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

No exposure score can predict whether AI will replace this role. The 57/100 score means our current model estimates elevated task exposure from the sources listed on this page. It does not predict an employer decision, headcount, or an individual outcome. The task map below shows the work assessed and where human judgment remains important.

Early-career context (study ages 22-25)

This role is in the Elevated exposure band, but its assessed task mix is not automation-heavy. The study found the decline concentrated where AI was more likely to automate rather than augment work, so the headline figure should not be applied directly.

The November 2025 revision reports a 16% relative employment decline for workers ages 22-25 in the most AI-exposed U.S. occupations, after firm-level controls, relative to workers in less-exposed fields and more experienced workers in the same occupations.

Use the task map to identify durable work and the skills worth building early.

Stanford Digital Economy Lab, Canaries in the Coal Mine - November 2025 revision

This is group-level U.S. payroll evidence, not a personal forecast. The authors do not claim that AI alone caused the change, and this context does not alter the exposure score.

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Role snapshot

What this role usually involves

O*NET 31.0 exact occupation

Directly supervise and coordinate activities of entertainment and recreation related workers.

Common titles

Guest Services ManagerHair Salon ManagerRecreation CoordinatorSalon ManagerCaddymasterCommunity Life Director

O*NET job-zone preparation

Job Zone 2 · Job Zone 1-2: Very Little to Some Preparation Needed Usually requires a high school diploma or GED, though some occupations may not. Some occupations may need little or no previous experience; others require several months to a year of experience.

Broad guidance for this preparation level; exact requirements vary by role and employer.

Skills and knowledge

InstructingManagement of Personnel ResourcesSocial PerceptivenessSpeakingTime ManagementCritical Thinking

Work context

Frequent contact with othersIndoor controlled settingDecision latitudeRepeating tasks

Source: O*NET 31.0 exact occupation - First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services, SOC 39-1014.00. Context describes the role; the AI-exposure score remains a separate task-exposure estimate.

First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services tasks, by AI exposure

We analyzed all 19 First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services tasks - 6 automatable, 12 augmentable and 1 durable. The full task map - every task with exactly what to do about each - is in your Career Report.

Adjacent career paths

Relatedness shows how reachable a move may be. A path is labeled lower exposure only when its score is at least 6 points lower; every row shows the measured difference.

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