Four relative bands (Low / Moderate / High / Very high)
831 detailed occupations in the BLS Employment Projections table. Assigned per National Employment Matrix (NEM) code, so occupations sharing a NEM code carry the same band
The BLS category is a relative rank, not an absolute level, and it is not a first-hand measurement: it groups an occupation's percentile ranks across several published studies into four bands. It is not an employment or wage forecast, not a probability of adoption, and it does not separate automation from augmentation.
Confer with customers to obtain descriptions of vehicle problems and to discuss work to be performed and future repair requirements.Details
49-3023
0.010158.0
0.001548.4
Perform routine and scheduled maintenance services, such as oil changes, lubrications, and tune-ups.Details
49-3023
0.003017.2
—0
Estimate costs of vehicle repair.Details
49-3023
0.002715.5
—0
Plan work procedures, using charts, technical manuals, and experience.Details
49-3023
0.00169.2
—0
Review work orders and discuss work with supervisors.Details
—0
0.001651.6
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
Task
βE1 + 0.5 × E2
Plan work procedures, using charts, technical manuals, and experience.Details
O*NET Task ID 23535
1.0
Inspect vehicles for damage and record findings so that necessary repairs can be made.Details
O*NET Task ID 23523
0.5
Estimate costs of vehicle repair.Details
O*NET Task ID 23526
0.5
Conduct visual inspections of compressed natural gas fuel systems to identify cracks, gouges, abrasions, discoloration, broken fibers, loose brackets, damaged gaskets, or other problems.Details
O*NET Task ID 23548
0.5
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Anthropic Economic Index, Eloundou et al. (2023): see full notices on the Credits page
Occupation information
ILO occupational description
Motor Vehicle Mechanics and Repairers
Motor vehicle mechanics and repairers fit, install, maintain, service and repair engines and the mechanical and related equipment of passenger cars, delivery trucks, motorcycles and other motor vehicles.
Tasks
(a) detecting and diagnosing faults in engines and parts;
(b) fitting, examining, testing and servicing motor vehicle and motorcycle engines;
(c) replacing engine components or complete engines;
(d) fitting, examining, adjusting, dismantling, rebuilding and replacing defective parts of motor vehicles;
(e) installing or adjusting motors and brakes, and adjusting steering or other parts of motor vehicles;
(f) installing, adjusting, servicing and replacing mechatronics components of motor vehicles;
(g) performing scheduled maintenance services, such as oil changes, lubrications and engine tune-ups, to achieve smoother running of vehicles and ensure compliance with pollution regulations;
(h) reassembling engines and parts after being repaired.
Example occupations
Automotive brakes systems service technician · Diesel fitter (road transport) · Engine fitter (motor vehicle) · Garage mechanic · Moped repairer · Motorcycle mechanic · Motorized rickshaw mechanic · Motor vehicle engine and fuel systems service technician · Motor vehicle mechanic · Motor vehicle mechatronics service technician · Motor vehicle repairer · Motor vehicle service technician · Small engine mechanic
Refurbishing technicians overhaul and refurbish inner parts of vehicles, such as engine parts and diesel pumps.
restoration technicianESCO 7231.5
Restoration technicians overhaul old and classic cars.
diesel engine mechanicESCO 7231.3
Diesel engine mechanics repair and maintain all types of diesel engines. They use hand tools, precision measuring instruments, and machine tools to diagnose trouble, disassemble engines, and to examine and exchange parts of defect and excessive wear.
vehicle maintenance supervisorESCO 7231.9
Vehicle maintenance supervisors assume responsibility for the day-to-day operation of a service station.
vehicle maintenance attendantESCO 7231.8
Vehicle maintenance attendants execute basic tasks such as changing oil, changing filters, changing spark plugs at a vehicle maintenance station.
vehicle technicianESCO 7231.10
Vehicle technicians inspect, test and maintain vehicles, motorcycles, engine tune-ups and tyre replacements. They repair engine failures, lube replacements. Vehicle technicians replace vehicle components and evaluate warranty options.
coachbuilderESCO 7231.2
Coachbuilders execute work on vehicle bodies and coaches with skills to form body parts from panels, manufacture and assemble the frames and parts for vehicles.
tyre fitterESCO 7231.7
Tyre fitters inspect, maintain, repair and fit tyres to vehicles. They advise clients on different tyre and wheel types. Furthermore they balance the tyres, verify that the wheels are aligned correctly and ensure compliance with safety standards and regulations.
automotive brake technicianESCO 7231.1
Automotive brake technicians inspect, maintain, diagnose and repair braking, steering and suspension systems as well as wheels and tyres.
roadside vehicle technicianESCO 7231.6
Roadside vehicle technicians perform onsite repairs, tests and maintenance to roadside vehicles. They locate and travel to customers' vehicles to provide services such as tyre replacements and engine repairs.
Source:European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
ESCO reuse terms and the modification notice are in Credits.
Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.
실외 근무(97) · 보호장비 착용(92) · 위험한 상태 노출(85) · 매우 춥거나 더운 기온(81) · 서서 근무(80)
Related occupations
항공기 정비원 · 선박 정비원 · 자동차 정비원
The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.
Projected change: +5%
Median wage: $51K
lowest $31Kmedian wage across 825 detailed occupations, BLS EP 2025–35highest $559K
Employment: 826K
Typical entry-level education: Postsecondary nondegree award
