Mostly Resilient

Last Update: 10/7/2026

AI Resilience Score for First-Line Supervisors:

59.6%

Median Score

Meaningful human contribution

Med

Long-term employer demand

Med

Sustained economic opportunity

High

Our confidence in this score:
High

Methodology and Scoring Rationale

To score how resilient first-line supervision of personal service workers is to AI, we ask one question in three parts:

First, how much of the job still needs a human, read from five AI-exposure sources: our own AI Resilience Model, Anthropic's Observed Exposure, Microsoft's AI Applicability, Will Robots Take My Job, and OpenAI Signals. We call this dimension Meaningful Human Contribution (MHC) and weight it at 40%.

Next, whether employers will keep hiring for this job over the long term. This dimension, which we call Long-term Employer Demand (LTE), is calculated from BLS data and weighted at 30%.

Last, whether pay and mobility will hold up. We use wage bill and adaptive capacity data from independent researchers (Althoff & Reichardt, 2026; Manning & Aguirre, 2026). We call this dimension Sustained Economic Opportunity (SEO) and weight it at 30%.

For first-line supervisors of personal service workers, all eight sources had data, though AI exposure was split: Anthropic saw the human coordination and judgment in this role as hard to replace, while AI Resilience Model, Microsoft, and OpenAI Signals flagged meaningful automation risk. That mix keeps confidence high but tempers the Meaningful Human Contribution score. Strong pay and mobility data from Wage Bill and Adaptive Capacity pushed the score up, landing this role as "Mostly Resilient."

AI Resilience Report forFirst-Line Supervisors of Personal Service Workers

$48,590 median salary•12,000 annual openings•SOC Code: 39-1022.00

First-Line Supervisors of Personal Service Workers are somewhat more resilient to AI impacts than most occupations, according to our analysis of 8 sources.

This career holds up well because the most important parts of the job, like coaching employees through tough moments, mediating conflicts, and keeping a team motivated, require real human judgment and empathy that AI simply cannot replicate. AI is stepping in to handle time-consuming back-office work like scheduling, timesheets, and compliance paperwork, which actually frees supervisors up to focus more on leading people rather than pushing paper.

Learn more about how you can thrive in this position

This role is mostly resilient

This career holds up well because the most important parts of the job, like coaching employees through tough moments, mediating conflicts, and keeping a team motivated, require real human judgment and empathy that AI simply cannot replicate. AI is stepping in to handle time-consuming back-office work like scheduling, timesheets, and compliance paperwork, which actually frees supervisors up to focus more on leading people rather than pushing paper.

Read full analysis

Analysis of current AI resilience

First-Line Supervisors

Updated quarterly

Your move

How can First-Line Supervisors prepare for AI?

Your Career Starts Here

Navigate your career with COACH, your free AI Career Coach. Research-backed, designed with career experts.

Explore careers

Plan your next steps

Get resume help

Find jobs

Explore careers

Plan your next steps

Get resume help

Find jobs

Explore careers

Plan your next steps

Get resume help

Find jobs

Career Village Logo

Ask a pro on CareerVillage.org. Free career advice from more than 200,000 professionals.

Latest AI news for First-Line Supervisors

These articles provide valuable insights for students pursuing careers as First-Line Supervisors of Personal Service Workers. The research on generative AI highlights the importance of adapting workflows, which can enhance job crafting and career commitment. The study on job loss risks emphasizes that while AI may automate certain tasks, it can also assist supervisors in improving efficiency. Understanding AI's role can empower these supervisors to harness technology, ensuring their relevance and resilience in an evolving job landscape.

More Career Info

Career: First-Line Supervisors of Personal Service Workers

They manage and guide workers who provide personal services, ensuring everything runs smoothly and customers are satisfied.

Employment & Wage Data

Median Wage

$48,590

Jobs (2025)

122,500

Growth (2025-35)

+6.3%

Annual Openings

12,000

Education

High school diploma or equivalent

Experience

Less than 5 years

Source: Bureau of Labor Statistics, Employment Projections 2025-2035

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

82% ResilienceCore Task

Take disciplinary action to address performance problems.

2

79% ResilienceCore Task

Investigate employee complaints and resolve problems following management rules and regulations.

3

78% ResilienceCore Task

Direct or coordinate the activities of workers, such as hotel staff or hair stylists.

4

71% ResilienceCore Task

Meet with managers or other supervisors to stay informed of changes affecting operations.

5

67% ResilienceCore Task

Observe and evaluate workers' appearance and performance to ensure quality service and compliance with specifications.

6

65% ResilienceCore Task

Recruit and hire staff members.

7

64% ResilienceCore Task

Inform management about problems, such as employee disputes.

Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.

Built with ❤️ by Sandbox Web

The AI Resilience Report is governed by CareerVillage.org’s Privacy Policy and Terms of Service. This site is not affiliated with Anthropic, Microsoft, or any other data provider and doesn't necessarily represent their viewpoints. This site is being actively updated, and may sometimes contain errors or require improvement in wording or data. To report an error or request a change, please contact air@careervillage.org.