Entertainment and Recreation Managers, Except Gambling
Management Occupations- O*NET-SOC code
- 11-9072.00
Plan, direct, or coordinate entertainment and recreational activities and operations of a recreational facility, including cruise ships and parks.
- 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: ILOPublished: 2025
0.32–0.42· 6 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
- Data source: OpenAIPublished: 2023
0.382
0.000Range of values carried here0.844Scale, basis and source
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 1114Senior Officials of Special-interest Organizations0.37
- ISCO-08 1213Policy and Planning Managers0.36
- ISCO-08 1219Business Services and Administration Managers Not Elsewhere Classified0.42
- ISCO-08 1322Mining Managers0.35
- ISCO-08 1349Professional Services Managers Not Elsewhere Classified0.38
- ISCO-08 1431Sports, Recreation and Cultural Centre Managers0.32
Task-level exposure
Exposed tasks only17 rated tasks · 9 tasks with β ≥ 0.5 (52.9%)
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 30.2) | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Plan programs of events or schedules of activities.11-9072.00 | 0.0600100.0 | 0.010025.0 |
Talk to coworkers using electronic devices, such as computers and radios.11-9072.00 | 0.00000.0 | 0.030075.0 |
Plan, organize, or lead group activities for customers, such as exercise routines, athletic events, or arts and crafts.11-9072.00 | 0.00000.0 | —0 |
Talk to customers to convey information about events or activities.11-9072.00 | 0.00000.0 | —0 |
Assign tasks and work hours to staff. | —0 | 0.00000.0 |
| Not observed on any surface — 12 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. | ||
Administer first aid in emergency situations. | —0 | —0 |
Calculate and record department expenses and revenue. | —0 | —0 |
Explain rules and regulations of facilities and entertainment attractions to customers. | —0 | —0 |
Interview and hire associates to fill staff vacancies. | —0 | —0 |
Resolve customer complaints regarding worker performance or services rendered. | —0 | —0 |
Store and retrieve equipment, such as vehicles, radios, and ride components. | —0 | —0 |
Train workers in company procedures or policy. | —0 | —0 |
Write and present strategies for recreational facility programming using customer or employee data. | —0 | —0 |
Write budgets to plan recreational activities or programs. | —0 | —0 |
Clean equipment and areas of amusement park, cruise ship, or other recreational facility. | —0 | —0 |
Inspect equipment, such as rides, games, and vehicles, to detect wear and damage. | —0 | —0 |
Operate, drive, or explain the use of mechanical equipment in amusement parks, cruise ships, or other recreational facilities. | —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 |
|---|---|
Explain rules and regulations of facilities and entertainment attractions to customers.O*NET Task ID 21404 | 1.0 |
Talk to coworkers using electronic devices, such as computers and radios.O*NET Task ID 21412 | 1.0 |
Write budgets to plan recreational activities or programs.O*NET Task ID 21416 | 1.0 |
Assign tasks and work hours to staff.O*NET Task ID 21401 | 0.5 |
Calculate and record department expenses and revenue.O*NET Task ID 21402 | 0.5 |
Interview and hire associates to fill staff vacancies.O*NET Task ID 21406 | 0.5 |
Plan programs of events or schedules of activities.O*NET Task ID 21408 | 0.5 |
Resolve customer complaints regarding worker performance or services rendered.O*NET Task ID 21410 | 0.5 |
Write and present strategies for recreational facility programming using customer or employee data.O*NET Task ID 21415 | 0.5 |
Administer first aid in emergency situations.O*NET Task ID 21400 | 0.0 |
Clean equipment and areas of amusement park, cruise ship, or other recreational facility.O*NET Task ID 21403 | 0.0 |
Inspect equipment, such as rides, games, and vehicles, to detect wear and damage.O*NET Task ID 21405 | 0.0 |
Operate, drive, or explain the use of mechanical equipment in amusement parks, cruise ships, or other recreational facilities.O*NET Task ID 21407 | 0.0 |
Plan, organize, or lead group activities for customers, such as exercise routines, athletic events, or arts and crafts.O*NET Task ID 21409 | 0.0 |
Store and retrieve equipment, such as vehicles, radios, and ride components.O*NET Task ID 21411 | 0.0 |
Talk to customers to convey information about events or activities.O*NET Task ID 21413 | 0.0 |
Train workers in company procedures or policy.O*NET Task ID 21414 | 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 |
|---|---|
| Administer first aid in emergency situations. | Core |
| Assign tasks and work hours to staff. | Core |
| Calculate and record department expenses and revenue. | Core |
| Explain rules and regulations of facilities and entertainment attractions to customers. | Core |
| Interview and hire associates to fill staff vacancies. | Core |
| Plan programs of events or schedules of activities. | Core |
| Plan, organize, or lead group activities for customers, such as exercise routines, athletic events, or arts and crafts. | Core |
| Resolve customer complaints regarding worker performance or services rendered. | Core |
| Store and retrieve equipment, such as vehicles, radios, and ride components. | Core |
| Talk to coworkers using electronic devices, such as computers and radios. | Core |
| Talk to customers to convey information about events or activities. | Core |
| Train workers in company procedures or policy. | Core |
| Write and present strategies for recreational facility programming using customer or employee data. | Core |
| Write budgets to plan recreational activities or programs. | Core |
| Clean equipment and areas of amusement park, cruise ship, or other recreational facility. | Supplemental |
| Inspect equipment, such as rides, games, and vehicles, to detect wear and damage. | Supplemental |
| Operate, drive, or explain the use of mechanical equipment in amusement parks, cruise ships, or other recreational facilities. | Supplemental |
0.23/ 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 |
|---|---|
| Administer first aid in emergency situations. | E0 none |
| Clean equipment and areas of amusement park, cruise ship, or other recreational facility. | E2 structured facilities |
| Inspect equipment, such as rides, games, and vehicles, to detect wear and damage. | E1 purpose-built robot settings |
| Operate, drive, or explain the use of mechanical equipment in amusement parks, cruise ships, or other recreational facilities. | E2 structured facilities |
| Plan, organize, or lead group activities for customers, such as exercise routines, athletic events, or arts and crafts. | E0 none |
| Store and retrieve equipment, such as vehicles, radios, and ride components. | E1 purpose-built robot settings |
Occupation information
Employment outlook (BLS)
- Employment, 2025
- 44K
- Projected employment, 2035
- 47K
- Change (2025–35)
- +6%
- Median annual wage, 2025
- $79,520
- Typical education needed for entry
- Bachelor'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 |
|---|---|---|---|
| 15213 | 오락 및 스포츠 관련 관리자 | This occupation is narrower | confirmed |
| 13401 | 공연‧시각예술 관련 관리자 | Related, not a match | reviewed |
| 29810 | 공연 및 시각예술 기획자 | 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 1114Senior Officials of Special-interest Organizations
- ISCO-08 1213Policy and Planning Managers
- ISCO-08 1219Business Services and Administration Managers Not Elsewhere Classified
- ISCO-08 1322Mining Managers
- ISCO-08 1349Professional Services Managers Not Elsewhere Classified
- ISCO-08 1431Sports, Recreation and Cultural Centre Managers
- ISCO-08 1439Services Managers 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.
- recreational facilities managerESCO 1431.2Same scope
Recreational facilities managers direct the operations of facilities that provide recreational services such as gardens, spas, zoos, gambling and lottery facilities. They plan and organise the daily operations of the related staff and facilities and ensure the organisation follows the latest developments in its field. They coordinate the different departments of the facility and manage the correct use of resources and budgets.
- cultural centre directorESCO 1431.1.1This occupation is broader
Cultural centre directors manage operations of a cultural community centre, they organise and promote cultural activities and events, manage staff, and aim to promote the overall inclusion of cultural programmes in the community.
- recreation policy officerESCO 2422.10.13This occupation is broader
Recreation policy officers research, analyse and develop policies in the sports and recreation sector and implement these policies in order to improve the sport and recreation system and improve the health of the population. They strive to increase the participation in sports, support athletes, enhance the performance of athletes in national and international competitions, improve social inclusion and community development. They work closely with partners, external organisations or other stakeholders and provide them with regular updates.
- sport facility managerESCO 1431.3This occupation is broader
Sport facility managers lead and manage a sport facility or venue, including its operations, programming, sales, promotion, health and safety, development, and staffing. They ensure it provides excellent customer service whilst achieving business, financial and operational targets.
- activity leaderESCO 3423.1Overlapping, not the same
Activity leaders provide recreational services to people and children on vacation. They organise activities such as games for children, sport competitions, cycling tours, shows and museum visits. Recreational animators also advertise their activities, manage the available budget for each event and consult their colleagues.
- camping ground managerESCO 1439.1Overlapping, not the same
Camping ground managers plan, direct, or coordinate all campsite facilities and manages employees.
- hospitality entertainment managerESCO 3339.3Overlapping, not the same
Hospitality entertainment managers are in charge of managing the team which creates entertainment activities for the guests of a hospitality establishment.
- sports programme coordinatorESCO 2422.13Overlapping, not the same
Sports programme coordinators coordinate sports and recreation activities and policy implementation. They develop new programs and aim to promote and implement them, as well as ensure the maintenance of sports and recreation facilities.
- tourist animatorESCO 2659.4Overlapping, not the same
Tourist animators develop and organise entertainment activities for guests of a hospitality establishment. They set up and coordinate activities to entertain customers.
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 |
|---|---|---|
| G1241 | Directeur / Directrice de centre de séjour de vacances | This occupation is broaderprovisional |
| G1406 | Directeur / Directrice d'équipement sportif | This occupation is broaderprovisional |
| G1412 | Directeur / Directrice de parc à thème | This occupation is broaderprovisional |
| G1414 | Directeur / Directrice d'exploitation de site de divertissement | This occupation is broaderprovisional |
| G1418 | Directeur / Directrice de salle de cinéma | This occupation is broaderprovisional |
| L1310 | Directeur / Directrice de salle de spectacles | This occupation is broaderprovisional |
| G1103 | Directeur / Directrice d'espace naturel protégé | Related, not a match |
| K1604 | Directeur / Directrice d'établissement culturel | Related, not a match |
| M1610 | Intendant / Intendante du sport | Related, not a match |
| N3112 | Commissaire de bord | Related, not a match |
| G1221 | Responsable des attractions | Related, not a matchprovisional |
| G1239 | Responsable d'animation | Related, not a matchprovisional |
| K1218 | Responsable de maison de quartier | Related, not a matchprovisional |
| K1219 | Directeur / Directrice de centre socioculturel | 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 |
|---|---|---|
| 1501 | Directores y gerentes de empresas de actividades recreativas, culturales y deportivas | 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 |
|---|---|---|
| 63194 | Führungskräfte - Tourismus und Sport | Overlapping, not the same |
| 11594 | Führungskräfte - Tierpflege | Related, not a matchprovisional |
| 63124 | Sport- und Fitnesskaufleute, Sportmanager/innen - hoch komplexe Tätigkeiten | Related, not a matchprovisional |
| 94494 | Führungskräfte - Theater-, Film- und Fernsehproduktion | 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 |
|---|---|---|
| 013 | 管理的地方公務員 | Related, not a match |
| 031 | 会社管理職員 | Related, not a match |
| 407 | 娯楽場等接客員 | 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