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First-Line Supervisors of Housekeeping and Janitorial Workers

Directly supervise and coordinate work activities of cleaning personnel in hotels, hospitals, offices, and other establishments.

178,760 people do this job in the US. $49,100 a year.

now
39%

of the working time. Estimate.

Kinds of work
  • 56%
  • 3%
  • 42%
4%

Measured, from Anthropic's usage data (2025). Counts help on part of a task.

Half the desk work within reach
Already

On the chosen pace and reliability. Estimate.

Share of the working time within reach, now to 2030

0%25%50%75%100%2027202820292030NowDesk work: 56% of the time
Chosen to Ceiling: the share
DateNow
NowEnd of 2030

What each choice means: , , , , . Every pace starts from .

At this date and pace, models finish tasks up to 4.4 h long four times in five.

How far this has come

With GPT-4, measured in March 2023, 0% of this job's working time was within reach at . With Claude 3.7 Sonnet, measured in February 2025, 0%. With Claude Mythos Preview (early), measured in April 2026, 30%. Today's estimate: 39%.

0%10%20%30%40%50%2023202420252026GPT-4, March 2023: 0% within reachGPT-4 Turbo (Nov 2023), November 2023: 0% within reachGPT-4o, May 2024: 0% within reachClaude 3.5 Sonnet (June 2024), June 2024: 0% within reacho1-preview, September 2024: 0% within reachClaude 3.5 Sonnet (Oct 2024), October 2024: 0% within reacho1, December 2024: 0% within reachClaude 3.7 Sonnet, February 2025: 0% within reacho3, April 2025: 2% within reachGPT-5, August 2025: 3% within reachGemini 3 Pro, November 2025: 5% within reachClaude Opus 4.5, November 2025: 5% within reachGPT-5.2, December 2025: 7% within reachClaude Opus 4.6, February 2026: 8% within reachClaude Mythos Preview (early), April 2026: 30% within reachToday (estimate), September 2026: 39% within reach
Each step is a new best model measured by METR, four in five; the dashed end is today's estimate. Point at a dot for the model.

A backcast: today's task data with the best model METR had measured by each date. It shows how fast the models have moved, not what anyone forecast at the time.

The tasks

Sorted by . 26 tasks from .

TaskKind
Establish and implement operational standards and procedures for the departments supervised.Done daily by most who do it. 15%3.3 h1.7 h to 6.7 h49%Half by now
Direct activities for stopping the spread of infections in facilities, such as hospitals.Done daily by most who do it. 7%1.7 h25 min to 3.3 hStays with people
Forecast necessary levels of staffing and stock at different times to facilitate effective scheduling and ordering.Done daily by most who do it. 7%1.7 h50 min to 3.3 h90%Half by now
Recommend or arrange for additional services, such as painting, repair work, renovations, and the replacement of furnishings and equipment.Done daily by most who do it. 6%1.7 h25 min to 3.3 h65%Half by now
Prepare reports on activity, personnel, and information, such as occupancy, hours worked, facility usage, work performed, and departmental expenses.Done daily by most who do it. 6%1.7 h25 min to 3.3 h65%Half by now
Inspect and evaluate the physical condition of facilities to determine the type of work required.Done daily by most who do it. 6%1.3 h25 min to 2.5 hStays with people
Supervise in-house services, such as laundries, maintenance and repair, dry cleaning, or valet services.Done daily by most who do it. 5%50 min25 min to 2.5 hStays with people
Inspect work performed to ensure that it meets specifications and established standards.Done daily by most who do it. 5%38 min13 min to 2.5 hStays with people
Perform or assist with cleaning duties as necessary.Done daily by most who do it. 5%50 min25 min to 1.7 hStays with people
Recommend changes that could improve service and increase operational efficiency.Done more than monthly by most who do it. AI observed on this task.4%1.3 h25 min to 2.5 h87%Half by now
Instruct staff in work policies and procedures, and the use and maintenance of equipment.Done daily by most who do it. 4%1.3 h25 min to 2.5 hStays with people
Coordinate activities with other departments to ensure that services are provided in an efficient and timely manner.Done daily by most who do it. 3%38 min13 min to 1.7 h95%Half by now

Within reach, per task: the share of the task's time whose instances are short enough for a model to finish at the chosen date, pace and reliability. Half by: the date half of that time comes within reach.

Jobs that share skills with this one

From O*NET's related occupations. Within reach now and by the end of 2028, long-run pace, four in five.

Where this job works

The industry groups that employ the most of it (BLS, May 2025).

Where the most of these jobs are

The metro areas with the most people in it (BLS, May 2025).