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AI Job Risk

Occupation baseline · Research consensus

Will AI replace First-Line Supervisors of Personal Service Workers?

Lower risk

Baseline AI displacement risk for First-Line Supervisors of Personal Service Workers, aggregated from 7 research sources.

What this score means

First-Line Supervisors of Personal Service 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 37 out of 100 it scores 13 points above the Personal Services average of 24. Across the 7 sources behind this baseline, individual estimates run from 14 to 55, 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 Personal Service Workers, most central first, showing 12 of 17.

  • 01Train workers in proper operational procedures and functions and explain company policies.
  • 02Meet with managers or other supervisors to stay informed of changes affecting operations.
  • 03Assign work schedules, following work requirements, to ensure quality and timely delivery of service.
  • 04Recruit and hire staff members.
  • 05Resolve customer complaints regarding worker performance or services rendered.
  • 06Take disciplinary action to address performance problems.
  • 07Inspect work areas or operating equipment to ensure conformance to established standards in areas such as cleanliness or maintenance.
  • 08Investigate employee complaints and resolve problems following management rules and regulations.
  • 09Observe and evaluate workers' appearance and performance to ensure quality service and compliance with specifications.
  • 10Direct or coordinate the activities of workers, such as hotel staff or hair stylists.
  • 11Participate in continuing education to stay abreast of industry trends and developments.
  • 12Inform management about problems, such as employee disputes.

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 7 research sources that scored First-Line Supervisors of Personal Service Workers 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 Personal Service Workers?
Published research puts First-Line Supervisors of Personal Service Workers at 37 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 7 research sources and describes the typical version of the role, not any individual.
Do researchers agree on the risk for First-Line Supervisors of Personal Service Workers?
Only partly. Individual estimates for First-Line Supervisors of Personal Service Workers run from 14 to 55 out of 100 across the 7 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 Personal Service Workers by score are First-Line Supervisors of Gambling Services Workers (37/100), Gambling and Sports Book Writers and Runners (38/100), and Gambling Dealers (36/100). Each has its own page with the research behind its number.

Also covers

Adult Family Home Program Manager · Animal Trainer Supervisor · Aquatics Supervisor · Bar and Restaurant Manager · Barber Shop Manager · Beauty Shop Manager · Bell Captain · Bellhop Service Captain 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.