Share and intensity of work current AI systems can materially affect.
SOC 37-2011
Janitors and Cleaners AI displacement risk
Robotic floor scrubbers handle large open corridors, but most cleaning is variable physical work across cluttered, unpredictable spaces. Minor repairs, hazard spotting, supply management, and security checks keep human cleaners standard in most buildings.
Likely potential for exposed tasks to move to software after workflow integration.
Automation concentrates in airports and malls with smooth, empty floors. The occupation's scale and variety — offices, schools, hospitals — means machines augment routes rather than replace crews.
Distribution
Where Janitors and Cleaners sits across 620 tracked roles
Displacement pressure 24 — higher than 32% of the 620 occupations tracked on displacement.ai.
Score version
This page uses Seed model v0.4 (seed-v0.4-2026-05), last reviewed 2026-08-08. Directional occupation-level planning model using hand-reviewed public research, task exposure estimates, wage context, and transition-pathway assumptions.
21 O*NET task statements matched to SOC 37-2011. The displayed task profile combines these official task statements with the current public score model.
Median wage context: $36,840 (May 2025, US national). The latest BLS row matched SOC 37-2011.
Scores are planning signals, not forecasts. Local hiring demand, employer-specific workflows, licensing, and credentials must be validated before making career decisions.
2030 economic stress test
How Anthropic's scenarios classify Janitors and Cleaners
SOC 37-2011 places this role in the paper's all-other occupation group. These group-level outcomes do not change the 24/100 role score and are not an occupation forecast.
+1.1% group wage
Employment rises and unemployment falls for the all-other group, but the paper does not publish a separate group rate.
Economy-wide: +1.6% GDP and 3.9% unemployment.
+5.9% group wage
Employment rises and unemployment falls for the all-other group, but the paper does not publish a separate group rate.
Economy-wide: +8.3% GDP and 4.6% unemployment.
+33.6% group wage
Employment rises and unemployment falls for the all-other group, but the paper does not publish a separate group rate.
Economy-wide: +32.4% GDP and 11.9% unemployment.
Compare the assumptions and limitations across all three scenarios. Source: The Anthropic Institute Working Paper No. 2026-02.
Official task evidence
O*NET task matches for Janitors and Cleaners
The current evidence import matched 21 task statements from Task Statements 31.0 (August 2026). These rows are used as a grounding layer for judging which parts of the occupation are repeatable, language-heavy, analytical, social, physical, or compliance-sensitive.
Dataset31.0 (August 2026)
Matched tasks21
SOC37-2011
- Core task / ID 9538
Service, clean, or supply restrooms.
- Core task / ID 9539
Gather and empty trash.
- Core task / ID 9540
Clean building floors by sweeping, mopping, scrubbing, or vacuuming.
- Core task / ID 20590
Monitor building security and safety by performing tasks such as locking doors after operating hours or checking electrical appliance use to ensure that hazards are not created.
- Core task / ID 9544
Notify managers concerning the need for major repairs or additions to building operating systems.
- Core task / ID 9541
Follow procedures for the use of chemical cleaners and power equipment to prevent damage to floors and fixtures.
Source: O*NET Resource Center, Task Statements. Raw import target: data/raw/onet/task-statements-31-0.txt.
Task profile
Where AI changes the work
Clean floors and surfaces
Exposure 26, automation 18%, augmentation 14%.
O*NET evidence: Clean building floors by sweeping, mopping, scrubbing, or vacuuming. (ID 9540)
Service restrooms and supplies
Exposure 22, automation 12%, augmentation 14%.
O*NET evidence: Service, clean, or supply restrooms. (ID 9538)
Monitor building safety and security
Exposure 28, automation 12%, augmentation 34%.
O*NET evidence: Monitor building security and safety by performing tasks such as locking doors after op... (ID 20590)
Perform minor repairs and adjustments
Exposure 24, automation 8%, augmentation 36%.
O*NET evidence: Make adjustments or minor repairs to heating, cooling, ventilating, plumbing, or electr... (ID 9555)
TaskExposureAutomationAugmentation
Clean floors and surfaces2618%14%
Service restrooms and supplies2212%14%
Monitor building safety and security2812%34%
Perform minor repairs and adjustments248%36%
Transition pathways
Adjacent moves that preserve existing skills
role redesign
LowFacilities Maintenance Technician
Training horizon: 3-9 months. Skill overlap 62. Wage preservation signal 126.
- Learn basic electrical and plumbing
- Document preventive maintenance
- Track work orders digitally
adjacent role
LowCustodial Supervisor
Training horizon: 1-3 months. Skill overlap 76. Wage preservation signal 124.
- Own crew schedules
- Inspect quality standards
- Manage supply inventory
Comparison guides
Compare the next move before you commit
3-9 months
Janitors and Cleaners to Facilities Maintenance Technician
Compare AI displacement pressure, wage preservation, skill overlap, training time, and first proof project for moving from Janitors and Cleaners into Facilities Maintenance Technician.
1-3 months
Janitors and Cleaners to Custodial Supervisor
Compare AI displacement pressure, wage preservation, skill overlap, training time, and first proof project for moving from Janitors and Cleaners into Custodial Supervisor.
What the AI risk score means for Janitors and Cleaners
The displacement pressure score for Janitors and Cleaners is 24. That score blends task exposure, automation pressure, augmentation potential, wage vulnerability, transition feasibility, and source confidence. It is designed to help workers and workforce teams decide where to act first, not to claim a specific date when a job will disappear.
For this role, the clearest risk pattern is visible at the task level. Clean floors and surfaces carries 18% automation pressure, while Perform minor repairs and adjustments carries 36% augmentation potential. That means the best response is usually a targeted redesign of work: move away from repeatable production tasks and toward judgment, exception handling, coordination, stakeholder context, and accountable use of AI tools.
Labor-market context and wage risk
Median wage: $36,840 (May 2025, US national). Employment context: Very large facilities workforce. Typical education: No formal educational credential.
Wage vulnerability is 72, while transition feasibility is 62. A high wage-vulnerability score means workers should pay close attention to salary preservation before making a move. A high transition-feasibility score means there are adjacent paths that can reuse existing skills without requiring a complete career reset.
- Low displacement pressure
- Robotics handle open floors only
- Wage vulnerability persists
Upskilling priorities
Skills that make this role more resilient
The safest upskilling plan starts with skills already close to the work. For Janitors and Cleaners, the strongest near-term skill priorities are listed below. These are useful whether the goal is to stay in the role, move to a redesigned version of the role, or transition into an adjacent occupation.
Physical reliability
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
Chemical safety
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
Basic maintenance
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
Route efficiency
Build proof of this skill through a work sample, checklist, dashboard, case note, workflow map, or portfolio artifact tied to the transition paths on this page.
90-day transition plan
The most practical next step is not to wait for a layoff or a full role redesign. Use the next 90 days to create evidence that you can operate in a safer, more AI-augmented version of the work.
- In the first 30 days, document the repetitive tasks in your current work and identify where AI can reduce drafting, lookup, classification, or reporting time.
- By 60 days, complete one small project connected to Facilities Maintenance Technician, such as learn basic electrical and plumbing.
- By 90 days, compare internal openings and external postings for Facilities Maintenance Technician or Custodial Supervisor and update your resume around measurable workflow outcomes.
FAQ
Questions about AI and Janitors and Cleaners
Will AI replace Janitors and Cleaners?
Robotic floor scrubbers handle large open corridors, but most cleaning is variable physical work across cluttered, unpredictable spaces. Minor repairs, hazard spotting, supply management, and security checks keep human cleaners standard in most buildings. The better planning signal is not full replacement, but which tasks become automated, which tasks become AI-assisted, and which responsibilities still need human judgment.
Which parts of Janitors and Cleaners work are most exposed to AI?
Clean floors and surfaces and Service restrooms and supplies show the strongest automation pressure in this model. Perform minor repairs and adjustments and Monitor building safety and security are better treated as AI-augmented work.
What should Janitors and Cleaners learn next?
Start with Physical reliability, Chemical safety, Basic maintenance. The most practical adjacent paths in this model are Facilities Maintenance Technician and Custodial Supervisor.
How should this score be used?
Use it as a planning signal, not a prediction. Confirm local hiring demand, wages, licensing, credentials, and employer adoption before making a career move.
Sources
Evidence trail
International Labour Organization / 20 May 2025Generative AI and Jobs: A Refined Global Index of Occupational ExposureO*NET Resource Center / Database 31.0 (August 2026)Occupation, Task, Skill, and Work-Activity DataUS Bureau of Labor Statistics / May 2025 estimates (released 15 May 2026)Occupational Employment and Wage Statistics