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How a statistical assistant can use AI, task by task

O*NET 43-9111.00: Statistical AssistantsMedian pay $50,330/year (BLS, May 2025)16 tasksJob Zone 4: Considerable preparation

Compile and compute data according to statistical formulas for use in statistical studies. May perform actuarial computations and compile charts and graphs for use by actuaries. Includes actuarial clerks.

Your job title Type your own title and every prompt on this page updates to match. Also called: Actuarial Analyst, Actuarial Assistant, Actuarial Associate, Actuarial Technician (Actuarial Tech), Administrative Analyst (Admin Analyst), Data Technical Specialist, Research Assistant, Research Associate, Statistical Clerk, Statistical Technician (Statistical Tech).

Where AI fits in this job

AI-ready 79%AI-assist 21%Stays human 0%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 11 AI-ready, 5 AI-assist and 0 human-led tasks out of 16. 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).

🗓 Start here on Monday

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

Compute and analyze data, using statistical formulas and computers or calculators.Crunch the numbers · Daily
Compile reports, charts, or graphs that describe and interpret findings of analyses.Write it up · Weekly
File data and related information, and maintain and update databases.Handle the admin · Daily

💪 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.

Skills to build & where you could move ↓

AI can draft these 11

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

Compute and analyze data, using statistical formulas and computers or calculators.

Daily

AI finds trends and writes the spreadsheet formulas.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 50% of those conversations; the rest were back-and-forth with the person.

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 statistical assistant. Part of my job is to compute and analyze data, using statistical formulas and computers or calculators.

Context: We use Tableau and SAS; the work draws on mathematics, computers and electronics and law and government.
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 compute and analyze data (today).

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 operational or research data..

Compile reports, charts, or graphs that describe and interpret findings of analyses.

Weekly

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 64% 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 statistical assistant. Part of my job is to compile reports, charts, or graphs that describe and interpret findings of analyses.

Context: We use Hyland OnBase Enterprise Content Management and Microsoft Word.
Here's what I have for the reports, charts and graphs: [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 Hyland OnBase Enterprise Content Management or Microsoft Word. Use headings if they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Draft the reports, charts and graphs

Step 1Pull up the last reports, charts and graphs you did, or jot 5 rough bullets for the next one.

Step 2Paste the prompt and put those bullets in [rough notes]. Pick the length in [one page / short / formal] to match what goes into Hyland OnBase Enterprise Content Management or Microsoft Word.

Step 3Fix every [CHECK] against your source and anything else that's wrong, then compare the time with writing the reports, charts and graphs from scratch.

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

Importance 4.3/5 · core task · O*NET work activity: Compile data or documentation..

File data and related information, and maintain and update databases.

Daily

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

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 93% of those conversations; the rest were back-and-forth with the person.

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 statistical assistant. Part of my job is to file data and related information, and maintain and update databases.

Context: We use Hyland OnBase Enterprise Content Management and Microsoft Access.
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 file data and related information (today).

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 4.4/5 · core task · O*NET work activity: Enter information into databases or software programs.. Also involves: File documents or records..

Check source data to verify completeness and accuracy.

Weekly

AI is a tireless first-pass checker.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 60% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI is a tireless proofreader. It catches inconsistencies, missing fields and errors across documents and data, so your review time goes on what matters.

Ready-to-use prompt

I work as a statistical assistant. Part of my job is to check source data to verify completeness and accuracy.

Context: We use Hyland OnBase Enterprise Content Management and SAS; the work draws on mathematics, computers and electronics and law and government.
Records: [paste interview or file data]
Required fields: [list]

Flag missing, inconsistent or unclear items. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: Completeness check

Step 1Pick a real example: the next time you check source data to verify completeness and accuracy (this week).

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

Step 3Do your usual review too, and note what AI caught and what it missed.

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

Importance 4.2/5 · core task · O*NET work activity: Check data for recording errors..

Enter data into computers for use in analyses or reports.

Weekly

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

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 67% of those conversations; the rest were back-and-forth with the person.

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 statistical assistant. Part of my job is to enter data into computers for use in analyses or reports.

Context: We use Hyland OnBase Enterprise Content Management and Microsoft Access.
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 data (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 · core task · O*NET work activity: Enter information into databases or software programs..

Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets.

Weekly

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

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 66% of those conversations; the rest were back-and-forth with the person.

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 statistical assistant. Part of my job is to compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets.

Context: We use Hyland OnBase Enterprise Content Management and Microsoft Access.
Purpose: [case, vote count, report, file]
Materials: [paste or list]

Organize into a structured summary with sources and missing items. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Compile documentation

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

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

Step 3Use the structure for the next file.

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

Importance 4.1/5 · core task · O*NET work activity: Compile data or documentation..

Organize paperwork, such as survey forms or reports, for distribution or analysis.

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 statistical assistant. Part of my job is to organize paperwork, such as survey forms or reports, for distribution or analysis.

Context: We use Hyland OnBase Enterprise Content Management and Microsoft Access.
Purpose: [case, vote count, report, file]
Materials: [paste or list]

Organize into a structured summary with sources and missing items. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Compile documentation

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

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

Step 3Use the structure for the next file.

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

Importance 4.1/5 · O*NET work activity: Compile data or documentation..

Select statistical tests for analyzing data.

Weekly

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 statistical assistant. Part of my job is to select statistical tests for analyzing data.

Context: We use Hyland OnBase Enterprise Content Management 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 select statistical tests (this week).

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 3.5/5 · core task · O*NET work activity: Develop data analysis or data management procedures..

Write code for statistical applications.

Weekly

AI writes, explains and tests code you review.

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 statistical assistant. Part of my job is to write code for statistical applications.

Context: We use A programming language APL and Microsoft Visual Basic; the work draws on mathematics, computers and electronics and law and government.
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 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 3.7/5 · core task · O*NET work activity: Write computer programming code..

Code data prior to computer entry, using lists of codes.

Weekly

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

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 82% of those conversations; the rest were back-and-forth with the person.

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 statistical assistant. Part of my job is to code data prior to computer entry, using lists of codes.

Context: We use Hyland OnBase Enterprise Content Management and Microsoft Access.
Data: [patient, survey]
System: [ICD, codebook]

Make a coding reference for common cases. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Coding guide

Step 1Pick a real example: the next time you code data prior (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: Code data or other information..

Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used.

Weekly

AI is a tireless first-pass checker.

Show prompt & steps

AI is a tireless proofreader. It catches inconsistencies, missing fields and errors across documents and data, so your review time goes on what matters.

Ready-to-use prompt

I work as a statistical assistant. Part of my job is to check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used.

Context: We use Hyland OnBase Enterprise Content Management and SAS; the work draws on mathematics, computers and electronics and law and government.
Records: [paste interview or file data]
Required fields: [list]

Flag missing, inconsistent or unclear items. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: Completeness check

Step 1Pick a real example: the next time you check survey responses (this week).

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

Step 3Do your usual review too, and note what AI caught and what it missed.

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

Importance 4.2/5 · O*NET work activity: Check data for recording errors..

AI can help you prep these 5

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

Participate in the publication of data or information.

Monthly

AI helps you prepare clearer wording and likely questions.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 64% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Use AI to prepare: simpler wording, analogies, likely questions and a one-page handout. The conversation itself is yours.

Ready-to-use prompt

I work as a statistical assistant. Part of my job is to participate in the publication of data or information.

Context: The work draws on mathematics, computers and electronics and law and government.
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 participate in the publication of data or information.

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 4.1/5 · core task · O*NET work activity: Prepare research or technical reports..

Discuss data presentation requirements with clients.

Monthly

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 54% 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 statistical assistant. Part of my job is to discuss data presentation requirements with clients.

Context: We use Microsoft PowerPoint; the work draws on mathematics, computers and electronics and law and government.
Project: [design, craft, presentation]
What I need to know: [goals, budget, audience, constraints]

Write brief-taking questions and a summary template. Order the questions sensibly, add follow-ups for vague answers, and give me a note-taking template.

10-minute exercise: Client brief interview

Step 1Pick a real example: the next time you discuss data presentation requirements. Leave out names and identifying details.

Step 2Fill in [Project] and [What I need to know] with the real details, then run the prompt.

Step 3Read the summary back to the client to confirm.

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

Importance 3.8/5 · core task · O*NET work activity: Confer with clients to determine needs..

Present results of statistical analyses to stakeholders.

Monthly

AI helps you prepare clearer wording and likely questions.

Show prompt & steps

Use AI to prepare: simpler wording, analogies, likely questions and a one-page handout. The conversation itself is yours.

Ready-to-use prompt

I work as a statistical assistant. Part of my job is to present results of statistical analyses to stakeholders.

Context: The work draws on mathematics, computers and electronics and law and government.
Audience: [management, clients, meeting]
Results: [paste key findings and numbers]

Turn this into a short presentation: headline message, 3 key charts to make, plain-language explanations, and likely questions with answers.

10-minute exercise: Present research results

Step 1Pick a real example: the next time you present results of statistical analyses.

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

Step 3Check every number on your slides against the analysis output.

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

Importance 4.5/5 · O*NET work activity: Present research results to others.. Also involves: Communicate organizational information to customers or other stakeholders.; Communicate results of environmental research.; Present information to the public..

Send out surveys.

Monthly

AI preps the paperwork; approving and paying stay with you.

Show prompt & steps

AI can prep the paperwork, extract details from documents and make checklists. Approving, paying and verifying stay with you.

Ready-to-use prompt

I work as a statistical assistant. Part of my job is to send out surveys.

Context: We use Hyland OnBase Enterprise Content Management and Microsoft Access.
What to send: [notices, submissions]
Recipients: [describe]

Draft notices and a send checklist. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Sending notices or materials

Step 1Pick a real example: the next time you send out surveys.

Step 2Fill in [What to send] and [Recipients] 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 3.4/5 · O*NET work activity: Send information, materials or documentation..

Interview people and keep track of their responses.

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 59% 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 statistical assistant. Part of my job is to interview people and keep track of their responses.

Context: The work draws on mathematics, computers and electronics and law and government.
Who I'm interviewing: [vendor, employee, customer, applicant]
Goal: [what I need to learn or decide]

Write 8 open questions in order, follow-ups, and a scoring or notes template. Order the questions sensibly, add follow-ups for vague answers, and give me a note-taking template.

10-minute exercise: Interview guide

Step 1Pick a real example: the next time you interview people.

Step 2Fill in [Who I'm interviewing] and [Goal] with the real details, then run the prompt.

Step 3Use the guide and note which questions worked best.

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

Importance 2.6/5 · O*NET work activity: Interview employees, customers, or others to collect 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: every day · Contact with others: contact with others most of the time

None of this job's tasks are here.

Get the full prompt pack for Statistical Assistants

Every task, prompt and 10-minute exercise on this page in one PDF, formatted to print or keep on your desktop. Free.

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.

Reading Comprehensionimportance 3.8/5
Used in: Processing Information
Mathematicsimportance 4.4/5
Used in: Processing Information
Critical Thinkingimportance 3.8/5
Used in: Working with Computers
Complex Problem Solvingimportance 3.6/5
Used in: Working with Computers

Where you could move

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Skills to build: Science, Reading Comprehension, Active Listening
Statisticians3% human-led · Needs more preparation · $105,650/yr · usually master's degree
Skills to build: Science, Judgment and Decision Making, Reading Comprehension
Accountants and Auditors8% human-led · Same preparation · $83,680/yr
Skills to build: Service Orientation, Persuasion, Monitoring

Getting into this job

O*NET has not surveyed education and training for this occupation yet.

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.

Bentley MicroStationC#C++Google Workspace softwareIBM SPSS StatisticsMicrosoft AccessMicrosoft Active Server Pages ASPMicrosoft ExcelMicrosoft Office softwareMicrosoft OutlookMicrosoft PowerPointMicrosoft Visual Basic