Will garbage collectors be replaced by AI?
Updated
Garbage collectors score 21 of 100 for AI exposure. 73% of their task time still needs a person. AI can do 12% today and speed up another 15%.
- 12% AI can do it
- 15% AI helps
- 73% Needs a person
Low exposure
Lower than 78% of the 923 occupations we scored.
Task by task
We graded 14 tasks, listed here from most to least exposed. AI can do 2 of them today, speeds up 2 and leaves 10 to people.
| Task | AI exposure |
|---|---|
| Fill out defective equipment reports. Defect reports are form writing AI can draft and file. | 72% AI can do it |
| Organize schedules for refuse collection. Schedule building is software optimization AI can draft. | 68% AI can do it |
| Check road or weather conditions to determine how routes will be affected. Weather and traffic lookups are digital; worker decides route changes. | 50% AI helps |
| Communicate with dispatchers concerning delays, unsafe sites, accidents, equipment breakdowns, or other maintenance problems. Live radio talk with dispatch; AI only helps with logs. | 35% AI helps |
| Inspect trucks prior to beginning routes to ensure safe operating condition. Physical checks of brakes, tires and lights need a person. | 15% Needs a person |
| Tag garbage or recycling containers to inform customers of problems, such as excess garbage or inclusion of items that are not permitted. Curbside tagging is physical; AI can draft the message. | 15% Needs a person |
| Make special pickups of recyclable materials, such as food scraps, used oil, discarded computers, or other electronic items. Collecting special items is physical; scheduling is the AI part. | 12% Needs a person |
| Dump refuse or recyclable materials at disposal sites. Physically tipping loads at disposal sites; paperwork is minor. | 8% Needs a person |
| Operate automated or semi-automated hoisting devices that raise refuse bins and dump contents into openings in truck bodies. Operating hoist controls requires a person at the machine. | 8% Needs a person |
| Operate equipment that compresses collected refuse. Running compactor controls is physical equipment work. | 6% Needs a person |
Show the other 4 tasks
| Task | AI exposure |
|---|---|
| Drive trucks, following established routes, through residential streets or alleys or through business or industrial areas. Driving routes is physical work; autonomous trucks not widely deployed. | 5% Needs a person |
| Refuel trucks or add other fluids, such as oil or brake fluid. Physical fueling and fluid top-offs at the yard. | 3% Needs a person |
| Dismount garbage trucks to collect garbage and remount trucks to ride to the next collection point. Physically dismounting and remounting the truck to collect bins. | 3% Needs a person |
| Clean trucks or compactor bodies after routes have been completed. Physically cleaning truck bodies and compactor interiors. | 3% Needs a person |
How garbage collectors compare
All occupations (923)
Transportation and material moving (52)
Pay and outlook in the US
- Median pay
- $49,690 a year, May 2025
- People employed
- 147,240 in the US, May 2025
- Projected change in jobs
- +2.1% from 2024 to 2034
Skills to build
- Hold a valid commercial driver's licence with air brake endorsement
- Walk the pre-trip check on brakes, tires and lights
- Verify defect entries in the CMMS before dispatch sign-off
- Adjust routes in Routeware and GPS software during weather delays
- Give clear dispatch radio updates on breakdowns and unsafe sites
Safer roles nearby
5 related occupations with lower scores.
Questions about garbage collectors and AI
Will AI replace garbage collectors?
Partly. About 2 in 10 working hours go to tasks AI can already do, mostly filling out defective equipment reports and organizing refuse collection schedules. Driving routes, dismounting trucks to collect bins, and dumping loads stay with people because they need physical work on real streets and at disposal sites.
Which garbage collector tasks is AI taking over?
Filling out defective equipment reports is the most exposed task, scoring 72 on exposure, because the form writing can be drafted and filed by AI. Organizing refuse collection schedules scores 68, since schedule building is software optimization that AI can draft from route data.
Which garbage collector tasks stay human?
Refueling trucks, cleaning truck bodies and dumping loads all score 3 to 8 on exposure and stay with people. Dismounting to collect bins is physical work at every curbside stop. Dumping refuse at disposal sites needs a person physically tipping the load, and the paperwork there is minor.
How can garbage collectors stay valuable?
Hold a valid commercial driver's licence and keep air brake skills sharp. Walk the pre-trip check on brakes, tires and lights, then verify each defect entry in the CMMS before it goes out. Make route changes yourself in Routeware and GPS software when weather or traffic shifts. Stay precise on dispatch radio calls about delays, unsafe sites and breakdowns.
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