Survey Researchers
Life, Physical, and Social Science Occupations- O*NET-SOC code
- 19-3022.00
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.
- Data source: BLSPublished: 2026-08
Very high· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
- Data source: AnthropicPublished: 2026-03
0.432
0.000Range of values carried here0.745Scale, basis and source
Observed exposure index, 0–1 as published
Mapped onto O*NET tasks
Published per SOC 2018 occupation; every O*NET occupation with the same SOC 2018 code carries this value
- Data source: ILOPublished: 2025
0.56
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
Published per ISCO-08 unit group. Linked to this occupation, wholly or in part, by applying U.S. Bureau of Labor Statistics crosswalks (ISCO-08 to 2010 SOC, 2010 SOC to 2018 SOC) as published
What kind of figure this source publishes
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Task-level exposure
Show 14 hidden tasks16 rated tasks · 16 tasks with β ≥ 0.5 (100.0%)
β = direct exposure (E1) + 0.5 × exposure when tools are available (E2), per the source repository's definition.
- Source unit: O*NET 27.2 tasks → O*NET 31.0 occupation code
- All rated tasks are in the O*NET 31.0 task list.
- Source
- OpenAI "GPTs are GPTs" exposure rubric
- Release
- gh-main-0471612
- License
- MIT License, Copyright (c) 2024 OpenAI
| Task (O*NET 30.2) | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Conduct surveys and collect data, using methods such as interviews, questionnaires, focus groups, market analysis surveys, public opinion polls, literature reviews, and file reviews.19-3022.00 | 0.0100100.0 | 0.010050.0 |
Review, classify, and record survey data in preparation for computer analysis. | —0 | 0.010050.0 |
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task (O*NET 27.2) | βE1 + 0.5 × E2 |
|---|---|
Review, classify, and record survey data in preparation for computer analysis.O*NET Task ID 7548 | 1.0 |
Produce documentation of the questionnaire development process, data collection methods, sampling designs, and decisions related to sample statistical weighting.O*NET Task ID 7554 | 1.0 |
Write training manuals to be used by survey interviewers.O*NET Task ID 7559 | 1.0 |
Write proposals to win new projects.O*NET Task ID 21107 | 1.0 |
Prepare and present summaries and analyses of survey data, including tables, graphs, and fact sheets that describe survey techniques and results.O*NET Task ID 7545 | 0.5 |
Consult with clients to identify survey needs and specific requirements, such as special samples.O*NET Task ID 7546 | 0.5 |
Analyze data from surveys, old records, or case studies, using statistical software.O*NET Task ID 7547 | 0.5 |
Conduct research to gather information about survey topics.O*NET Task ID 7549 | 0.5 |
Conduct surveys and collect data, using methods such as interviews, questionnaires, focus groups, market analysis surveys, public opinion polls, literature reviews, and file reviews.O*NET Task ID 7550 | 0.5 |
Collaborate with other researchers in the planning, implementation, and evaluation of surveys.O*NET Task ID 7551 | 0.5 |
Direct and review the work of staff members, including survey support staff and interviewers who gather survey data.O*NET Task ID 7552 | 0.5 |
Monitor and evaluate survey progress and performance, using sample disposition reports and response rate calculations.O*NET Task ID 7553 | 0.5 |
Determine and specify details of survey projects, including sources of information, procedures to be used, and the design of survey instruments and materials.O*NET Task ID 7555 | 0.5 |
Support, plan, and coordinate operations for single or multiple surveys.O*NET Task ID 7556 | 0.5 |
Direct updates and changes in survey implementation and methods.O*NET Task ID 7557 | 0.5 |
Hire and train recruiters and data collectors.O*NET Task ID 7558 | 0.5 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
All O*NET 31.0 task statements (16)
All O*NET 31.0 task statements for this occupation (English, as published; task type core or supplemental). Exposure values are not listed here; they are in the table above, next to each task statement as worded in the O*NET version each source used.
| Task (O*NET 31.0) | Type |
|---|---|
| Prepare and present summaries and analyses of survey data, including tables, graphs, and fact sheets that describe survey techniques and results. | Core |
| Consult with clients to identify survey needs and specific requirements, such as special samples. | Core |
| Analyze data from surveys, old records, or case studies, using statistical software. | Core |
| Review, classify, and record survey data in preparation for computer analysis. | Core |
| Conduct research to gather information about survey topics. | Core |
| Conduct surveys and collect data, using methods such as interviews, questionnaires, focus groups, market analysis surveys, public opinion polls, literature reviews, and file reviews. | Core |
| Collaborate with other researchers in the planning, implementation, and evaluation of surveys. | Core |
| Direct and review the work of staff members, including survey support staff and interviewers who gather survey data. | Core |
| Monitor and evaluate survey progress and performance, using sample disposition reports and response rate calculations. | Core |
| Produce documentation of the questionnaire development process, data collection methods, sampling designs, and decisions related to sample statistical weighting. | Core |
| Determine and specify details of survey projects, including sources of information, procedures to be used, and the design of survey instruments and materials. | Core |
| Support, plan, and coordinate operations for single or multiple surveys. | Core |
| Direct updates and changes in survey implementation and methods. | Core |
| Hire and train recruiters and data collectors. | Core |
| Write training manuals to be used by survey interviewers. | Core |
| Write proposals to win new projects. | Core |
0.00/ 3· Robot exposure index
Scale, basis and source
Each physical task is graded 0–3 by the setting in which robots that have been deployed, sold or demonstrated could do it (0 none · 1 purpose-built robot settings such as a fenced machine cell or a bottling line · 2 structured facilities such as a hospital pharmacy or a container port · 3 unstructured settings such as a private home or a construction site), and the grades are averaged by share of working time
Physical tasks among this occupation's O*NET 29.3 tasks
Anthropic estimated the grades and time shares with Claude Opus 5 using web search, as of 2026.
The robot exposure index is a different measure from the AI exposure figures on this site and cannot be added to or compared with them. It does not measure actual adoption or cost, and 0 also covers occupations with no physical tasks.
Tier of each physical task
None of this occupation's O*NET 29.3 tasks is classified as a physical task.
Occupation information
Employment outlook (BLS)
- Employment, 2025
- 10K
- Projected employment, 2035
- 9K
- Change (2025–35)
- -4.8%
- Median annual wage, 2025
- $69,460
- Typical education needed for entry
- Master's degree
Korea classification links (KSCO)
Links from the current release of the Korea Occupation Direct Crosswalk v1.1, made by AI Changing Work. Relation values are read from the O*NET-SOC occupation side.
| KSCO code | KSCO title | Relation | Status |
|---|---|---|---|
| 28340 | 조사 전문가 | Same scope | confirmed |
| 13901 | 시장 및 여론 조사 관리자 | Related, not a match | confirmed |
Relation and status definitions(kr-direct v1.1)
ILO occupational description
AI Changing Work links the ISCO-08 unit groups below to this occupation by applying the U.S. Bureau of Labor Statistics crosswalks (2018 SOC to 2010 SOC, 2010 SOC to ISCO-08) as published, without case-by-case selection; each link may be whole or partial.
- ISCO-08 2120Mathematicians, Actuaries and Statisticians
The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.
Mathematicians, actuaries and statisticians conduct research and improve or develop mathematical, actuarial and statistical concepts, theories and operational methods and techniques and advise on or engage in their practical application in such fields as engineering, business and social and other sciences.
Tasks
- (a) studying, improving and developing mathematical, actuarial and statistical theories and techniques;
- (b) advising on or applying mathematical principles, models and techniques to a wide range of tasks in the fields of engineering, natural, social or life sciences;
- (c) conducting logical analyses of management problems, especially in terms of input-output effectiveness, and formulating mathematical models of each problem usually for programmeming and solution by computer;
- (c) designing and putting into operation pension schemes and life, health, social and other types of insurance systems;
- (e) applying mathematics, statistics, probability and risk theory to assess potential financial impacts of future events;
- (f) planning and organizing surveys and other statistical collections, and designing questionnaires;
- (g) evaluating, processing, analysing, and interpreting statistical data and preparing them for publication;
- (h) advising on or applying various data collection methods and statistical methods and techniques, and determining reliability of findings, especially in such fields as business or medicine as well as in other areas of natural, social or life sciences;
- (i) preparing scientific papers and reports;
- (j) supervising the work of mathematical, actuarial and statistical assistants and statistical clerks.
Example occupations
Actuary · Demographer · Mathematician · Operations research analyst · Statistician
Sources: ILO ISCO-08 — details: Credits
ESCO occupational vocabulary
Each entry below is matched to this occupation in the published ESCO-O*NET Crosswalk (version 1, 2022). The match types are that crosswalk's; the wording is AI Changing Work's.
- demographerESCO 2120.2This occupation is broader
Demographers study a variety of parameters related with population. They develop, based on their observations, statistical analyses on the evolutions and changes of births, elderly, marriage and divorce, employment, mortality, immigration and related matters.
- field survey managerESCO 3341.7This occupation is broader
Field survey managers organise and supervise investigations and surveys on the request of a sponsor. They monitor their implementation according to production requirements and lead a team of field investigators.
- market research analystESCO 2431.11This occupation is broader
Market research analysts collect the information gathered in the market research and study it to draw conclusions. They define the potential customers of a product, the target group and the way they can be reached. Market research analysts analyse the position of products in the market from different perspectives such as features, prices and competitors. They analyse cross selling and interdependencies between different products and their placement. Market research analysts prepare information helpful for the development of marketing strategies.
- market research interviewerESCO 4227.1This occupation is broader
Market research interviewers strive to collect information on the perceptions, opinions, and preferences of customers in relation to commercial products or services. They use interview techniques to draw as much information as possible by contacting people via telephone calls, by approaching them face-to-face or by by virtual means. They pass this information to experts for drawing analysis.
- social work researcherESCO 2632.6.1This occupation is broader
Social work researchers manage research projects aiming to investigate and provide reports on social issues. They first perform research by gathering information through interviews, focus groups and questionnaires; followed by organising and analysing the gathered information using computer software packages. They analyse social problems and needs, and the different ways and techniques to respond to them.
- survey enumeratorESCO 4227.2This occupation is broader
Survey enumerators perform interviews and fill in forms in order to collect the data provided by interviewees. They can collect information by phone, mail, personal visits or on the street. They conduct and help the interviewees administer the information that the interviewer is interested in having, usually related to demographic information for governmental statistical purposes.
Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
License: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
France classification links (ROME)
AI Changing Work's links between this occupation and ROME 4.0 job profiles, judged with AI models. Relations are read from this occupation's side. Links marked “provisional” were adopted on the judgments of two judges from the same model family (Claude) alone, or by an operator rule applied to their judgments, so they rest on weaker evidence than confirmed links.
| ROME code | ROME title (French) | Relation |
|---|---|---|
| M1404 | Responsable d'enquêtes terrain | Overlapping, not the sameprovisional |
| M1401 | Enquêteur / Enquêtrice sondage | Related, not a matchprovisional |
| M1430 | Chargé / Chargée d'études commerciales | Related, not a matchprovisional |
Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.
ROME codes and titles are reproduced unchanged; the links to O*NET-SOC occupations are AI Changing Work's own judgment and are not a France Travail correspondence.
(AI Changing Work link release: fr-direct v1)
Spain classification links (CNO-11)
AI Changing Work's links between this occupation and CNO-11 occupations, judged with AI models. Relations are read from this occupation's side.
| CNO-11 code | CNO-11 title (Spanish) | Relation |
|---|---|---|
| 2416 | Estadísticos | Related, not a match |
| 2651 | Profesionales de la publicidad y la comercialización | Related, not a match |
| 2821 | Sociólogos, geógrafos, antropólogos, arqueólogos y afines | Related, not a match |
Source: Instituto Nacional de Estadística (INE), National Classification of Occupations 2011 (CNO-11, Royal Decree 1591/2010) — www.ine.es · Licensed CC BY 4.0. CNO-11 codes and Spanish titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not an INE correspondence.
(AI Changing Work link release: es-direct v1)
Germany classification links (KldB)
AI Changing Work's links between this occupation and KldB occupations, judged with AI models. Relations are read from this occupation's side.
| KldB code | KldB title (German) | Relation |
|---|---|---|
| 91344 | Berufe in der Markt- und Meinungsforschung - hoch komplexe Tätigkeiten | This occupation is narrower |
| 91324 | Berufe in der Soziologie - hoch komplexe Tätigkeiten | Related, not a match |
| 91244 | Berufe in Medien- und Theaterwissenschaft - hoch komplexe Tätigkeiten | Related, not a matchprovisional |
Source: © Statistik der Bundesagentur für Arbeit — Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. KldB codes and titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence.
(AI Changing Work link release: de-direct v1)
Japan classification links (JSCO)
AI Changing Work's links between this occupation and JSCO occupations, judged with AI models. Relations are read from this occupation's side.
| JSCO code | JSCO title (Japanese) | Relation |
|---|---|---|
| 052 | 人文・社会科学系等研究者 | Related, not a matchprovisional |
| 253 | 企画事務員 | Related, not a matchprovisional |
| 292 | 調査員 | Related, not a matchprovisional |
Source: Ministry of Internal Affairs and Communications (MIC), Japan Standard Occupational Classification (Dec. 2009, MIC Notification No. 555). JSCO codes and Japanese titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not a MIC correspondence.
(AI Changing Work link release: jp-direct v1)
Sources, licenses and AI Changing Work's modification and translation notices for this page: Credits & sources