Occupation baseline · Research consensus

Will AI replace First-Line Supervisors of Gambling Services Workers?

Lower risk

Baseline AI displacement risk for First-Line Supervisors of Gambling Services Workers, aggregated from 4 research sources.

What this score means

First-Line Supervisors of Gambling Services Workers 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 36 out of 100 it scores 11 points above the Personal Services average of 25. Across the 4 sources behind this baseline, individual estimates run from 20 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 Gambling Services Workers, most central first, showing 12 of 30.

01Monitor game operations to ensure that house rules are followed, that tribal, state, and federal regulations are adhered to, and that employees provide prompt and courteous service.
02Observe gamblers' behavior for signs of cheating, such as marking, switching, or counting cards, and notify security staff of suspected cheating.
03Perform paperwork required for monetary transactions.
04Respond to and resolve patrons' complaints.
05Greet customers and ask about the quality of service they are receiving.
06Perform minor repairs or make adjustments to slot machines, resolving problems such as machine tilts and coin jams.
07Maintain familiarity with the games at a facility and with strategies or tricks used by cheaters at such games.
08Monitor payment of hand-delivered jackpots to ensure promptness.
09Explain and interpret house rules, such as game rules or betting limits, for patrons.
10Establish and maintain banks and table limits for each game.
11Reset slot machines after payoffs.
12Answer patrons' questions about gaming machine functions and payouts.

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 4 research sources that scored First-Line Supervisors of Gambling Services Workers for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

01Anthropic Economic Index 2026 - AI Task Exposure · 2026
02Generative AI and Jobs: A Refined Global Index of Occupational Exposure · 2025
03GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
04AI Occupational Exposure to Language Modeling · 2023

Also covers

Blackjack Pit Boss · Blackjack Supervisor · Cardroom Manager · Cardroom Supervisor · Casino Floor Runner · Casino Floor Supervisor · Casino Floorperson · Casino Manager 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.