Motorcycle Mechanics
Installation, Maintenance, and Repair Occupations- O*NET-SOC code
- 49-3052.00
Diagnose, adjust, repair, or overhaul motorcycles, scooters, mopeds, dirt bikes, or similar motorized vehicles.
- Data source: BLSPublished: 2026-08
Low· relative
LowFour relative bandsVery highGroup-level value
Scale, basis and source
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
- Data source: AnthropicPublished: 2026-03
0.000
0.000Range of values carried here0.745Scale, basis and source
Observed exposure index, 0–1 as published
Mapped onto O*NET tasks
Published per SOC 2018 occupation; every O*NET occupation with the same SOC 2018 code carries this value
- Data source: ILOPublished: 2025
0.18
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
Published per ISCO-08 unit group. Linked to this occupation, wholly or in part, by applying U.S. Bureau of Labor Statistics crosswalks (ISCO-08 to 2010 SOC, 2010 SOC to 2018 SOC) as published
What kind of figure this source publishes
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.
Task-level exposure
Show 11 hidden tasks13 rated tasks · 0 tasks with β ≥ 0.5 (0.0%)
β = direct exposure (E1) + 0.5 × exposure when tools are available (E2), per the source repository's definition.
- Source unit: O*NET 27.2 tasks → O*NET 31.0 occupation code
- All rated tasks are in the O*NET 31.0 task list.
- Source
- OpenAI "GPTs are GPTs" exposure rubric
- Release
- gh-main-0471612
- License
- MIT License, Copyright (c) 2024 OpenAI
| Task (O*NET 20.1) | Claude.aiRaw / share % |
|---|---|
Listen to engines, examine vehicle frames, or confer with customers to determine nature and extent of malfunction or damage.49-3052.00 | 0.0024100.0 |
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 (O*NET 27.2) | βE1 + 0.5 × E2 |
|---|---|
Repair or adjust motorcycle subassemblies, such as forks, transmissions, brakes, or drive chains, according to specifications.O*NET Task ID 8352 | 0.0 |
Replace defective parts, using hand tools, arbor presses, flexible power presses, or power tools.O*NET Task ID 8353 | 0.0 |
Connect test panels to engines and measure generator output, ignition timing, or other engine performance indicators.O*NET Task ID 8354 | 0.0 |
Listen to engines, examine vehicle frames, or confer with customers to determine nature and extent of malfunction or damage.O*NET Task ID 8355 | 0.0 |
Reassemble and test subassembly units.O*NET Task ID 8356 | 0.0 |
Dismantle engines and repair or replace defective parts, such as magnetos, carburetors, or generators.O*NET Task ID 8357 | 0.0 |
Remove cylinder heads and grind valves to scrape off carbon and replace defective valves, pistons, cylinders, or rings, using hand and power tools.O*NET Task ID 8358 | 0.0 |
Repair or replace other parts, such as headlights, horns, handlebar controls, gasoline or oil tanks, starters, or mufflers.O*NET Task ID 8359 | 0.0 |
Disassemble subassembly units and examine condition, movement, or alignment of parts, visually or using gauges.O*NET Task ID 8360 | 0.0 |
Mount, balance, change, or check condition or pressure of tires.O*NET Task ID 20651 | 0.0 |
Reassemble frames and reinstall engines after repairs.O*NET Task ID 20652 | 0.0 |
Hammer out dents and bends in frames and weld tears and breaks.O*NET Task ID 20653 | 0.0 |
Install motorcycle accessories.O*NET Task ID 23934 | 0.0 |
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
All O*NET 31.0 task statements (13)
All O*NET 31.0 task statements for this occupation (English, as published; task type core or supplemental). Exposure values are not listed here; they are in the table above, next to each task statement as worded in the O*NET version each source used.
| Task (O*NET 31.0) | Type |
|---|---|
| Repair or adjust motorcycle subassemblies, such as forks, transmissions, brakes, or drive chains, according to specifications. | Core |
| Replace defective parts, using hand tools, arbor presses, flexible power presses, or power tools. | Core |
| Connect test panels to engines and measure generator output, ignition timing, or other engine performance indicators. | Core |
| Listen to engines, examine vehicle frames, or confer with customers to determine nature and extent of malfunction or damage. | Core |
| Reassemble and test subassembly units. | Core |
| Dismantle engines and repair or replace defective parts, such as magnetos, carburetors, or generators. | Core |
| Remove cylinder heads and grind valves to scrape off carbon and replace defective valves, pistons, cylinders, or rings, using hand and power tools. | Core |
| Repair or replace other parts, such as headlights, horns, handlebar controls, gasoline or oil tanks, starters, or mufflers. | Core |
| Disassemble subassembly units and examine condition, movement, or alignment of parts, visually or using gauges. | Core |
| Mount, balance, change, or check condition or pressure of tires. | Core |
| Reassemble frames and reinstall engines after repairs. | Core |
| Install motorcycle accessories. | Core |
| Hammer out dents and bends in frames and weld tears and breaks. | Supplemental |
0.22/ 3· Robot exposure index
Scale, basis and source
Each physical task is graded 0–3 by the setting in which robots that have been deployed, sold or demonstrated could do it (0 none · 1 purpose-built robot settings such as a fenced machine cell or a bottling line · 2 structured facilities such as a hospital pharmacy or a container port · 3 unstructured settings such as a private home or a construction site), and the grades are averaged by share of working time
Physical tasks among this occupation's O*NET 29.3 tasks
Anthropic estimated the grades and time shares with Claude Opus 5 using web search, as of 2026.
The robot exposure index is a different measure from the AI exposure figures on this site and cannot be added to or compared with them. It does not measure actual adoption or cost, and 0 also covers occupations with no physical tasks.
Tier of each physical task
Robot environment tiers (E0–E3)
E0 noneDetails
Rated not doable by robots that have been deployed, sold or demonstrated, even in a purpose-built setting
E1 purpose-built robot settingsDetails
Rated doable in a setting built around the machine, such as a fenced machine cell or a bottling line
E2 structured facilitiesDetails
Rated doable in a human work facility that an institution keeps to a working standard, such as a hospital pharmacy or a container port
E3 unstructured settingsDetails
Rated doable in a setting that no institution keeps to a working standard, such as a private home or a construction site
Only tasks classified as physical are listed; other tasks have no tier in the source.
| Task (O*NET 29.3) | Robot environment tier |
|---|---|
| Repair or adjust motorcycle subassemblies, such as forks, transmissions, brakes, or drive chains, according to specifications. | E0 none |
| Replace defective parts, using hand tools, arbor presses, flexible power presses, or power tools. | E0 none |
| Connect test panels to engines and measure generator output, ignition timing, or other engine performance indicators. | E1 purpose-built robot settings |
| Listen to engines, examine vehicle frames, or confer with customers to determine nature and extent of malfunction or damage. | E1 purpose-built robot settings |
| Reassemble and test subassembly units. | E1 purpose-built robot settings |
| Dismantle engines and repair or replace defective parts, such as magnetos, carburetors, or generators. | E0 none |
| Remove cylinder heads and grind valves to scrape off carbon and replace defective valves, pistons, cylinders, or rings, using hand and power tools. | E0 none |
| Repair or replace other parts, such as headlights, horns, handlebar controls, gasoline or oil tanks, starters, or mufflers. | E0 none |
| Disassemble subassembly units and examine condition, movement, or alignment of parts, visually or using gauges. | E0 none |
| Mount, balance, change, or check condition or pressure of tires. | E0 none |
| Reassemble frames and reinstall engines after repairs. | E0 none |
| Install motorcycle accessories. | E0 none |
| Hammer out dents and bends in frames and weld tears and breaks. | E0 none |
Occupation information
Employment outlook (BLS)
- Employment, 2025
- 14K
- Projected employment, 2035
- 15K
- Change (2025–35)
- +2.1%
- Median annual wage, 2025
- $48,580
- Typical education needed for entry
- Postsecondary nondegree award
Korea classification links (KSCO)
Links from the current release of the Korea Occupation Direct Crosswalk v1.1, made by AI Changing Work. Relation values are read from the O*NET-SOC occupation side.
| KSCO code | KSCO title | Relation | Status |
|---|---|---|---|
| 75291 | 오토바이 정비원 | Same scope | confirmed |
Relation and status definitions(kr-direct v1.1)
ILO occupational description
AI Changing Work links the ISCO-08 unit groups below to this occupation by applying the U.S. Bureau of Labor Statistics crosswalks (2018 SOC to 2010 SOC, 2010 SOC to ISCO-08) as published, without case-by-case selection; each link may be whole or partial.
- ISCO-08 7231Motor Vehicle Mechanics and Repairers
The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.
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
Sources: ILO ISCO-08 — details: Credits
ESCO occupational vocabulary
Each entry below is matched to this occupation in the published ESCO-O*NET Crosswalk (version 1, 2022). The match types are that crosswalk's; the wording is AI Changing Work's.
- vehicle technicianESCO 7231.10This occupation is narrower
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.
Source: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
License: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
France classification links (ROME)
AI Changing Work's links between this occupation and ROME 4.0 job profiles, judged with AI models. Relations are read from this occupation's side. Links marked “provisional” were adopted on the judgments of two judges from the same model family (Claude) alone, or by an operator rule applied to their judgments, so they rest on weaker evidence than confirmed links.
| ROME code | ROME title (French) | Relation |
|---|---|---|
| I1607 | Mécanicien / Mécanicienne motocycles | Same scopeprovisional |
| I1627 | Technicien expert / Technicienne experte après vente motocycles | This occupation is broaderprovisional |
Source: France Travail — Répertoire Opérationnel des Métiers et des Emplois (ROME 4.0), version 61, last updated 15 June 2026 (https://www.data.gouv.fr/datasets/repertoire-operationnel-des-metiers-et-des-emplois-rome). Licence Ouverte 2.0.
ROME codes and titles are reproduced unchanged; the links to O*NET-SOC occupations are AI Changing Work's own judgment and are not a France Travail correspondence.
(AI Changing Work link release: fr-direct v1)
Spain classification links (CNO-11)
AI Changing Work's links between this occupation and CNO-11 occupations, judged with AI models. Relations are read from this occupation's side.
| CNO-11 code | CNO-11 title (Spanish) | Relation |
|---|---|---|
| 7401 | Mecánicos y ajustadores de vehículos de motor | This occupation is narrower |
Source: Instituto Nacional de Estadística (INE), National Classification of Occupations 2011 (CNO-11, Royal Decree 1591/2010) — www.ine.es · Licensed CC BY 4.0. CNO-11 codes and Spanish titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not an INE correspondence.
(AI Changing Work link release: es-direct v1)
Germany classification links (KldB)
AI Changing Work's links between this occupation and KldB occupations, judged with AI models. Relations are read from this occupation's side.
| KldB code | KldB title (German) | Relation |
|---|---|---|
| 25252 | Berufe in der Zweiradtechnik - fachlich ausgerichtete Tätigkeiten | This occupation is narrowerprovisional |
| 25253 | Berufe in der Zweiradtechnik - komplexe Spezialistentätigkeiten | Related, not a matchprovisional |
Source: © Statistik der Bundesagentur für Arbeit — Klassifikation der Berufe 2010 – überarbeitete Fassung 2020, https://statistik.arbeitsagentur.de. KldB codes and titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own mapping (eigene Zuordnung) and are not a Bundesagentur für Arbeit correspondence.
(AI Changing Work link release: de-direct v1)
Japan classification links (JSCO)
AI Changing Work's links between this occupation and JSCO occupations, judged with AI models. Relations are read from this occupation's side.
| JSCO code | JSCO title (Japanese) | Relation |
|---|---|---|
| 553 | 自動車整備・修理従事者 | This occupation is narrowerprovisional |
Source: Ministry of Internal Affairs and Communications (MIC), Japan Standard Occupational Classification (Dec. 2009, MIC Notification No. 555). JSCO codes and Japanese titles are reproduced unchanged; the links to O*NET occupations are AI Changing Work's own judgment and are not a MIC correspondence.
(AI Changing Work link release: jp-direct v1)
Sources, licenses and AI Changing Work's modification and translation notices for this page: Credits & sources