Data] with the real details, then run the prompt.
Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 4.2/5 · core task · O*NET work activity: Determine appropriate methods for data analysis..

Design research studies in collaboration with physicians, life scientists, or other professionals.

A few times a year

AI lays out options and timelines to react to.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 24% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to design research studies in collaboration with physicians, life scientists, or other professionals.

Context: We use SAP software and Microsoft Excel; the work draws on mathematics, medicine and dentistry and computers and electronics.
Research question: [describe]
Constraints: [sample, budget, time]

Draft a study design with sampling, measures and analysis plan. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Study design

Step 1Pick a real example: the next time you design research studies.
Step 2Fill in [Research question] and [Constraints] with the real details, then run the prompt.
Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 4.3/5 · core task · O*NET work activity: Design research studies to obtain scientific information..

Calculate sample size requirements for clinical studies.

A few times a year

AI lays out options and timelines to react to.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to calculate sample size requirements for clinical studies.

Context: We use SAP software and Microsoft Excel; the work draws on mathematics, medicine and dentistry and computers and electronics.
Problem: [describe]
Data: [type, size, structure]

Recommend methods with assumptions, pros and cons, and starter code. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Choose an analysis method

Step 1Pick a real example: the next time you calculate sample size requirements.
Step 2Fill in [Problem] and [Data] with the real details, then run the prompt.
Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 4.3/5 · core task · O*NET work activity: Determine appropriate methods for data analysis..

Plan or direct research studies related to life sciences.

Monthly

AI lays out options and timelines to react to.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 27% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to plan or direct research studies related to life sciences.

Context: We use SAP software and Microsoft Excel; the work draws on mathematics, medicine and dentistry and computers and electronics.
Research question: [describe]
Constraints: [sample, budget, time]

Draft a study design with sampling, measures and analysis plan. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Study design

Step 1Pick a real example: the next time you plan or direct research studies.
Step 2Fill in [Research question] and [Constraints] with the real details, then run the prompt.
Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 4.0/5 · core task · O*NET work activity: Design research studies to obtain scientific information..

Apply research or simulation results to extend biological theory or recommend new research projects.

A few times a year

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to apply research or simulation results to extend biological theory or recommend new research projects.

Context: We use SAS and IBM SPSS Statistics; the work draws on mathematics, medicine and dentistry and computers and electronics.
Problem: [describe]
Data: [paste or describe]

Suggest the right method, assumptions, and code. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Apply a statistical method

Step 1Pick a real example: the next time you apply research or simulation results.
Step 2Fill in [Problem] and [Data] with the real details, then run the prompt.
Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 3.6/5 · core task · O*NET work activity: Apply mathematical principles or statistical approaches to solve problems in scientific or applied fields..

Monitor clinical trials or experiments to ensure adherence to established procedures or to verify the quality of data collected.

Monthly

AI pre-checks against the rules; the sign-off stays with you.

Show prompt & steps

Use AI as a first-pass checker against a list of rules or standards. The final judgment and sign-off stay with you.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to monitor clinical trials or experiments to ensure adherence to established procedures or to verify the quality of data collected.

Context: We use SAS and IBM SPSS Statistics; the work draws on mathematics, medicine and dentistry and computers and electronics.
Operation: [records, trials, process]
SOPs: [paste key steps]

Make a checklist to confirm each step was followed and how to document deviations. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: SOP compliance check

Step 1Pick a real example: the next time you monitor clinical trials or experiments.
Step 2Fill in [Operation] and [SOPs] with the real details, then run the prompt.
Step 3Use it on one batch or file.

AI can miss things and sound sure about it. Use it to catch extra problems, not as the final check.

Importance 3.9/5 · core task · O*NET work activity: Monitor operational activities to ensure compliance with regulations or standard operating procedures..

Collect data through surveys or experimentation.

A few times a year

AI helps you prepare questions; the listening is yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 73% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Use AI to prepare better questions and to organize your notes afterward. Listening to the person in front of you is yours.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to collect data through surveys or experimentation.

Context: The work draws on mathematics, medicine and dentistry and computers and electronics.
What I need to learn: [topic]
Who I'll ask: [type of people]
Method: [interview, survey, observation]

Draft the questions or observation checklist, sampling tips, and a template for recording answers. Order the questions sensibly, add follow-ups for vague answers, and give me a note-taking template.

10-minute exercise: Interview or survey design

Step 1Pick a real example: the next time you collect data.
Step 2Fill in [What I need to learn], [Who I'll ask] and [Method].
Step 3Pilot it with one person and fix the confusing parts.

Don't record people or paste their answers into AI without consent and your employer's approval.

Importance 3.6/5 · core task · O*NET work activity: Collect information from people through observation, interviews, or surveys.. Also involves: Collect data about customer needs..

Develop or use mathematical models to track changes in biological phenomena, such as the spread of infectious diseases.

A few times a year

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to develop or use mathematical models to track changes in biological phenomena, such as the spread of infectious diseases.

Context: We use SAS and IBM SPSS Statistics; the work draws on mathematics, medicine and dentistry and computers and electronics.
Problem: [describe]
Data: [paste or describe]

Suggest the right method, assumptions, and code. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Apply a statistical method

Step 1Pick a real example: the next time you develop or use mathematical models.
Step 2Fill in [Problem] and [Data] with the real details, then run the prompt.
Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 3.5/5 · core task · O*NET work activity: Apply mathematical principles or statistical approaches to solve problems in scientific or applied fields.. Also involves: Design computer modeling or simulation programs..

Design or maintain databases of biological data.

A few times a year

AI drafts scripts and configs; design and security are yours.

Show prompt & steps

AI can draft configurations, scripts and test cases and explain unfamiliar systems. Architecture and security decisions need your expertise.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to design or maintain databases of biological data.

Context: We use Microsoft Visual Studio and Software development tools; the work draws on mathematics, medicine and dentistry and computers and electronics.
What to store: [appraisals, records, inventory]
How it's used: [searches, reports]

Design tables and fields, and give setup steps for a spreadsheet or database tool, plus example queries.

10-minute exercise: Build a simple database

Step 1Pick a real example: the next time you design or maintain databases of biological data.
Step 2Fill in [What to store] and [How it's used] with the real details, then run the prompt.
Step 3Run the tests yourself and read every line before you'd use it.

Don't paste secrets, passwords or proprietary code into tools your employer hasn't approved.

Importance 3.7/5 · core task · O*NET work activity: Create databases to store electronic data..

Teach graduate or continuing education courses or seminars in biostatistics.

A few times a year

AI preps the materials; reading the room is you.

Show prompt & steps

AI preps the materials: lesson outlines, quizzes, examples, practice scenarios. Reading the room and coaching people is still you.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to teach graduate or continuing education courses or seminars in biostatistics.

Context: We use Microsoft PowerPoint and Structured query language SQL; the work draws on mathematics, medicine and dentistry and computers and electronics.
System: [describe]
Users: [describe]

Plan training with hands-on tasks and a cheat sheet. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Software training

Step 1Pick a real example: the next time you teach graduate or continuing education courses or seminars.
Step 2Fill in [System] and [Users] with the real details, then run the prompt.
Step 3Check users can complete a real task.

Check that every procedure in the material matches your workplace's actual standards.

Importance 3.3/5 · core task · O*NET work activity: Train others in computer interface or software use..

Analyze archival data, such as birth, death, and disease records.

A few times a year

AI does the arithmetic and suggests what to look at; the conclusions are yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 45% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to analyze archival data, such as birth, death, and disease records.

Context: We use SAS and IBM SPSS Statistics; the work draws on mathematics, medicine and dentistry and computers and electronics.
Data: [paste de-identified data]
Question: [service improvement]

Analyze trends and suggest improvements. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Health data analysis

Step 1Pick a real example: the next time you analyze archival data.
Step 2Fill in [Data] and [Question] with the real details, then run the prompt.
Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 3.4/5 · core task · O*NET work activity: Analyze health-related data..

Design surveys to assess health issues.

A few times a year

AI lays out options and timelines to react to.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 35% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as a biostatistician. Part of my job is to design surveys to assess health issues.

Context: We use SAP software and Microsoft Excel; the work draws on mathematics, medicine and dentistry and computers and electronics.
Research question: [describe]
Constraints: [sample, budget, time]

Draft a study design with sampling, measures and analysis plan. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Study design

Step 1Pick a real example: the next time you design surveys.
Step 2Fill in [Research question] and [Constraints] with the real details, then run the prompt.
Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 3.3/5 · core task · O*NET work activity: Design research studies to obtain scientific information..

These stay human 0

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Face-to-face discussions: once a week or more but not every day · Contact with others: contact with others most of the time

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Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

  • Critical Thinkingimportance 4.0/5
    Used in: Analyzing Data or Information
  • Reading Comprehensionimportance 4.0/5
    Used in: Analyzing Data or Information
  • Active Listeningimportance 3.9/5
    Used in: Making Decisions and Solving Problems
  • Complex Problem Solvingimportance 4.0/5
    Used in: Making Decisions and Solving Problems

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

  • Mathematicians10% human-led · Same preparation · $126,710/yr · usually doctoral degreeSkills to build: Mathematics
  • Medical Scientists, Except Epidemiologists28% human-led · Same preparation · $103,410/yr · usually doctoral degreeSkills to build: Monitoring
  • Epidemiologists28% human-led · Same preparation · $87,220/yr · usually master's degreeSkills to build: Social Perceptiveness, Coordination, Service Orientation
  • Orthoptists79% human-led · Same preparation · $115,210/yrSkills to build: Service Orientation, Social Perceptiveness

Getting into this job

Master's degree is most common (58% of workers)

  • Bachelor's 12%
  • Graduate degree 88%
  • On-the-job training: 3–6 months
  • Related experience: 1–2 years

What workers in this job report, from O*NET surveys (typical values).

Software in this job

In-demand tools from O*NET. Many now have AI built in, so check what yours can do before adding a new tool.

BashC#C++Extensible markup language XMLGitIBM SPSS StatisticsJavaScriptLinuxMicrosoft AccessMicrosoft ExcelMicrosoft Office softwareMicrosoft PowerPoint