Will AI replace Refuse and Recyclable Material Collectors?

What this score means

Refuse and Recyclable Material Collectors is among the least exposed roles in Transportation. Most of what the job involves still sits outside what current AI can do, even as the tools around it keep changing. At 22 out of 100 it sits close to the Transportation average of 20. Across the 5 sources behind this baseline, individual estimates run from 5 to 57, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Refuse and Recyclable Material Collectors, most central first, showing 12 of 14.

• 01Operate equipment that compresses collected refuse.
• 02Inspect trucks prior to beginning routes to ensure safe operating condition.
• 03Drive trucks, following established routes, through residential streets or alleys or through business or industrial areas.
• 04Refuel trucks or add other fluids, such as oil or brake fluid.
• 05Dump refuse or recyclable materials at disposal sites.
• 06Fill out defective equipment reports.
• 07Operate automated or semi-automated hoisting devices that raise refuse bins and dump contents into openings in truck bodies.
• 08Dismount garbage trucks to collect garbage and remount trucks to ride to the next collection point.
• 09Communicate with dispatchers concerning delays, unsafe sites, accidents, equipment breakdowns, or other maintenance problems.
• 10Check road or weather conditions to determine how routes will be affected.
• 11Clean trucks or compactor bodies after routes have been completed.
• 12Tag garbage or recycling containers to inform customers of problems, such as excess garbage or inclusion of items that are not permitted.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 5 research sources that scored Refuse and Recyclable Material Collectors for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

• 01Anthropic Economic Index 2026 - AI Task Exposure · 2026Anthropic
• 02Global Automation Atlas: Task Substitution Exposure by Occupation · 2026Garg, Crosta, Baier (2026), arXiv:2605.17086
• 03Working with AI: Measuring the Applicability of Generative AI to Occupations · 2025Tomlinson, Jaffe et al., Microsoft Research (2025)
• 04GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024Eloundou, Manning, Mishkin, Rock (Science, 2024)
• 05AI Occupational Exposure to Language Modeling · 2023Felten, Raj, Seamans (2023)

Common questions

How likely is AI to replace Refuse and Recyclable Material Collectors?

Published research puts Refuse and Recyclable Material Collectors at 22 out of 100 for AI displacement risk, in the lower risk band. The number is a weighted consensus of 5 research sources and describes the typical version of the role, not any individual.

Do researchers agree on the risk for Refuse and Recyclable Material Collectors?

Only partly. Individual estimates for Refuse and Recyclable Material Collectors run from 5 to 57 out of 100 across the 5 sources behind this score, so the single number smooths over real disagreement. More recent and higher confidence studies carry more weight in it.

Which transportation roles face similar AI exposure?

The closest published transportation roles to Refuse and Recyclable Material Collectors by score are Bus Drivers, Transit and Intercity (22/100), First-Line Supervisors of Passenger Attendants (23/100), and Bridge and Lock Tenders (21/100). Each has its own page with the research behind its number.

Also covers

Collector · Disposal Man · Disposal Worker · Dumpman · Front Load Trash Truck Driver · Front Loader Residential Driver · Garbage Collection Sanitation Engineer · Garbage Collector and related titles

More transportation occupations

• First-Line Supervisors of Passenger Attendants23/100
• Bus Drivers, Transit and Intercity22/100
• Bridge and Lock Tenders21/100
• Captains, Mates, and Pilots of Water Vessels21/100
• Laborers and Freight, Stock, and Material Movers, Hand21/100
• Packers and Packagers, Hand21/100
• Aviation Inspectors20/100
• Commercial Pilots20/100