First-Line Supervisors of Personal Service Workers

AI & job outlook

What today's research says about this occupation's exposure to AI, how AI is actually being used in it, and where employment is headed. These are positions within published studies — measures of exposure and usage, not predictions that this job will disappear.

Exposure to current AI

Each study uses its own scale, so the raw scores are not comparable across rows — the percentile (this job's rank among all U.S. occupations with data) is the comparable figure, and sizes the bars.

OpenAI's exposure study scores tasks three ways: with a language model alone (α 0.1), with simple added tooling (β 0.4), and including AI-powered software (γ 0.7). Higher means more of the job's tasks could be done at least twice as fast — not that they will be automated away.

How AI is actually used in this job

Among measured AI assistant conversations mapped to this occupation (Anthropic Economic Index, 2026-01-15), these task types came up most. These are shares of observed AI conversations — not shares of the job, of worker time, or of what could be automated.

Job outlook

Independent U.S. Bureau of Labor Statistics employment projection for 2024–2034 — a labor-market forecast, not an AI-impact forecast.

“Annual openings” counts new jobs plus replacements for workers who leave the occupation, so it can be large even when growth is modest.

Tasks

All 17 tasks O*NET lists for this occupation, ordered by importance. Each links to its own page with AI-exposure and observed-use detail.

• Train workers in proper operational procedures and functions and explain company policies. Core · importance 4.5
• Meet with managers or other supervisors to stay informed of changes affecting operations. Core · importance 4.4
• Assign work schedules, following work requirements, to ensure quality and timely delivery of service. Core · importance 4.4
• Recruit and hire staff members. Core · importance 4.3
• Resolve customer complaints regarding worker performance or services rendered. Core · importance 4.3
• Take disciplinary action to address performance problems. Core · importance 4.2
• Inspect work areas or operating equipment to ensure conformance to established standards in areas such as cleanliness or maintenance. Core · importance 4.1
• Investigate employee complaints and resolve problems following management rules and regulations. · importance 4.1
• Observe and evaluate workers' appearance and performance to ensure quality service and compliance with specifications. Core · importance 4.1
• Direct or coordinate the activities of workers, such as hotel staff or hair stylists. · importance 4.0
• Participate in continuing education to stay abreast of industry trends and developments. Core · importance 4.0
• Inform management about problems, such as employee disputes. · importance 4.0
• Arrange worker breaks to ensure services are adequately staffed throughout each shift. · importance 3.9
• Apply customer feedback to service improvement efforts. Core · importance 3.9
• Inform workers about interests or special needs of specific groups. Core · importance 3.8
• Requisition necessary supplies, equipment, or services. Core · importance 3.7
• Direct marketing, advertising, or other customer recruitment efforts. Supplemental · importance 3.4

Work activities

• Assign duties or work schedules to employees.
• Inspect facilities.
• Inspect equipment to ensure proper functioning.
• Explain regulations, policies, or procedures.
• Train service staff.
• Evaluate employee performance.
• Maintain knowledge of business operations.
• Resolve customer complaints or problems.
• Order materials, supplies, or equipment.
• Perform human resources activities.
• Maintain professional knowledge or certifications.
• Promote products, services, or programs.
• Prepare employee work schedules.
• Supervise service workers.
• Report information to managers or other personnel.
• Investigate work related complaints to determine corrective actions.

Knowledge, skills & abilities

O*NET importance rating, from 1 (not important) to 5 (extremely important).

Knowledge

Abilities

Essential skills

Transferable skills

Skills in demand

Skills employers ask for in job postings for this occupation (Lightcast), with whether each is a common or specialized skill.

• English Language Common Skill
• Critical Thinking Common Skill
• Active Listening Common Skill
• Psychology Specialized Skill
• Time Management Common Skill
• Speech Recognition Specialized Skill
• Social Perceptiveness Common Skill
• Reading Comprehension Common Skill
• Deductive Reasoning Common Skill
• Writing Common Skill
• Instructing Specialized Skill
• Learning Strategies Specialized Skill
• Information Ordering Specialized Skill
• Inductive Reasoning Common Skill
• Complex Problem Solving Common Skill
• Active Learning Common Skill
• Systems Analysis Specialized Skill
• Negotiation Common Skill
• Microsoft Word Common Skill
• Microsoft PowerPoint Common Skill
• Microsoft Outlook Common Skill
• Microsoft Excel Common Skill
• Mathematics Common Skill
• Chemistry Specialized Skill
• Visualization Specialized Skill
• Finger Dexterity Common Skill
• Telecommunications Specialized Skill
• Biology Specialized Skill
• Depth Perception Common Skill
• Physics Specialized Skill
• Foreign Language Common Skill
• Geography Specialized Skill
• Presentation Software Specialized Skill
• Installation Specialized Skill
• Equipment Selection Specialized Skill
• Equipment Maintenance Specialized Skill

Tools & technology

Work context

How characteristic each condition is of the job, on O*NET's 1–5 context scale (higher = more present in day-to-day work). Each condition links to how it varies across all occupations.

How to get in

Job zone

Zone 3 — Job Zone Three: Medium Preparation Needed

Education

Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree.

Typical entry-level education

High school diploma or equivalent · BLS, the typical path — not a requirement

Related experience

Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job.

Preparation level

SVP (6.0 to < 7.0) — total schooling plus on-the-job experience.

What to study: Culinary, Entertainment, and Personal Services . Fields of study crosswalked to this occupation (NCES CIP–SOC), not a requirement.

Education of current workers

Share of people in this occupation at each level of education.

Interests & work styles

The interests and personal qualities O*NET associates with people who do this work.

Career interests (Holland / RIASEC)

Interest areas

Work styles

Wages & employment

U.S. · annual wages (BLS OEWS)

Industries that employ this occupation

Where these workers are employed, by number of jobs (national, BLS OEWS). Pay shown is the occupation's national median, not industry-specific.

Where this work is most concentrated

Industries where this occupation is far more common than in the economy as a whole. The location quotient is how many times more concentrated it is here (a value of 5 means five times its economy-wide share).

Related occupations

Part of the Healthcare & Human Services career cluster.

• First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services · 39-1014.00 Compare →
• First-Line Supervisors of Housekeeping and Janitorial Workers · 37-1011.00 Compare →
• First-Line Supervisors of Office and Administrative Support Workers · 43-1011.00 Compare →
• First-Line Supervisors of Passenger Attendants · 53-1044.00 Compare →
• First-Line Supervisors of Food Preparation and Serving Workers · 35-1012.00 Compare →
• First-Line Supervisors of Non-Retail Sales Workers · 41-1012.00 Compare →
• First-Line Supervisors of Mechanics, Installers, and Repairers · 49-1011.00 Compare →
• First-Line Supervisors of Security Workers · 33-1091.00 Compare →
• First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand · 53-1042.00 Compare →
• First-Line Supervisors of Retail Sales Workers · 41-1011.00 Compare →
• Medical and Health Services Managers · 11-9111.00 Compare →
• Social and Community Service Managers · 11-9151.00 Compare →

Side-by-side comparisons place two occupations’ pay, preparation, skills, and AI exposure on the same page — same data, same scale, no forecast.

What you can do with this

Options the data surfaces for First-Line Supervisors of Personal Service Workers — not advice or a forecast. Each is a real cross-link you can follow into the evidence.

Sources for this page

Every figure above traces to a named public dataset and the exact release below — not hand-written opinion. See the full methodology for what each measure does and does not mean.

• O*NET 30.3 U.S. Department of Labor / National Center for O*NET Development
• BLS Occupational Employment and Wage Statistics (OEWS) May 2024 U.S. Bureau of Labor Statistics
• BLS Employment Projections 2024–2034 U.S. Bureau of Labor Statistics
• Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27) Anthropic
• Microsoft “Working with AI” working-with-ai Microsoft Research
• “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130 OpenAI / academic

Data compiled June 2, 2026. Figures are estimates, not advice.

@misc{singulariki-role-39-1022-00,
  title  = {First-Line Supervisors of Personal Service Workers},
  author = {{Singulariki}},
  year   = {2026},
  note   = {O*NET 30.3; BLS Occupational Employment and Wage Statistics (OEWS) May 2024; BLS Employment Projections 2024–2034; Anthropic Economic Index v4 (2026-01-15) + v2 (2025-03-27); Microsoft “Working with AI” working-with-ai; “GPTs are GPTs” (Eloundou et al.) arXiv 2303.10130. Accessed June 7, 2026},
  url    = {https://singulariki.com/roles/role-39-1022-00}
}