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First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services

First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services score 37 out of 100, which is moderate exposure to AI. That ranks #453 of 923 US occupations, where #1 is the most exposed. Of the 19 tasks in this job, AI could speed up 3 on its own and 8 more with extra software built on top of it. In April–May 2026, 6 of these tasks showed up in real conversations with Claude, Anthropic's AI assistant.

37/ 100
Moderate
Rank
#453of 923 jobs
US workers
103,190BLS, May 2025
Median pay
$48,560a year
In real AI use
6 of 19tasks, April–May 2026

Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

  • AI can speed this up on its own: 3 (16%)
  • AI can speed this up with extra software: 8 (42%)
  • Little or no AI speed-up: 8 (42%)
  • Analyze and record personnel or operational data and write related activity reports.AI can speed this up on its own · Seen in real AI use
  • Provide staff with assistance in performing difficult or complicated duties.AI can speed this up on its own · Seen in real AI use
  • Requisition supplies and equipment necessary for workers to facilitate recreational or entertainment activities, such as safety harnesses, flash lights, or first aid kits.AI can speed this up on its own
  • Apply customer feedback to service improvement efforts.AI can speed this up with extra software · Seen in real AI use
  • Assign work schedules, following work requirements, to ensure quality and timely delivery of service.AI can speed this up with extra software
  • Collaborate with staff members to plan or develop programs of events or schedules of activities.AI can speed this up with extra software · Seen in real AI use
  • Furnish customers with information on events or activities.AI can speed this up with extra software · Seen in real AI use
  • Inform workers about interests or special needs of specific groups.AI can speed this up with extra software
  • Participate in continuing education to stay abreast of industry trends and developments.AI can speed this up with extra software
  • Recruit and hire staff members.AI can speed this up with extra software
  • Resolve customer complaints regarding worker performance or services rendered.AI can speed this up with extra software · Seen in real AI use
  • Direct or coordinate the activities of entertainment and recreation related workers.Little or no AI speed-up
  • Inspect work areas or operating equipment to ensure conformance to established standards in areas such as cleanliness or maintenance.Little or no AI speed-up
  • Meet with managers or other supervisors to stay informed of changes affecting workers or operations.Little or no AI speed-up
  • Observe and evaluate workers' appearance and performance to ensure quality service and compliance with specifications.Little or no AI speed-up
  • Plan, direct, or supervise recreational and entertainment activities led by staff, such as sports, aquatics, games, or performing arts.Little or no AI speed-up
  • Serve as a point of contact between managerial staff and leaders of recreational or entertainment activities.Little or no AI speed-up
  • Take disciplinary action to address performance problems.Little or no AI speed-up
  • Train workers in proper operational procedures and functions and explain company policies.Little or no AI speed-up
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Questions about first-line supervisors of entertainment and recreation workers, except gambling services and AI

Will AI replace first-line supervisors of entertainment and recreation workers, except gambling services?

Unlikely. Most of the work is hard for today's AI to speed up. First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services score 37 out of 100 (moderate exposure), #453 of 923 US jobs. AI could speed up 11 of the job's 19 tasks, 3 of them on its own, while 8 see little or no speed-up. Exposure means the work is likely to change, not that the job will disappear.

Which first-line supervisors of entertainment and recreation workers, except gambling services tasks can AI do?

The most exposed tasks include "Analyze and record personnel or operational data and write related activity reports"; "Provide staff with assistance in performing difficult or complicated duties"; "Requisition supplies and equipment necessary for workers to facilitate recreational or entertainment activities, such as safety harnesses, flash lights, or first aid kits".

Which first-line supervisors of entertainment and recreation workers, except gambling services tasks are hardest for AI?

Tasks with little or no AI speed-up include "Direct or coordinate the activities of entertainment and recreation related workers"; "Inspect work areas or operating equipment to ensure conformance to established standards in areas such as cleanliness or maintenance"; "Meet with managers or other supervisors to stay informed of changes affecting workers or operations".

Are people already using AI for this work?

Yes. In April–May 2026, 6 of the 19 tasks showed up in real conversations with Claude, according to the Anthropic Economic Index.

How many people work as first-line supervisors of entertainment and recreation workers, except gambling services, and what do they earn?

About 103,190 people in the US, with median pay of $48,560 a year (BLS, May 2025).

How to read this score. Exposure measures how much of the work AI could speed up, not whether the job will disappear. A highly exposed job can change shape, with people spending less time on routine tasks and more on the rest. The score counts tasks AI can speed up on its own in full, and tasks that need extra software at half weight.

The ratings come from published research based on GPT-4 (2023). To show what's happening now, each task is also checked against the latest Anthropic Economic Index, which records which tasks people actually use AI for. That data is refreshed automatically when Anthropic publishes a new release. Read the full method.

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