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needsahuman.

AI and jobs in administrative, support, and waste services

How exposed the jobs in administrative, support, and waste services are to AI, which of them AI can do most of, and which most need a human.

Jobs in administrative, support, and waste services have an average Still needs a human score of 75.7 out of 100 (higher is safer), 1.7 points above the average for all jobs of 74.0 and 14th of 37 among the sectors (1st is least exposed). The largest job here is janitors and cleaners, except maids and housekeeping cleaners (945,000 workers, 86/100 ↑ safer), and of the jobs more common here than across the economy, customer service representatives is the most exposed (51/100 ↑ safer).

Average score
75.7/100↑ safer

1.7 points above the average for all jobs (74.0). Sectors range from 59.8 to 80.0.

9.7%

About 850,914 people, in jobs where AI can already do much of the work.

20.8%

Census Bureau survey; all businesses 22.4%.

+0.9%

Bureau of Labor Statistics projections for the whole sector.

How the work here could shift

The share of workers in this sector whose job would sit in each band, from today to 2060.

Today
50%
of workers in this sector are in jobs that mostly need a person (our top band, Nah.)
0% are in jobs AI could largely do (Largely.)
By 2045
11%
of workers in this sector would still be in jobs that mostly need a person (our top band, Nah.)
51% would be in jobs AI could largely do (Largely.)
By 2060
11%
of workers in this sector would still be in jobs that mostly need a person (our top band, Nah.)
85% would be in jobs AI could largely do (Largely.)

Each job's score moves towards the bottom band (Largely: AI could largely do the job) by the year it could be largely automated, slowly at first and faster later, as adoption usually goes. Each job is run as ten scenarios across its replacement range, so every figure mixes early and late outcomes. The model stops at 2060. How the timeline works

Share of workers in this sector in each verdict band, today to 20600%25%50%75%100%2026: 49.7% of workers in this sector in jobs that mostly need a person (Nah.)50%2026: 40.9% of workers in this sector in jobs where AI could do a little of the work (A little.)41%2026: 9.3% of workers in this sector in jobs AI could partly do (Partly.)9%Today2030: 31.6% of workers in this sector in jobs that mostly need a person (Nah.)32%2030: 39.1% of workers in this sector in jobs where AI could do a little of the work (A little.)39%2030: 25.3% of workers in this sector in jobs AI could partly do (Partly.)25%2030: 4.0% of workers in this sector in jobs AI could mostly do (Mostly.)20302035: 12.0% of workers in this sector in jobs that mostly need a person (Nah.)12%2035: 32.1% of workers in this sector in jobs where AI could do a little of the work (A little.)32%2035: 25.2% of workers in this sector in jobs AI could partly do (Partly.)25%2035: 16.9% of workers in this sector in jobs AI could mostly do (Mostly.)17%2035: 13.8% of workers in this sector in jobs AI could largely do (Largely.)14%20352040: 11.4% of workers in this sector in jobs that mostly need a person (Nah.)11%2040: 9.7% of workers in this sector in jobs where AI could do a little of the work (A little.)10%2040: 23.9% of workers in this sector in jobs AI could partly do (Partly.)24%2040: 24.4% of workers in this sector in jobs AI could mostly do (Mostly.)24%2040: 30.4% of workers in this sector in jobs AI could largely do (Largely.)30%20402045: 11.4% of workers in this sector in jobs that mostly need a person (Nah.)11%2045: 1.4% of workers in this sector in jobs where AI could do a little of the work (A little.)2045: 13.6% of workers in this sector in jobs AI could partly do (Partly.)14%2045: 22.5% of workers in this sector in jobs AI could mostly do (Mostly.)23%2045: 51.0% of workers in this sector in jobs AI could largely do (Largely.)51%20452050: 11.4% of workers in this sector in jobs that mostly need a person (Nah.)11%2050: 1.2% of workers in this sector in jobs where AI could do a little of the work (A little.)2050: 2.8% of workers in this sector in jobs AI could partly do (Partly.)2050: 19.4% of workers in this sector in jobs AI could mostly do (Mostly.)19%2050: 65.1% of workers in this sector in jobs AI could largely do (Largely.)65%20502055: 11.4% of workers in this sector in jobs that mostly need a person (Nah.)11%2055: 1.2% of workers in this sector in jobs where AI could do a little of the work (A little.)2055: 9.1% of workers in this sector in jobs AI could mostly do (Mostly.)9%2055: 78.2% of workers in this sector in jobs AI could largely do (Largely.)78%20552060: 11.4% of workers in this sector in jobs that mostly need a person (Nah.)11%2060: 1.2% of workers in this sector in jobs where AI could do a little of the work (A little.)2060: 2.8% of workers in this sector in jobs AI could mostly do (Mostly.)2060: 84.5% of workers in this sector in jobs AI could largely do (Largely.)85%2060
Will AI replace the job?Largely.Mostly.Partly.A little.Nah.
Share of workers in this sector whose job would sit in each band, year by year. Updated with every release.
Show the data
YearLargelyMostlyPartlyA littleNah
Today (2026)0.0%0.0%9.3%40.9%49.7%
20300.0%4.0%25.3%39.1%31.6%
203513.8%16.9%25.2%32.1%12.0%
204030.4%24.4%23.9%9.7%11.4%
204551.0%22.5%13.6%1.4%11.4%
205065.1%19.4%2.8%1.2%11.4%
205578.2%9.1%0.0%1.2%11.4%
206084.5%2.8%0.0%1.2%11.4%

The largest jobs in administrative, support, and waste services

#JobStill needs a humanEvidenceCould be largely automatedWorkers in the sector
1Janitors and Cleaners, Except Maids and Housekeeping Cleaners86↑ saferAI replace? Nah.D2046–2060+945,300
2Security Guards80↑ saferAI replace? Nah.D2042–2060+784,400
3Landscaping and Groundskeeping Workers88↑ saferAI replace? Nah.D2046–2060+577,200
4Laborers and Freight, Stock, and Material Movers, Hand84↑ saferAI replace? Nah.workers of 2 related jobsD2044–2060+490,500
5Customer Service Representatives51↑ saferAI replace? Partly.D2034–2041374,700
6General and Operations Managers72↑ saferAI replace? A little.D2036–2051252,000
7Office Clerks, General65↑ saferAI replace? A little.D2035–2053202,200
8Team Assemblers79↑ saferAI replace? A little.D2046–2060+173,800
9Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel54↑ saferAI replace? Partly.D2034–2042161,500
10Human Resources Specialists61↑ saferAI replace? A little.D2035–2045158,000

Common jobs here that AI can do most of

#JobStill needs a humanEvidenceCould be largely automatedWorkers in the sector
1Customer Service Representatives51↑ saferAI replace? Partly.D2034–2041374,700
2Telemarketers53↑ saferAI replace? Partly.D2034–204239,700
3Market Research Analysts and Marketing Specialists54↑ saferAI replace? Partly.workers of 2 related jobsD2034–204246,600
4Sales Representatives of Services, Except Advertising, Insurance, Financial Services, and Travel54↑ saferAI replace? Partly.D2034–2042161,500
5Travel Agents55↑ saferAI replace? Partly.D2034–204345,200
6Medical Records Specialists56↑ saferAI replace? Partly.D2039–204916,700
7Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products57↑ saferAI replace? Partly.D2034–204416,900
8Software Quality Assurance Analysts and Testers58↑ saferAI replace? Partly.D2033–204210,700
9Insurance Claims and Policy Processing Clerks58↑ saferAI replace? Partly.D2035–204511,500
10Computer Systems Analysts59↑ saferAI replace? Partly.workers of 2 related jobsD2033–204223,400

Common jobs here that most need a human

#JobStill needs a humanEvidenceCould be largely automatedWorkers in the sector
1Industrial Truck and Tractor Operators88↑ saferAI replace? Nah.D2044–2060+71,400
2Landscaping and Groundskeeping Workers88↑ saferAI replace? Nah.D2046–2060+577,200
3Maids and Housekeeping Cleaners88↑ saferAI replace? Nah.D2047–2060+141,600
4Construction Laborers87↑ saferAI replace? Nah.D2048–2060+70,000
5Laundry and Dry-Cleaning Workers87↑ saferAI replace? Nah.D2046–2060+11,900
6Packaging and Filling Machine Operators and Tenders87↑ saferAI replace? Nah.D2046–2060+33,700
7Cleaners of Vehicles and Equipment87↑ saferAI replace? Nah.D2044–2060+20,200
8Welders, Cutters, Solderers, and Brazers87↑ saferAI replace? Nah.D2046–2060+17,900
9Helpers--Production Workers87↑ saferAI replace? Nah.D2046–2060+17,500
10Janitors and Cleaners, Except Maids and Housekeeping Cleaners86↑ saferAI replace? Nah.D2046–2060+945,300

Related sectors: Call centers and business support

How this is worked out

  • The average weights every job's Still needs a human score by how many people do it in this sector, from the Bureau of Labor Statistics' industry employment data. Jobs cover 97.0% of the sector's employment.
  • Job scores are national: an accountant in retail scores the same as an accountant anywhere. The sector figure reflects its mix of jobs, not how its employers use AI; the Census figure shows that.

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