O*NET-SOC code
41-2011.00

Receive and disburse money in establishments other than financial institutions. May use electronic scanners, cash registers, or related equipment. May process credit or debit card transactions and validate checks.

  • Data source: BLSPublished: 2026-08

    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

    0.085

    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

    0.39

    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

Show 20 hidden tasks

29 rated tasks · 9 tasks with β ≥ 0.5 (31.0%)

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
  • 1 rated task is not in the O*NET 31.0 task list; its score is 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

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
Calculate total payments received during a time period, and reconcile this with total sales.

O*NET Task ID 2411

1.0
Compute and record totals of transactions.

O*NET Task ID 2412

1.0
Keep periodic balance sheets of amounts and numbers of transactions.

O*NET Task ID 2414

1.0
Compile and maintain non-monetary reports and records.

O*NET Task ID 2421

1.0
Answer incoming phone calls.

O*NET Task ID 21073

1.0
Answer customers' questions, and provide information on procedures or policies.

O*NET Task ID 2408

0.5
Process merchandise returns and exchanges.

O*NET Task ID 2417

0.5
Post charges against guests' or patients' accounts.

O*NET Task ID 2423

0.5
Assist customers by providing information and resolving their complaints.

O*NET Task ID 18765

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®, Eloundou et al. (2023): see full notices on the Credits page

All O*NET 31.0 task statements (28)

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
Receive payment by cash, check, credit cards, vouchers, or automatic debits.Core
Issue receipts, refunds, credits, or change due to customers.Core
Greet customers entering establishments.Core
Establish or identify prices of goods, services, or admission, and tabulate bills, using calculators, cash registers, or optical price scanners.Core
Answer customers' questions, and provide information on procedures or policies.Core
Process merchandise returns and exchanges.Core
Request information or assistance, using paging systems.Core
Monitor checkout stations to ensure they have adequate cash available and are staffed appropriately.Core
Assist customers by providing information and resolving their complaints.Core
Maintain clean and orderly checkout areas, and complete other general cleaning duties, such as mopping floors and emptying trash cans.Core
Help customers find the location of products.Core
Answer incoming phone calls.Core
Count money in cash drawers at the beginning of shifts to ensure that amounts are correct and that there is adequate change.Supplemental
Issue trading stamps, and redeem food stamps and coupons.Supplemental
Cash checks for customers.Supplemental
Weigh items sold by weight to determine prices.Supplemental
Calculate total payments received during a time period, and reconcile this with total sales.Supplemental
Compute and record totals of transactions.Supplemental
Sell tickets and other items to customers.Supplemental
Keep periodic balance sheets of amounts and numbers of transactions.Supplemental
Bag, box, wrap, or gift-wrap merchandise, and prepare packages for shipment.Supplemental
Sort, count, and wrap currency and coins.Supplemental
Compile and maintain non-monetary reports and records.Supplemental
Post charges against guests' or patients' accounts.Supplemental
Offer customers carry-out service at the completion of transactions.Supplemental
Assist with duties in other areas of the store, such as monitoring fitting rooms or bagging and carrying out customers' items.Supplemental
Supervise others and provide on-the-job training.Supplemental
Stock shelves, sort and reshelve returned items, and mark prices on items and shelves.Supplemental

Occupation information

Employment outlook (BLS)

Employment, 2025
3.1M
Projected employment, 2035
2.9M
Change (2025–35)
-6.5%
Median annual wage, 2025
$32,880
Typical education needed for entry
No formal educational credential
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
52133입장권 판매원This occupation is broaderconfirmed
52139그 외 매표원 및 복권 판매원This occupation is broaderconfirmed
52141매장 계산원This occupation is broaderconfirmed
52142요금 정산원This occupation is broaderconfirmed

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 5230Cashiers and Ticket Clerks

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

Cashiers and ticket clerks operate cash registers, optical price scanners, computers or other equipment to record and accept payment for the purchase of goods, services and admissions in settings such as stores, restaurants and ticket offices.

Tasks

  • (a) receiving and verifying payment by cash, cheque, credit card or automatic debit in stores, ticket offices or similar establishments;
  • (b) giving change and issuing receipts;
  • (c) issuing tickets for attendance at sporting and cultural events;
  • (d) counting and recording money received or paid out and balancing against cash register sales records;
  • (e) receiving incoming cash, checking it against sales slips and other documents, and preparing it for deposit at financial institute;
  • (f) operating cash register to calculate total to be paid from or to clients;
  • (g) scanning, weighing and recording prices of goods;
  • (h) wrapping and placing merchandise in bags.

Example occupations

Checkout operator · Service station cashier · Service station console operator · Store Cashier · Ticket issuing clerk (entertainment and sporting events)

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.

  • cashierESCO 5230.1Same scope

    Cashiers operate the cash register, receive payments from customers, issue receipts and return change due.

  • casino cashierESCO 4212.3This occupation is broader

    Casino cashiers exchange tokens, coins or chips for money. They arrange pay-outs and obtain customers' signatures and identification. They audit and count money in a cash register, enforcing money laundering regulations.

  • foreign exchange cashierESCO 4312.3This occupation is broader

    Foreign exchange cashiers process cash transactions from clients in national and foreign currencies. They provide information on the conditions and exchange rates for buying and selling foreign currencies, make deposits of money, record all foreign exchange transactions and check for money validity.

  • lottery cashierESCO 5230.2This occupation is broader

    Lottery cashiers exchange the registration of set of numbers or symbols for money and give tickets to the players. They pay out prizes and obtain customers' signatures and identification. They audit and count money in the cash register, enforcing regulations to prevent money laundering.

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
D1505Hôte / Hôtesse de caisseSame scopeprovisional
D1514Agent / Agente de péageThis occupation is broaderprovisional
D1515Agent / Agente de billetterieThis occupation is broaderprovisional
C1210Vendeur / Vendeuse en devisesRelated, not a matchprovisional
D1511Opérateur / Opératrice de station serviceRelated, 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
5500Cajeros y taquilleros (excepto bancos)Same scope

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
62112Kassierer/innen und Kartenverkäufer/innen - fachlich ausgerichtete TätigkeitenSame scope

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
323販売店員This occupation is narrower
261現金出納事務員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