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AI exposure Building and grounds cleaning and maintenance

Will AI replace first-line supervisors of housekeeping and janitorial workers?

First-Line Supervisors of Housekeeping and Janitorial Workers. US occupation 37-1011.

4.4%

of the time first-line supervisors of housekeeping and janitorial workers spend on their work goes on tasks where AI is already being used to do that work.of first-line supervisors of housekeeping and janitorial workers' working hours go on tasks AI has already started taking off their plate.

Ranked 263 of 756 US occupations. More exposed than 64% of them.Further along than 64% of them.

Average US job 7.7%

Around the middle of the pack.Keeping pace with the average job.

What AI already does for first-line supervisors of housekeeping and janitorial workersWhat first-line supervisors of housekeeping and janitorial workers no longer do alone

O*NET lists 26 tasks for first-line supervisors of housekeeping and janitorial workers. AI use at work shows up in 2 of them. Each score runs from 0.5, where every observed use helps a person with the task, to 1, where every use does the task outright.

  1. Screen job applicants, and hire new employees. mostly automated 0.97
  2. Recommend changes that could improve service and increase operational efficiency.Core task automated and assisted 0.67

What it does not touch, yetWhat still needs a human

24 of the 26 tasks show no AI use at work in the data.

  • Advise managers, desk clerks, or admitting personnel of rooms ready for occupancy.Core task
  • Check and maintain equipment to ensure that it is in working order.Core task
  • Confer with staff to resolve performance and personnel problems, and to discuss company policies.Core task
  • Coordinate activities with other departments to ensure that services are provided in an efficient and timely manner.Core task
  • Direct activities for stopping the spread of infections in facilities, such as hospitals.Core task
  • Establish and implement operational standards and procedures for the departments supervised.Core task
Show the other 18
  • Evaluate employee performance and recommend personnel actions, such as promotions, transfers, and dismissals.Core task
  • Forecast necessary levels of staffing and stock at different times to facilitate effective scheduling and ordering.Core task
  • Inspect and evaluate the physical condition of facilities to determine the type of work required.Core task
  • Inspect work performed to ensure that it meets specifications and established standards.Core task
  • Instruct staff in work policies and procedures, and the use and maintenance of equipment.Core task
  • Inventory stock to ensure that supplies and equipment are available in adequate amounts.Core task
  • Investigate complaints about service and equipment, and take corrective action.Core task
  • Issue supplies and equipment to workers.Core task
  • Maintain required records of work hours, budgets, payrolls, and other information.Core task
  • Perform or assist with cleaning duties as necessary.Core task
  • Plan and prepare employee work schedules.Core task
  • Prepare reports on activity, personnel, and information, such as occupancy, hours worked, facility usage, work performed, and departmental expenses.Core task
  • Recommend or arrange for additional services, such as painting, repair work, renovations, and the replacement of furnishings and equipment.Core task
  • Select and order or purchase new equipment, supplies, or furnishings.Core task
  • Select the most suitable cleaning materials for different types of linens, furniture, flooring, and surfaces.Core task
  • Supervise in-house services, such as laundries, maintenance and repair, dry cleaning, or valet services.Core task
  • Perform financial tasks, such as estimating costs and preparing and managing budgets.
  • Perform grounds maintenance tasks, such as removing snow and mowing the lawn.

How that compares

Among the 8 building and grounds cleaning and maintenance occupations, first-line supervisors of housekeeping and janitorial workers rank 3. The group averages 2.5%, and its most exposed job is First-Line Supervisors of Landscaping, Lawn Service, and Groundskeeping Workers at 10.8%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Just above in the ranking

  1. 262Health Technologists and Technicians, All Other 4.5%
  2. 263Commercial and Industrial Designers 4.4%
  3. 263First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services 4.4%

Just below

  1. 267Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders 4.3%
  2. 267Financial Examiners 4.3%
  3. 267Geoscientists, Except Hydrologists and Geographers 4.3%

What this does and does not mean

Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.

A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.

Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.