O*NET-SOC code
43-4021.00

Compose letters or electronic correspondence in reply to requests for merchandise, damage claims, credit and other information, delinquent accounts, incorrect billings, or unsatisfactory services. Duties may include gathering data to formulate reply and preparing correspondence.

  • 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

    0.279

    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

    0.57–0.63· 2 ISCO-08 groups

    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.

ILO value for each linked ISCO-08 group
  • ISCO-08 4225Inquiry Clerks0.57
  • ISCO-08 4419Clerical Support Workers Not Elsewhere Classified0.63

Task-level exposure

Exposed tasks only

21 rated tasks · 20 tasks with β ≥ 0.5 (95.2%)

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
  • 4 rated tasks are not in the O*NET 31.0 task list; their scores are kept as published for O*NET 27.2.
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 %
Compose letters in reply to correspondence concerning such items as requests for merchandise, damage claims, credit information requests, delinquent accounts, incorrect billing, or unsatisfactory service.

43-4021.00

0.216775.4
Complete form letters in response to requests or problems identified by correspondence.

43-4021.00

0.02649.2
Respond to internal and external requests for the release of information contained in medical records, copying medical records, and selective extracts in accordance with laws and regulations.

43-4021.00

0.01936.7
Present clear and concise explanations of governing rules and regulations.

43-4021.00

0.00983.4
Compose correspondence requesting medical information and records.

43-4021.00

0.00963.3
Gather records pertinent to specific problems, review them for completeness and accuracy, and attach records to correspondence as necessary.

43-4021.00

0.00562.0
Not observed on any surface — 15 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.
Prepare documents and correspondence such as damage claims, credit and billing inquiries, invoices, and service complaints.
—0
Compile data from records to prepare periodic reports.
—0
Read incoming correspondence to ascertain nature of writers' concerns and to determine disposition of correspondence.
—0
Type acknowledgment letters to persons sending correspondence.
—0
Review correspondence for format and typographical accuracy, assemble the information into a prescribed form with the correct number of copies, and submit it to an authorized official for signature.
—0
Maintain files and control records to show correspondence activities.
—0
Route correspondence to other departments for reply.
—0
Ensure that money collected is properly recorded and secured.
—0
Compute costs of records furnished to requesters, and write letters to obtain payment.
—0
Prepare records for shipment by certified mail.
—0
Obtain written authorization to access required medical information.
—0
Confer with company personnel regarding feasibility of complying with writers' requests.
—0
Submit completed documents to typists for typing in final form, and instruct typists in matters such as format, addresses, addressees, and the necessary number of copies.
—0
Process orders for goods requested in correspondence.
—0
Compile data pertinent to manufacture of special products for customers.
—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 (17)

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 documents and correspondence, such as damage claims, credit and billing inquiries, invoices, and service complaints.Core
Compile data from records to prepare periodic reports.Core
Read incoming correspondence to ascertain nature of writers' concerns and to determine disposition of correspondence.Core
Maintain files and control records to show correspondence activities.Core
Gather records pertinent to specific problems, review them for completeness and accuracy, and attach records to correspondence as necessary.Core
Route correspondence to other departments for reply.Core
Compose letters in reply to correspondence concerning such items as requests for merchandise, damage claims, credit information requests, delinquent accounts, incorrect billing, or unsatisfactory service.Core
Present clear and concise explanations of governing rules and regulations.Supplemental
Type acknowledgment letters to persons sending correspondence.Supplemental
Review correspondence for format and typographical accuracy, assemble the information into a prescribed form with the correct number of copies, and submit it to an authorized official for signature.Supplemental
Complete form letters in response to requests or problems identified by correspondence.Supplemental
Ensure that money collected is properly recorded and secured.Supplemental
Compute costs of records furnished to requesters, and write letters to obtain payment.Supplemental
Prepare records for shipment by certified mail.Supplemental
Confer with company personnel regarding feasibility of complying with writers' requests.Supplemental
Process orders for goods requested in correspondence.Supplemental
Compile data pertinent to manufacture of special products for customers.Supplemental

Occupation information

Employment outlook (BLS)

Employment, 2025
5K
Projected employment, 2035
5K
Change (2025–35)
-5.6%
Median annual wage, 2025
$46,800
Typical education needed for entry
High school diploma or equivalent
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 codeKSCO titleRelationStatus
37299그 외 사무 지원 종사원This occupation is narrowerconfirmed

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 4225Inquiry Clerks
  • ISCO-08 4419Clerical Support Workers Not Elsewhere Classified

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.

  • foreign language correspondence clerkESCO 4419.2This occupation is narrower

    Foreign language correspondence clerks read and reply to a company's correspondence in foreign languages. They also perform clerical duties.

  • administrative assistantESCO 3343.1Overlapping, not the same

    Administrative assistants perform administrative and office support for supervisors. They perform a variety of tasks, such as answering telephone calls, receiving and directing visitors, ordering office supplies, maintaining the office facilities running smoothly, and ensuring that equipment and appliances work properly.

  • receptionistESCO 4226.2Overlapping, not the same

    Receptionists are responsible for the reception area of a business. They answer the phone, greet guests, pass information, respond to inquiries and instruct visitors. They are the first point of contact for clients and customers.

  • typistESCO 4131.1Overlapping, not the same

    Typists operate computers to type and revise documents and compile material to be typed, such as correspondence, reports, statistical tables, forms, and audios. They read instructions accompanying material or follow verbal instructions to determine requirements such as number of copies needed, priority and desired format.

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 codeROME title (French)Relation
C1401Agent administratif / Agente administrative banque ou assuranceRelated, not a matchprovisional
D1432Assistant / Assistante service clientsRelated, not a matchprovisional
M1607Assistant administratif / Assistante administrativeRelated, 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 codeCNO-11 title (Spanish)Relation
4309Empleados administrativos sin tareas de atención al público no clasificados bajo otros epígrafesThis occupation is narrowerprovisional
3613Asistentes de dirección y administrativosRelated, not a matchprovisional

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 codeKldB title (German)Relation
71402Büro- und Sekretariatskräfte (ohne Spezialisierung) - fachlich ausgerichtete TätigkeitenThis occupation is narrowerprovisional
71413Fremdsprachensekretäre/-sekretärinnen und Fremdsprachenkorrespondenten/-korrespondentinnen - komplexe SpezialistentätigkeitenRelated, not a match
62182Berufe im Verkauf (ohne Produktspezialisierung) (sonstige spezifische Tätigkeitsangabe) - fachlich ausgerichtete TätigkeitenRelated, not a matchprovisional
71412Fremdsprachensekretäre/-sekretärinnen und Fremdsprachenkorrespondenten/-korrespondentinnen - fachlich ausgerichtete TätigkeitenRelated, 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 codeJSCO title (Japanese)Relation
259その他の一般事務従事者This occupation is narrowerprovisional
251庶務事務員Related, not a match

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