How over is it?

A mood ring wired to real instruments

AI exposure Installation, maintenance and repair

Will AI replace coin?

Coin, Vending, and Amusement Machine Servicers and Repairers. US occupation 49-9091.

The reading

0.0%

of the time coin spend on their work goes on tasks where AI is already being used to do that work.of coin's working hours go on tasks AI has already started taking off their plate.

Ranked 346 of 756 US occupations. No AI use seen in the work yet, along with 410 other occupations.No handover started yet, along with 410 other occupations.

Average US job 7.7%

Among the least exposed jobs there are.Still waiting for liberation.

What AI already does for coinWhat coin no longer do alone

O*NET lists 18 tasks for coin. None of them shows meaningful AI use at work yet.

What it does not touch, yetWhat still needs a human

18 of the 18 tasks show no AI use at work in the data.

  • Adjust and repair coin, vending, or amusement machines and meters and replace defective mechanical and electrical parts, using hand tools, soldering irons, and diagrams.Core task
  • Clean and oil machine parts.Core task
  • Fill machines with products, ingredients, money, and other supplies.Core task
  • Inspect machines and meters to determine causes of malfunctions and fix minor problems such as jammed bills or stuck products.Core task
  • Maintain records of machine maintenance and repair.Core task
  • Order parts needed for machine repairs.Core task
Show the other 12
  • Record transaction information on forms or logs, and notify designated personnel of discrepancies.Core task
  • Replace malfunctioning parts, such as worn magnetic heads on automatic teller machine (ATM) card readers.Core task
  • Test machines to determine proper functioning.Core task
  • Adjust machine pressure gauges and thermostats.
  • Collect coins and bills from machines, prepare invoices, and settle accounts with concessionaires.
  • Contact other repair personnel or make arrangements for the removal of machines in cases where major repairs are required.
  • Disassemble and assemble machines, according to specifications and using hand and power tools.
  • Install machines, making the necessary water and electrical connections in compliance with codes.
  • Keep records of merchandise distributed and money collected.
  • Make service calls to maintain and repair machines.
  • Refer to manuals and wiring diagrams to gather information needed to repair machines.
  • Transport machines to installation sites.

How that compares

Among the 50 installation, maintenance and repair occupations, coin rank 16. The group averages 0.7%, and its most exposed job is Computer, Automated Teller, and Office Machine Repairers at 10.7%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Level with 0.0%

  1. 346Coaches and Scouts 0.0%
  2. 346Coating, Painting, and Spraying Machine Setters, Operators, and Tenders 0.0%
  3. 346Coil Winders, Tapers, and Finishers 0.0%

What this does and does not mean

Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.

A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.

Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.