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How a mathematical scientist can use AI, task by task

O*NET 15-2099.00: Mathematical Science Occupations, All OtherMedian pay $81,490/year (BLS, May 2025)15 common activities

All mathematical scientists not listed separately.

Your job title Type your own title and every prompt on this page updates to match. Also called: —.

Where AI fits in this job

AI-ready 54%AI-assist 46%Stays human 0%

Share of the job's common activities across related occupations, weighted by how important and how frequent each task is (O*NET ratings). 8 AI-ready, 7 AI-assist and 0 human-led tasks out of 15. This measures where AI can help, not whether the job will disappear.

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

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

Confer with coworkers to coordinate work activities.Coordinate & message · Weekly
Analyze operational or research data.Crunch the numbers · Weekly
Search files, databases or reference materials to obtain needed information.Look into it · Weekly

💪 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 8

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

Analyze operational or research data.

Weekly

AI finds trends and writes the spreadsheet formulas.

Show prompt & steps

Paste a spreadsheet or table and ask AI to find trends, outliers and totals, or to write the formula you need. It's like having an analyst on call.

Ready-to-use prompt

I work as a mathematical scientist. Part of my job is to analyze operational or research data.

Context: We use SAS and The MathWorks MATLAB; the work draws on biology, computers and electronics and mathematics.
Data: [paste]
Question: [rates, reserves, performance]

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

10-minute exercise: Operational data analysis

Step 1Pick a real example: the next time you analyze operational (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 3.9/5 · O*NET work activity: Analyze operational or research data..

Search files, databases or reference materials to obtain needed information.

Weekly

AI maps out the topic and options; confirm with real sources.

Show prompt & steps

AI is a fast research assistant. Ask it to map out a topic, compare options or list what to check. Use a tool with web search and ask for its sources.

Ready-to-use prompt

I work as a mathematical scientist. Part of my job is to search files, databases or reference materials to obtain needed information.

Context: We use Basic Local Alignment Search Tool BLAST and SAS; the work draws on biology, computers and electronics and mathematics.
What I need: [the specific information]
Where I can search: [files, databases, references]

Give me a search plan with terms and sources in order of likely success, and how to confirm the result. Flag where information may be outdated.

10-minute exercise: Search references for an answer

Step 1Pick something you need to look up this week.

Step 2Fill in [What I need] and [Where I can search].

Step 3Run the plan and check the result against a second source.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 3.8/5 · O*NET work activity: Search files, databases or reference materials to obtain needed information..

Enter information into databases or software programs.

Weekly

AI handles forms, records and routine paperwork for you to verify.

Show prompt & steps

Forms, records, data entry, scheduling and routine paperwork are where AI saves the most time. It drafts, sorts, extracts and reformats while you verify.

Ready-to-use prompt

I work as a mathematical scientist. Part of my job is to enter information into databases or software programs.

Context: We use SAP software and Microsoft SharePoint.
Data: [sales, records]
System: [software]

Design an entry template and checks. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Data entry template

Step 1Pick a real example: the next time you enter information (this week).

Step 2Fill in [Data] and [System] with the real details, then run the prompt.

Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 3.8/5 · O*NET work activity: Enter information into databases or software programs..

Maintain operational records.

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 mathematical scientist. Part of my job is to maintain operational records.

Context: We use Microsoft SharePoint and Microsoft Word.
Records: [orders, archives]
Needs: [retrieval, audit]

Draft a record format and filing scheme. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Operational record keeping

Step 1Pick a real example: the next time you maintain operational records.

Step 2Fill in [Records] and [Needs] with the real details, then run the prompt.

Step 3Check every fact, name and number against your source before it goes anywhere.

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

Importance 3.5/5 · O*NET work activity: Maintain operational records..

Troubleshoot issues with computer applications or systems.

Monthly

AI walks through likely causes and fixes.

Show prompt & steps

Describe the symptoms and error messages and AI walks you through likely causes and step-by-step fixes, most likely first.

Ready-to-use prompt

I work as a mathematical scientist. Part of my job is to troubleshoot issues with computer applications or systems.

Context: We use Linux; the work draws on biology, computers and electronics and mathematics.
System: [application, telehealth]
Symptoms: [errors, logs]

List likely causes and tests. Rank causes from most to least likely with a quick test for each, and flag safety risks.

10-minute exercise: Application troubleshooting

Step 1Pick a real example: the next time you troubleshoot issues with computer applications or systems.

Step 2Fill in [System] and [Symptoms] with the real details, then run the prompt.

Step 3Test the most likely cause first, and stop at anything it flags as a safety risk.

Never follow AI repair steps that bypass safety procedures, lockout/tagout or manufacturer guidance.

Importance 3.2/5 · O*NET work activity: Troubleshoot issues with computer applications or systems..

Maintain current knowledge related to work activities.

Monthly

AI is a patient tutor for new rules and techniques.

Show prompt & steps

AI is a patient personal tutor. It explains new rules, techniques and technology at your level, quizzes you and builds a study plan.

Ready-to-use prompt

I work as a mathematical scientist. Part of my job is to maintain current knowledge related to work activities.

Context: The work draws on biology, computers and electronics and mathematics.
Tool or topic: [software, method]
My level: [beginner, intermediate]

Teach me in 5 short lessons with exercises, then quiz me. Use examples from my line of work, quiz me with 5 questions one at a time, and list trustworthy sources.

10-minute exercise: Learn a new tool

Step 1Pick a real example: the next time you maintain current knowledge.

Step 2Fill in [Tool or topic] and [My level] with the real details, then run the prompt.

Step 3Use the tool on a real task.

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

Importance 3.4/5 · O*NET work activity: Maintain current knowledge related to work activities..

Develop data analysis or data management procedures.

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 mathematical scientist. Part of my job is to develop data analysis or data management procedures.

Context: We use Microsoft SharePoint and Microsoft Word.
Data process: [analysis, error checking]
Users: [describe]

Draft procedures and a user manual section. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Data procedure manual

Step 1Pick a real example: the next time you develop data analysis or data management procedures.

Step 2Fill in [Data process] and [Users] with the real details, then run the prompt.

Step 3Test the procedure on a real dataset.

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

Importance 3.4/5 · O*NET work activity: Develop data analysis or data management procedures..

Prepare research or technical reports.

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 mathematical scientist. Part of my job is to prepare research or technical reports.

Context: The work draws on biology, computers and electronics and mathematics.
Report topic: [describe]
Findings: [paste notes, data]
Audience: [describe]

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

10-minute exercise: Technical report draft

Step 1Pick a real example: the next time you prepare research or technical reports.

Step 2Fill in [Report topic], [Findings] and [Audience] 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 3.4/5 · O*NET work activity: Prepare research or technical reports..

AI can help you prep these 7

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

Confer with coworkers to coordinate work activities.

Weekly

AI drafts clear messages and talking points.

Show prompt & steps

AI can draft updates, emails and talking points so your message is clear and complete. Relationships and real-time calls are yours.

Ready-to-use prompt

I work as a mathematical scientist. Part of my job is to confer with coworkers to coordinate work activities.

Work: [describe]
Who: [coworkers]

Draft a message clarifying who does what and when. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Coordinate work

Step 1Pick a real example: the next time you confer with coworkers (this week).

Step 2Fill in [Work] and [Who] with the real details, then run the prompt.

Step 3Edit it until it sounds like you, then send it yourself.

Never let AI send messages for you. Read every word, because tone mistakes cost trust.

Importance 4.0/5 · O*NET work activity: Confer with coworkers to coordinate work activities..

Develop computer or online applications.

Monthly

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 mathematical scientist. Part of my job is to develop computer or online applications.

Context: We use C and Ruby; the work draws on biology, computers and electronics and mathematics.
App: [purpose, users]
Features: [list]
Stack: [tools]

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

10-minute exercise: Build an app or site

Step 1Pick a real example: the next time you develop computer or online applications.

Step 2Fill in [App], [Features] and [Stack] 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 · O*NET work activity: Develop computer or online applications..

Assess database performance.

Monthly

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a mathematical scientist. Part of my job is to assess database performance.

Context: We use SAS and The MathWorks MATLAB; the work draws on biology, computers and electronics and mathematics.
Database: [type, size]
Symptoms: [slow queries, errors]

List checks, likely causes and fixes, with example queries to diagnose. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Database performance review

Step 1Pick a real example: the next time you assess database performance.

Step 2Fill in [Database] and [Symptoms] with the real details, then run the prompt.

Step 3Run one diagnostic query in a test environment.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 3.5/5 · O*NET work activity: Assess database performance..

Maintain computer equipment or software.

Monthly

AI suggests causes to test; the hands-on fix is yours.

Show prompt & steps

AI can suggest likely causes and a diagnostic order to try. Hands-on testing and the final fix are yours.

Ready-to-use prompt

I work as a mathematical scientist. Part of my job is to maintain computer equipment or software.

Context: We use Linux; the work draws on biology, computers and electronics and mathematics.
System: [cyber tools, applications]
Issue or update: [describe]

List maintenance and update steps. Rank causes from most to least likely with a quick test for each, and flag safety risks.

10-minute exercise: Software or security tool maintenance

Step 1Pick a real example: the next time you maintain computer equipment or software.

Step 2Fill in [System] and [Issue or update] with the real details, then run the prompt.

Step 3Test the most likely cause first, and stop at anything it flags as a safety risk.

Never follow AI repair steps that bypass safety procedures, lockout/tagout or manufacturer guidance.

Importance 3.5/5 · O*NET work activity: Maintain computer equipment or software..

Create electronic data backup to prevent loss of information.

Monthly

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 mathematical scientist. Part of my job is to create electronic data backup to prevent loss of information.

Context: We use C and Ruby; the work draws on biology, computers and electronics and mathematics.
Systems and data: [describe]
Requirements: [frequency, retention]

Design a backup and restore procedure with scripts. Propose the approach first, then the code with comments and tests, and point out security risks.

10-minute exercise: Backup plan

Step 1Pick a real example: the next time you create electronic data backup.

Step 2Fill in [Systems and data] and [Requirements] with the real details, then run the prompt.

Step 3Do a test restore. A backup you haven't restored isn't a backup.

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

Importance 3.2/5 · O*NET work activity: Create electronic data backup to prevent loss of information..

Confer with organizational members to accomplish work activities.

Monthly

AI drafts clear messages and talking points.

Show prompt & steps

AI can draft updates, emails and talking points so your message is clear and complete. Relationships and real-time calls are yours.

Ready-to-use prompt

I work as a mathematical scientist. Part of my job is to confer with organizational members to accomplish work activities.

Topic: [issue to resolve]
Who: [board, staff, colleagues]

Draft talking points, options and asks. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Meeting with colleagues

Step 1Pick a real example: the next time you confer with organizational members. Leave out names and identifying details.

Step 2Fill in [Topic] and [Who] with the real details, then run the prompt.

Step 3Edit it until it sounds like you, then send it yourself.

Never let AI send messages for you. Read every word, because tone mistakes cost trust.

Importance 3.2/5 · O*NET work activity: Confer with organizational members to accomplish work activities..

Train personnel.

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 mathematical scientist. Part of my job is to train personnel.

Context: We use Microsoft PowerPoint; the work draws on biology, computers and electronics and mathematics.
Topic: [tool, method]
Staff: [describe]

Plan the training session and practice tasks. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Staff training

Step 1Pick a real example: the next time you train personnel. Leave out names and identifying details.

Step 2Fill in [Topic] and [Staff] with the real details, then run the prompt.

Step 3Swap one AI example for a real story from your own work. Real stories are what people remember.

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

Importance 3.4/5 · O*NET work activity: Train personnel..

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.

None of this job's tasks are here.

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