Amusement and Recreation Attendants
Personal Care and Service Occupations- O*NET-SOC code
- 39-3091.00
Perform a variety of attending duties at amusement or recreation facility. May schedule use of recreation facilities, maintain and provide equipment to participants of sporting events or recreational pursuits, or operate amusement concessions and rides.
- Data source: BLSPublished: 2026-08
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
0.062
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
0.18–0.29· 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
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 8343Crane, hoist and related plant operators0.18
- ISCO-08 9629Elementary Workers Not Elsewhere Classified0.29
Task-level exposure
Exposed tasks only19 rated tasks · 4 tasks with β ≥ 0.5 (21.1%)
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
- 2 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 % | APIRaw / share % |
|---|---|---|
Provide information about facilities, entertainment options, and rules and regulations.39-3091.00 | 0.0214100.0 | 0.0144100.0 |
| Not observed on any surface — 18 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. | ||
Record details of attendance, sales, receipts, reservations, or repair activities. | —0 | —0 |
Monitor activities to ensure adherence to rules and safety procedures, or arrange for the removal of unruly patrons. | —0 | —0 |
Sell tickets and collect fees from customers. | —0 | —0 |
Keep informed of shut-down and emergency evacuation procedures. | —0 | —0 |
Clean sporting equipment, vehicles, rides, booths, facilities, or grounds. | —0 | —0 |
Direct patrons to rides, seats, or attractions. | —0 | —0 |
Sell and serve refreshments to customers. | —0 | —0 |
Operate machines to clean, smooth, and prepare the ice surfaces of rinks for activities such as skating, hockey, and curling. | —0 | —0 |
Announce or describe amusement park attractions to patrons to entice customers to games and other entertainment. | —0 | —0 |
Fasten safety devices for patrons, or provide them with directions for fastening devices. | —0 | —0 |
Inspect equipment to detect wear and damage and perform minor repairs, adjustments or maintenance tasks such as oiling parts. | —0 | —0 |
Operate, drive, or explain the use of mechanical riding devices or other automatic equipment in amusement parks, carnivals, or recreation areas. | —0 | —0 |
Rent, sell, or issue sporting equipment and supplies such as bowling shoes, golf balls, swimming suits, and beach chairs. | —0 | —0 |
Verify, collect, or punch tickets before admitting patrons to venues such as amusement parks and rides. | —0 | —0 |
Tend amusement booths in parks, carnivals, or stadiums, performing duties such as conducting games, photographing patrons, and awarding prizes. | —0 | —0 |
Provide assistance to patrons entering or exiting amusement rides, boats, or ski lifts, or mounting or dismounting animals. | —0 | —0 |
Schedule the use of recreation facilities such as golf courses, tennis courts, bowling alleys, and softball diamonds. | —0 | —0 |
Maintain inventories of equipment, storing and retrieving items and assembling and disassembling equipment as necessary. | —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 |
|---|---|
Provide information about facilities, entertainment options, and rules and regulations.O*NET Task ID 5116 | 1.0 |
Record details of attendance, sales, receipts, reservations, or repair activities.O*NET Task ID 5117 | 1.0 |
Announce or describe amusement park attractions to patrons to entice customers to games and other entertainment.O*NET Task ID 5123 | 1.0 |
Schedule the use of recreation facilities, such as golf courses, tennis courts, bowling alleys, or softball diamonds.O*NET Task ID 5133 | 0.5 |
Monitor activities to ensure adherence to rules and safety procedures, or arrange for the removal of unruly patrons.O*NET Task ID 5118 | 0.0 |
Sell tickets and collect fees from customers.O*NET Task ID 5119 | 0.0 |
Keep informed of shut-down and emergency evacuation procedures.O*NET Task ID 5120 | 0.0 |
Clean sporting equipment, vehicles, rides, booths, facilities, or grounds.O*NET Task ID 5121 | 0.0 |
Operate machines to clean, smooth, and prepare the ice surfaces of rinks for activities, such as skating, hockey, or curling.O*NET Task ID 5122 | 0.0 |
Fasten safety devices for patrons, or provide them with directions for fastening devices.O*NET Task ID 5124 | 0.0 |
Inspect equipment to detect wear and damage and perform minor repairs, adjustments, or maintenance tasks, such as oiling parts.O*NET Task ID 5125 | 0.0 |
Operate, drive, or explain the use of mechanical riding devices or other automatic equipment in amusement parks, carnivals, or recreation areas.O*NET Task ID 5126 | 0.0 |
Rent, sell, or issue sporting equipment and supplies, such as bowling shoes, golf balls, swimming suits, or beach chairs.O*NET Task ID 5127 | 0.0 |
Verify, collect, or punch tickets before admitting patrons to venues, such as amusement parks and rides.O*NET Task ID 5128 | 0.0 |
Tend amusement booths in parks, carnivals, or stadiums, performing duties, such as conducting games, photographing patrons, or awarding prizes.O*NET Task ID 5129 | 0.0 |
Direct patrons to rides, seats, or attractions.O*NET Task ID 5130 | 0.0 |
Provide assistance to patrons entering or exiting amusement rides, boats, or ski lifts, or mounting or dismounting animals.O*NET Task ID 5131 | 0.0 |
Sell and serve refreshments to customers.O*NET Task ID 5132 | 0.0 |
Maintain inventories of equipment, storing and retrieving items and assembling and disassembling equipment as necessary.O*NET Task ID 5134 | 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 (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 |
|---|---|
| Provide information about facilities, entertainment options, and rules and regulations. | Core |
| Record details of attendance, sales, receipts, reservations, or repair activities. | Core |
| Monitor activities to ensure adherence to rules and safety procedures, or arrange for the removal of unruly patrons. | Core |
| Sell tickets and collect fees from customers. | Core |
| Keep informed of shut-down and emergency evacuation procedures. | Core |
| Direct patrons to rides, seats, or attractions. | Core |
| Maintain inventories of equipment, storing and retrieving items and assembling and disassembling equipment as necessary. | Core |
| Clean sporting equipment, vehicles, rides, booths, facilities, or grounds. | Supplemental |
| Announce or describe amusement park attractions to patrons to entice customers to games and other entertainment. | Supplemental |
| Fasten safety devices for patrons, or provide them with directions for fastening devices. | Supplemental |
| Inspect equipment to detect wear and damage and perform minor repairs, adjustments, or maintenance tasks, such as oiling parts. | Supplemental |
| Operate, drive, or explain the use of mechanical riding devices or other automatic equipment in amusement parks, carnivals, or recreation areas. | Supplemental |
| Rent, sell, or issue sporting equipment and supplies, such as bowling shoes, golf balls, swimming suits, or beach chairs. | Supplemental |
| Verify, collect, or punch tickets before admitting patrons to venues, such as amusement parks and rides. | Supplemental |
| Provide assistance to patrons entering or exiting amusement rides, boats, or ski lifts, or mounting or dismounting animals. | Supplemental |
| Sell and serve refreshments to customers. | Supplemental |
| Schedule the use of recreation facilities, such as golf courses, tennis courts, bowling alleys, or softball diamonds. | Supplemental |
0.61/ 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
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 |
|---|---|
| Maintain inventories of equipment, storing and retrieving items and assembling and disassembling equipment as necessary. | E1 purpose-built robot settings |
| Clean sporting equipment, vehicles, rides, booths, facilities, or grounds. | E2 structured facilities |
| Fasten safety devices for patrons, or provide them with directions for fastening devices. | E1 purpose-built robot settings |
| Inspect equipment to detect wear and damage and perform minor repairs, adjustments, or maintenance tasks, such as oiling parts. | E0 none |
| Operate, drive, or explain the use of mechanical riding devices or other automatic equipment in amusement parks, carnivals, or recreation areas. | E0 none |
| Rent, sell, or issue sporting equipment and supplies, such as bowling shoes, golf balls, swimming suits, or beach chairs. | E2 structured facilities |
| Verify, collect, or punch tickets before admitting patrons to venues, such as amusement parks and rides. | E2 structured facilities |
| Provide assistance to patrons entering or exiting amusement rides, boats, or ski lifts, or mounting or dismounting animals. | E0 none |
| Sell and serve refreshments to customers. | E2 structured facilities |
Occupation information
Employment outlook (BLS)
- Employment, 2025
- 408K
- Projected employment, 2035
- 424K
- Change (2025–35)
- +3.7%
- Median annual wage, 2025
- $32,150
- Typical education needed for entry
- No formal educational credential
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 |
|---|---|---|---|
| 44231 | 유원시설 및 테마파크 서비스원 | Same scope | confirmed |
| 44232 | 노래방 서비스원 | This occupation is broader | confirmed |
| 44239 | 그 외 오락시설 서비스원 | This occupation is broader | confirmed |
| 44292 | 골프장 캐디 | This occupation is broader | confirmed |
| 87302 | 리프트 조작원 | Overlapping, not the same | 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 8343Crane, hoist and related plant operators
- ISCO-08 9629Elementary 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.
- amusement and recreation attendantESCO 9629.2Same scope
Amusement and recreation attendants perform a variety of attending duties at amusement or recreation facility. They may schedule the use of recreation facilities, maintain and provide equipment to participants of sporting events or recreational pursuits or operate amusement concessions and rides.
- attraction operatorESCO 9629.3This occupation is broader
Attraction operators control rides and monitor the attraction. They provide first aid assistance and materials as needed, and immediately report to the area supervisor. They conduct opening and closing procedures in assigned areas.
- camping ground operativeESCO 4224.1.1This occupation is broader
Camping ground operatives perform customer care in a campsite facility and other operational work.
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 |
|---|---|---|
| D1235 | Plagiste | This occupation is broader |
| G1205 | Opérateur / Opératrice d'attraction | This occupation is broaderprovisional |
| G1232 | Opérateur / Opératrice de parcours acrobatique dans les arbres | This occupation is broaderprovisional |
| N4402 | Conducteur / Conductrice de remontées mécaniques | This occupation is broaderprovisional |
| G1221 | Responsable des attractions | 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 |
|---|---|---|
| 9490 | Otras ocupaciones elementales | This occupation is narrower |
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 |
|---|---|---|
| 52532 | Kranführer/innen, Aufzugsmaschinisten und Bediener/innen verwandter Hebeeinrichtungen - fachlich ausgerichtete Tätigkeiten | Related, not a match |
| 94382 | Berufe in Moderation und Unterhaltung (sonstige spezifische Tätigkeitsangabe) - fachlich ausgerichtete 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 |
|---|---|---|
| 407 | 娯楽場等接客員 | This occupation is narrowerprovisional |
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