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AI Job Risk

Occupation baseline · Research consensus

Will AI replace First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services?

Lower risk

Baseline AI displacement risk for First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services, aggregated from 6 research sources.

What this score means

First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services leans toward the safer end for Personal Services. Parts of the role touch tasks AI is getting good at, but the core still depends on hands on work or judgment that resists automation. At 34 out of 100 it scores 10 points above the Personal Services average of 24. Across the 6 sources behind this baseline, individual estimates run from 14 to 50, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services, most central first, showing 12 of 19.

  • 01Analyze and record personnel or operational data and write related activity reports.
  • 02Apply customer feedback to service improvement efforts.
  • 03Assign work schedules, following work requirements, to ensure quality and timely delivery of service.
  • 04Collaborate with staff members to plan or develop programs of events or schedules of activities.
  • 05Direct or coordinate the activities of entertainment and recreation related workers.
  • 06Furnish customers with information on events or activities.
  • 07Inform workers about interests or special needs of specific groups.
  • 08Inspect work areas or operating equipment to ensure conformance to established standards in areas such as cleanliness or maintenance.
  • 09Meet with managers or other supervisors to stay informed of changes affecting workers or operations.
  • 10Observe and evaluate workers' appearance and performance to ensure quality service and compliance with specifications.
  • 11Participate in continuing education to stay abreast of industry trends and developments.
  • 12Plan, direct, or supervise recreational and entertainment activities led by staff, such as sports, aquatics, games, or performing arts.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 6 research sources that scored First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

Common questions

How likely is AI to replace First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services?
Published research puts First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services at 34 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 6 research sources and describes the typical version of the role, not any individual.
Do researchers agree on the risk for First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services?
Only partly. Individual estimates for First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services run from 14 to 50 out of 100 across the 6 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.
Which personal services roles face similar AI exposure?
The closest published personal services roles to First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services by score are Baggage Porters and Bellhops (34/100), Travel Guides (34/100), and Amusement and Recreation Attendants (33/100). Each has its own page with the research behind its number.

Also covers

Animal Trainer Supervisor · Aquatics Supervisor · Arcade Supervisor · Bowling Alley Operator · Caddie Supervisor · Caddy Master · Caddy Supervisor · Caddymaster and related titles

Estimated displacement window

The dated estimate for this role is included in the full personalised report.

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Informational guidance based on published research, not professional career or financial advice. Scores update as new research is ingested.