Occupation baseline · Research consensus

Will AI replace Personal Service Managers, All Other?

Lower risk

Baseline AI displacement risk for Personal Service Managers, All Other, aggregated from 3 research sources.

What this score means

Personal Service Managers, All Other leans toward the safer end for Management. 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 38 out of 100 it sits close to the Management average of 38. Across the 3 sources behind this baseline, individual estimates run from 34 to 48, 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

The research behind this score

This baseline aggregates 3 research sources that scored Personal Service Managers, All Other 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
03AI Occupational Exposure to Language Modeling · 2023

Also covers

Travel Agency Manager

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.