Statistical Assistants

Office and Administrative Support Occupations

O*NET-SOC code: 43-9111.00

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.

Data source: BLSPublished: 2026-08
Very high· relative
LowFour relative bandsVery high
Group-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
Source dataset (XLSX download)
Data source: AnthropicPublished: 2026-03
0.510
0.000Range of values carried here0.745
Scale, 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
Source dataset (CSV download)
Data source: ILOPublished: 2025
0.57
0.09Range of values carried here0.70
Group-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
Source dataset (PDF download)

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

Exposed tasks only

14 rated tasks · 13 tasks with β ≥ 0.5 (92.9%)

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 20.1)	Claude.aiRaw / share %	APIRaw / share %
Compile reports, charts, or graphs that describe and interpret findings of analyses. 43-9111.00	0.080873.2	0.263654.4
Discuss data presentation requirements with clients. 43-9111.00	0.011410.3	0.00521.1
Enter data into computers for use in analyses or reports. 43-9111.00	0.00716.4	0.118824.5
Compute and analyze data, using statistical formulas and computers or calculators. 43-9111.00	0.00676.1	0.00360.7
Select statistical tests for analyzing data. 43-9111.00	0.00282.5	—0
File data and related information and maintain and update databases. 43-9111.00	0.00161.4	0.00972.0
Code data prior to computer entry, using lists of codes.	—0	0.076915.9
Interview people and keep track of their responses.	—0	0.00370.8
Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets.	—0	0.00280.6
Not observed on any surface — 5 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states.
Check source data to verify completeness and accuracy.	—0	—0
Participate in the publication of data or information.	—0	—0
Organize paperwork, such as survey forms or reports, for distribution or analysis.	—0	—0
Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used.	—0	—0
Send out surveys.	—0	—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
Compute and analyze data, using statistical formulas and computers or calculators. O*NET Task ID 9788	1.0
Enter data into computers for use in analyses or reports. O*NET Task ID 9789	1.0
Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets. O*NET Task ID 9790	1.0
Compile reports, charts, or graphs that describe and interpret findings of analyses. O*NET Task ID 9791	1.0
Check source data to verify completeness and accuracy. O*NET Task ID 9792	1.0
Participate in the publication of data or information. O*NET Task ID 9793	1.0
File data and related information, and maintain and update databases. O*NET Task ID 9795	1.0
Select statistical tests for analyzing data. O*NET Task ID 9796	1.0
Organize paperwork, such as survey forms or reports, for distribution or analysis. O*NET Task ID 9797	1.0
Code data prior to computer entry, using lists of codes. O*NET Task ID 9798	1.0
Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used. O*NET Task ID 9799	0.5
Interview people and keep track of their responses. O*NET Task ID 9800	0.5
Send out surveys. O*NET Task ID 9801	0.5
Show 3 more tasks ▾Show less ▴
Discuss data presentation requirements with clients. O*NET Task ID 9794	0.0

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
Compute and analyze data, using statistical formulas and computers or calculators.	Core
Enter data into computers for use in analyses or reports.	Core
Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets.	Core
Compile reports, charts, or graphs that describe and interpret findings of analyses.	Core
Check source data to verify completeness and accuracy.	Core
Participate in the publication of data or information.	Core
Discuss data presentation requirements with clients.	Core
File data and related information, and maintain and update databases.	Core
Select statistical tests for analyzing data.	Core
Write code for statistical applications.	Core
Organize paperwork, such as survey forms or reports, for distribution or analysis.	Supplemental
Code data prior to computer entry, using lists of codes.	Supplemental
Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used.	Supplemental
Interview people and keep track of their responses.	Supplemental
Send out surveys.	Supplemental
Present results of statistical analyses to stakeholders.	Supplemental

Anthropic, "What work can robots do?"2026-09

0.06/ 3· Robot exposure index

0 none3 unstructured settings

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.

Source dataset

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

Robot environment tiers (E0–E3)

E0 noneDetails
Rated not doable by robots that have been deployed, sold or demonstrated, even in a purpose-built setting
E1 purpose-built robot settingsDetails
Rated doable in a setting built around the machine, such as a fenced machine cell or a bottling line
E2 structured facilitiesDetails
Rated doable in a human work facility that an institution keeps to a working standard, such as a hospital pharmacy or a container port
E3 unstructured settingsDetails
Rated doable in a setting that no institution keeps to a working standard, such as a private home or a construction site

Only tasks classified as physical are listed; other tasks have no tier in the source.

Task (O*NET 29.3)	Robot environment tier
Organize paperwork, such as survey forms or reports, for distribution or analysis.	E1 purpose-built robot settings
Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used.	E1 purpose-built robot settings

Employment outlook (BLS)

Employment, 2025: 5K
Projected employment, 2035: 5K
Change (2025–35): -1.8%
Median annual wage, 2025: $50,330
Typical education needed for entry: Bachelor's degree

lowest $30,890median wage across 825 detailed occupations, BLS EP 2025–35highest $559,030

Source: U.S. Bureau of Labor Statistics, Employment Projections 2025–35 — Employment by detailed occupation, 2025 and projected 2035

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
33201	통계‧데이터 사무원	Same scope	confirmed
33209	그 외 통계‧데이터 관련 사무원	This occupation is broader	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 3314Statistical, Mathematical and Related Associate Professionals

The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.

Statistical, mathematical and related associate professionals assist in planning the collection, processing and presentation of statistical, mathematical or actuarial data and in carrying out these operations, usually working under the guidance of statisticians, mathematicians and actuaries.

Tasks

(a) assisting in planning and performing statistical, mathematical, actuarial and related calculations;
(b) preparing detailed estimates of quantities and costs of materials and labour required for statistical census and survey operations;
(c) performing technical tasks connected with establishing, maintaining and using registers and sampling frames for census and survey operations;
(d) performing technical tasks connected with data collection and quality control operations in censuses and surveys;
(e) using standard computer software packages to perform mathematical, actuarial, statistical, accounting and related calculations;
(f) preparing statistical, mathematical, actuarial, accounting and other results for presentation in graphical or tabular form;
(g) applying knowledge of statistical, mathematical, actuarial, accounting and related principles and practices in order to identify and solve problems arising in the course of their work;
(h) supervising the work of statistical clerks.

Example occupations

Actuarial assistant · Mathematical assistant · Statistical assistant

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.

statistical assistantESCO 3314.2Same scope
Statistical assistants collect data and use statistical formulas to execute statistical studies and create reports. They create charts, graphs and surveys.
actuarial assistantESCO 3314.1This occupation is broader
Actuarial assistants perform statistical data research in order to set premium rates and insurance policies. They review the possibility of accidents, injuries and property damage by using statistical formulas and models.
statisticianESCO 2120.6Overlapping, not the same
Statisticians collect, tabulate, and, most importantly, analyse quantitative information coming from a varied array of fields. They interpret and analyse statistical studies on fields such as health, demographics, finance, business, etc. and advise based on patterns and drawn analysis.

Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)

License: CC BY 4.0 (EU Reuse Notice)

View original

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
C1120	Conseiller / Conseillère en études actuarielles	Related, not a matchprovisional
M1403	Chargé / Chargée d'études socio-économiques	Related, not a matchprovisional
M1414	Ingénieur statisticien / Ingénieure statisticienne	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
3404	Profesionales de apoyo en servicios estadísticos, matemáticos y afines	This occupation is narrower
4113	Empleados de oficina de servicios estadísticos, financieros y bancarios	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
41114	Berufe in der Statistik - hoch komplexe Tätigkeiten	Related, not a match

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
259	その他の一般事務従事者	This occupation is narrower

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