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How a survey researcher can use AI, task by task

O*NET 19-3022.00: Survey ResearchersMedian pay $69,460/year (BLS, May 2025)16 tasksJob Zone 5: Extensive preparation

Plan, develop, or conduct surveys. May analyze and interpret the meaning of survey data, determine survey objectives, or suggest or test question wording. Includes social scientists who primarily design questionnaires or supervise survey teams.

Type your own title and every prompt on this page updates to match. Also called: Data Analyst, Market Survey Representative, Research Associate, Research Fellow, Research Interviewer, Research Scientist, Survey Methodologist, Survey Researcher, Survey Statistician, Telephone Interviewer.

Where AI fits in this job

AI-ready 25%AI-assist 67%Stays human 8%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 5 AI-ready, 10 AI-assist and 1 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).

💪 Lean into these

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

  1. Direct and review the work of staff members, including survey support staff and interviewers who gather survey data.Lead people · Weekly

AI can draft these 5

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

Monitor and evaluate survey progress and performance, using sample disposition reports and response rate calculations.

Weekly

AI pulls out what matters from long documents in seconds.

Show prompt & steps

Paste a long document, manual or policy into AI and ask for the parts that matter to you. You get a summary in seconds, then you read the key sections it points you to.

Ready-to-use prompt

I work as a survey researcher. Part of my job is to monitor and evaluate survey progress and performance, using sample disposition reports and response rate calculations.

Context: The work draws on sociology and anthropology, psychology and communications and media.
Report or drawing: [paste the findings, survey progress or site diagram]
Decision to make: [what work or treatment to plan]

Summarize what the report shows, what work it points to, and how urgent each item is. List information that's missing before I can decide.

10-minute exercise: Read reports to decide what's needed

Step 1Pick a real example: the next time you monitor and evaluate survey progress and performance (this week).
Step 2Paste it into [Report or drawing] and state the [Decision to make].
Step 3Make the call yourself, then check whether the missing information it listed would have changed it.

Remove names and private details before pasting, and check your employer's rules on what you can share with AI tools.

Importance 4.4/5 · core task · O*NET work activity: Evaluate reports or designs to determine work needs.. Also involves: Analyze operational data to evaluate operations, processes or products..

Review, classify, and record survey data in preparation for computer analysis.

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 survey researcher. Part of my job is to review, classify, and record survey data in preparation for computer analysis.

Context: We use Microsoft Word.
Experiment: [describe]
Data: [paste]

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

10-minute exercise: Lab or research record

Step 1Pick a real example: the next time you review, classify, and record survey data in preparation for computer analysis.
Step 2Fill in [Experiment] and [Data] 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 3.9/5 · core task · O*NET work activity: Record research or operational data.. Also involves: Classify organisms based on their characteristics or behavior..

Produce documentation of the questionnaire development process, data collection methods, sampling designs, and decisions related to sample statistical weighting.

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 survey researcher. Part of my job is to produce documentation of the questionnaire development process, data collection methods, sampling designs, and decisions related to sample statistical weighting.

Context: We use Microsoft Word.
Operation: [production, claims, systems]
Data: [paste figures]

Draft a report with highlights, issues and actions. Show calculations. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Operations report

Step 1Pick a real example: the next time you produce documentation of the questionnaire development process and data.
Step 2Fill in [Operation] and [Data] 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 4.2/5 · core task · O*NET work activity: Prepare operational reports..

Write proposals to win new projects.

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 survey researcher. Part of my job is to write proposals to win new projects.

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 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 4.0/5 · core task · O*NET work activity: Write grant proposals.. Also involves: Prepare proposals or grant applications to obtain project funding..

Write training manuals to be used by survey interviewers.

A few times a year

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 survey researcher. Part of my job is to write training manuals to be used by survey interviewers.

Context: The work draws on sociology and anthropology, psychology and communications and media.
Training: [topic, class type]
Learners: [describe]

Draft a manual section, visual aid list and session plan. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Training materials

Step 1Pick a real example: the next time you write training manuals.
Step 2Fill in [Training] and [Learners] 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 · core task · O*NET work activity: Develop training materials..

AI can help you prep these 10

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

Conduct surveys and collect data, using methods such as interviews, questionnaires, focus groups, market analysis surveys, public opinion polls, literature reviews, and file reviews.

Weekly

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 68% 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 survey researcher. Part of my job is to conduct surveys and collect data, using methods such as interviews, questionnaires, focus groups, market analysis surveys, public opinion polls, literature reviews, and file reviews.

Context: The work draws on sociology and anthropology, psychology and communications and media.
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 conduct surveys (this week).
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 4.8/5 · core task · O*NET work activity: Collect information from people through observation, interviews, or surveys..

Support, plan, and coordinate operations for single or multiple surveys.

Daily

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 survey researcher. Part of my job is to support, plan, and coordinate operations for single or multiple surveys.

Context: We use Microsoft Project and Microsoft Teams; the work draws on sociology and anthropology, psychology and communications and media.
Survey: [topic, population]
Resources: [budget, staff]

Draft sampling, procedures and timeline. 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: Survey project plan

Step 1Pick a real example: the next time you support, plan, and coordinate operations for single or multiple surveys (today).
Step 2Fill in [Survey] and [Resources] 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 4.5/5 · core task · O*NET work activity: Plan social sciences research.. Also involves: Direct scientific activities..

Collaborate with other researchers in the planning, implementation, and evaluation of surveys.

Daily

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 survey researcher. Part of my job is to collaborate with other researchers in the planning, implementation, and evaluation of surveys.

Context: We use REDCap Research Electronic Data Capture and SAS; the work draws on sociology and anthropology, psychology and communications and media.
Project: [research, audit, multidisciplinary]
My role: [describe]

List what to prepare, questions for collaborators, and a shared plan outline. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Collaboration prep

Step 1Pick a real example: the next time you collaborate with other researchers in the planning, implementation (today).
Step 2Fill in [Project] and [My role] with the real details, then run the prompt.
Step 3Open two of the sources it gives and confirm the key claim before you use it.

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

Importance 4.3/5 · core task · O*NET work activity: Collaborate on research activities with scientists or technical specialists..

Prepare and present summaries and analyses of survey data, including tables, graphs, and fact sheets that describe survey techniques and results.

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 survey researcher. Part of my job is to prepare and present summaries and analyses of survey data, including tables, graphs, and fact sheets that describe survey techniques and results.

Context: We use SAS and IBM SPSS Statistics; the work draws on sociology and anthropology, psychology and communications and media.
Topic: [status, results, fixes]
Audience: [customers, staff]
Notes: [paste]

Draft slides outline and speaker notes. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Technical presentation

Step 1Pick a real example: the next time you prepare and present summaries and analyses of survey data.
Step 2Fill in [Topic], [Audience] and [Notes] 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 4.5/5 · core task · O*NET work activity: Prepare scientific or technical reports or presentations..

Consult with clients to identify survey needs and specific requirements, such as special samples.

Monthly

AI helps you prepare questions; the listening is yours.

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 survey researcher. Part of my job is to consult with clients to identify survey needs and specific requirements, such as special samples.

Context: The work draws on sociology and anthropology, psychology and communications and media.
Topic: [product demo, materials]
Client: [describe]

Prepare questions and what to present. Order the questions sensibly, add follow-ups for vague answers, and give me a note-taking template.

10-minute exercise: Client information exchange

Step 1Pick a real example: the next time you consult with clients. Leave out names and identifying details.
Step 2Fill in [Topic] and [Client] with the real details, then run the prompt.
Step 3Use one new question in your next real conversation and note what it surfaced.

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

Importance 4.5/5 · core task · O*NET work activity: Confer with clients to exchange information..

Determine and specify details of survey projects, including sources of information, procedures to be used, and the design of survey instruments and materials.

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 30% 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 survey researcher. Part of my job is to determine and specify details of survey projects, including sources of information, procedures to be used, and the design of survey instruments and materials.

Context: We use Microsoft Project and Microsoft Teams; the work draws on sociology and anthropology, psychology and communications and media.
Survey: [topic, population]
Resources: [budget, staff]

Draft sampling, procedures and timeline. 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: Survey project plan

Step 1Pick a real example: the next time you determine and specify details of survey projects.
Step 2Fill in [Survey] and [Resources] 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 4.5/5 · core task · O*NET work activity: Plan social sciences research..

Conduct research to gather information about survey topics.

Monthly

AI helps you prepare questions; the listening is yours.

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 survey researcher. Part of my job is to conduct research to gather information about survey topics.

Context: We use REDCap Research Electronic Data Capture; the work draws on sociology and anthropology, psychology and communications and media.
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 conduct research to gather information about survey topics.
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 4.2/5 · core task · O*NET work activity: Collect information from people through observation, interviews, or surveys..

Direct updates and changes in survey implementation and methods.

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 survey researcher. Part of my job is to direct updates and changes in survey implementation and methods.

Context: We use Microsoft Project and Microsoft Teams; the work draws on sociology and anthropology, psychology and communications and media.
Survey: [topic, population]
Resources: [budget, staff]

Draft sampling, procedures and timeline. 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: Survey project plan

Step 1Pick a real example: the next time you direct updates and changes.
Step 2Fill in [Survey] and [Resources] 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: Plan social sciences research..

Analyze data from surveys, old records, or case studies, using statistical software.

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 survey researcher. Part of my job is to analyze data from surveys, old records, or case studies, using statistical software.

Context: We use REDCap Research Electronic Data Capture and Statistical software; the work draws on sociology and anthropology, psychology and communications and media.
Issue: [describe]
Why I need it: [policy, program, decision]

Give me key facts, competing views, data sources to verify, and research questions worth pursuing. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Social issue brief

Step 1Pick a real example: the next time you analyze data.
Step 2Fill in [Issue] and [Why I need it] with the real details, then run the prompt.
Step 3Check the key facts in an official data source.

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

Importance 3.9/5 · core task · O*NET work activity: Conduct research on social issues..

Hire and train recruiters and data collectors.

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 survey researcher. Part of my job is to hire and train recruiters and data collectors.

Context: We use Microsoft PowerPoint and SAS; the work draws on sociology and anthropology, psychology and communications and media.
Procedure or tool: [describe]
Trainees: [describe]

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

10-minute exercise: Technical procedure training

Step 1Pick a real example: the next time you hire and train recruiters and data collectors.
Step 2Fill in [Procedure or tool] and [Trainees] 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 3.2/5 · core task · O*NET work activity: Train personnel in technical or scientific procedures..

These stay human 1

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 · Dealing with the public: very important · Contact with others: contact with others most of the time · Impact of decisions: important results

Direct and review the work of staff members, including survey support staff and interviewers who gather survey data.

Weekly

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a survey researcher. Part of my job is to direct and review the work of staff members, including survey support staff and interviewers who gather survey data.

Context: The work draws on sociology and anthropology, psychology and communications and media.
Team: [technicians, scientists]
Issue or goal: [quality, project]

Help me prepare: the key message in 2 sentences, what good looks like, how people might react and how I'll respond, and one thing I'll check next week.

10-minute exercise: Leading a lab team

Step 1Pick a real example: the next time you direct and review the work of staff members (this week). Leave out names and identifying details.
Step 2Fill in [Team] and [Issue or goal] with the real details, then run the prompt.
Step 3Afterward, note one thing people responded to and one thing you'd change.

Importance 4.2/5 · core task · O*NET work activity: Supervise scientific or technical personnel..

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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.

Stays human Deepen these

They power the human-led work, which is the part of the job AI can't take over.

  • Active Learningimportance 3.9/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Coordinationimportance 3.4/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Learning Strategiesimportance 3.2/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Monitoringimportance 3.1/5
    Used in: Guiding, Directing, and Motivating Subordinates

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 4.2/5
    Used in: Getting Information
  • Active Listeningimportance 4.2/5
    Used in: Getting Information
  • Writingimportance 4.2/5
    Used in: Documenting/Recording Information
  • Reading Comprehensionimportance 4.2/5
    Used in: Getting Information

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.

  • Industrial-Organizational Psychologists24% human-led · Same preparation · $193,950/yr · usually master's degreeSkills to build: Management of Personnel Resources, Systems Evaluation, Systems Analysis
  • Sociologists12% human-led · Same preparation · $106,030/yr · usually doctoral degreeSkills to build: Social Perceptiveness, Learning Strategies, Instructing
  • Business Teachers, Postsecondary29% human-led · Same preparation · $99,080/yr · usually doctoral degreeSkills to build: Instructing, Learning Strategies, Speaking
  • Biostatisticians0% human-led · Same preparation · $105,650/yr · usually master's degreeSkills to build: Science, Programming, Instructing

Getting into this job

Bachelor's degree is most common (50% of workers)

  • Bachelor's 50%
  • Graduate degree 50%
  • 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.

C++Extensible markup language XMLIBM SPSS StatisticsJavaScriptMicrosoft AccessMicrosoft Active Server Pages ASPMicrosoft ExcelMicrosoft Office softwareMicrosoft PowerPointMicrosoft ProjectMicrosoft TeamsMicrosoft Word