Bus Drivers, Transit and Intercity
Transportation and Material Moving Occupations- O*NET-SOC code
- 53-3052.00
Drive bus or motor coach, including regular route operations, charters, and private carriage. May assist passengers with baggage. May collect fares or tickets.
- Data source: BLSPublished: 2026-08
Moderate· 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
15 rated tasks · 4 tasks with β ≥ 0.5 (26.7%)
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
- 1 rated task is not in the O*NET 31.0 task list; its score is kept as published for O*NET 27.2.
- Source
- OpenAI "GPTs are GPTs" exposure rubric
- Release
- gh-main-0471612
- License
- MIT License, Copyright (c) 2024 OpenAI
| Task (O*NET 30.2) | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Record information, such as cash receipts and ticket fares, and maintain log book.53-3052.00 | 0.00000.0 | 0.00000.0 |
Report delays or accidents. | —0 | 0.00000.0 |
| Not observed on any surface — 12 task(s) — These tasks have no row in the source for this release. The 0 in the share row is a display-stage composition ratio; absence is what the — in the raw row states. | ||
Inspect vehicles and check gas, oil, and water levels prior to departure. | —0 | —0 |
Park vehicles at loading areas so that passengers can board. | —0 | —0 |
Advise passengers to be seated and orderly while on vehicles. | —0 | —0 |
Regulate heating, lighting, and ventilating systems for passenger comfort. | —0 | —0 |
Drive vehicles over specified routes or to specified destinations according to time schedules, complying with traffic regulations to ensure that passengers have a smooth and safe ride. | —0 | —0 |
Assist passengers, such as elderly or individuals with disabilities, on and off bus, ensure they are seated properly, help carry baggage, and answer questions about bus schedules or routes. | —0 | —0 |
Handle passenger emergencies or disruptions. | —0 | —0 |
Collect tickets or cash fares from passengers. | —0 | —0 |
Maintain cleanliness of bus or motor coach. | —0 | —0 |
Announce stops to passengers. | —0 | —0 |
Load and unload baggage in baggage compartments. | —0 | —0 |
Read maps to plan bus routes. | —0 | —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 |
|---|---|
Report delays or accidents.O*NET Task ID 3148 | 1.0 |
Record information, such as cash receipts and ticket fares, and maintain log book.O*NET Task ID 18797 | 1.0 |
Announce stops to passengers.O*NET Task ID 21085 | 1.0 |
Read maps to plan bus routes.O*NET Task ID 21086 | 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
All O*NET 31.0 task statements (14)
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 |
|---|---|
| Inspect vehicles and check gas, oil, and water levels prior to departure. | Core |
| Park vehicles at loading areas so that passengers can board. | Core |
| Report delays or accidents. | Core |
| Advise passengers to be seated and orderly while on vehicles. | Core |
| Regulate heating, lighting, and ventilating systems for passenger comfort. | Core |
| Drive vehicles over specified routes or to specified destinations according to time schedules, complying with traffic regulations to ensure that passengers have a smooth and safe ride. | Core |
| Assist passengers, such as elderly or individuals with disabilities, on and off bus, ensure they are seated properly, help carry baggage, and answer questions about bus schedules or routes. | Core |
| Handle passenger emergencies or disruptions. | Core |
| Record information, such as cash receipts and ticket fares, and maintain log book. | Core |
| Collect tickets or cash fares from passengers. | Core |
| Maintain cleanliness of bus or motor coach. | Core |
| Announce stops to passengers. | Core |
| Load and unload baggage in baggage compartments. | Supplemental |
| Read maps to plan bus routes. | Supplemental |
1.54/ 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 |
|---|---|
| Inspect vehicles and check gas, oil, and water levels prior to departure. | E0 none |
| Park vehicles at loading areas so that passengers can board. | E2 structured facilities |
| Regulate heating, lighting, and ventilating systems for passenger comfort. | E3 unstructured settings |
| Drive vehicles over specified routes or to specified destinations according to time schedules, complying with traffic regulations to ensure that passengers have a smooth and safe ride. | E2 structured facilities |
| Assist passengers, such as elderly or individuals with disabilities, on and off bus, ensure they are seated properly, help carry baggage, and answer questions about bus schedules or routes. | E1 purpose-built robot settings |
| Maintain cleanliness of bus or motor coach. | E0 none |
| Load and unload baggage in baggage compartments. | E1 purpose-built robot settings |
Occupation information
Employment outlook (BLS)
- Employment, 2025
- 166K
- Projected employment, 2035
- 173K
- Change (2025–35)
- +4.1%
- Median annual wage, 2025
- $59,050
- Typical education needed for entry
- High school diploma or equivalent
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 |
|---|---|---|---|
| 87221 | 시내버스 운전원 | This occupation is broader | confirmed |
| 87222 | 시외 및 고속 버스 운전원 | This occupation is broader | confirmed |
| 87223 | 관광버스 운전원 | This occupation is broader | 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 8331Bus and Tram Drivers
The definition, tasks and examples below are the ILO's description of that unit group, not of this occupation.
Bus and tram drivers drive and tend buses or street tramcars to transport passengers, mail or goods.
Tasks
- (a) driving and tending motor buses, trolley buses or motor coaches to transport local or long-distance passengers, mail or goods;
- (b) driving and tending street tramcars transporting passengers;
- (c) opening and closing doors before or after passengers board or alight;
- (d) assisting passengers with luggage;
- (e) controlling lighting, heating and ventilation on buses and trams;
- (f) observing traffic to ensure safe progress;
- (g) collecting fares or verifying passenger has necessary ticket.
Example occupations
Bus driver · Motor coach driver · Tram driver
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.
- bus driverESCO 8331.1Same scope
Bus drivers operate buses or coaches, take fares, and look after passengers.
- school bus attendantESCO 5311.2This occupation is broader
School bus attendants monitor the activities on schoolbuses to ensure and supervise the students' safety and good behaviour. They help children on and off the bus, support the driver and provide assistance in case of emergency.
- trolley bus driverESCO 8331.1.1This occupation is broader
Trolley bus drivers operate trolley buses or guided buses, take fares, and look after passengers.
- tram driverESCO 8331.2Overlapping, not the same
Tram drivers operate trams, take fares, and look after passengers.
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 |
|---|---|---|
| N4103 | Conducteur / Conductrice de bus | This occupation is broaderprovisional |
| N4109 | Conducteur / Conductrice d'autocar ligne régulière | This occupation is broaderprovisional |
| N4127 | Conducteur / Conductrice de car tourisme | 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 |
|---|---|---|
| 8420 | Conductores de autobuses y tranvías | Same scopeprovisional |
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 |
|---|---|---|
| 52132 | Bus- und Straßenbahnfahrer/innen - fachlich ausgerichtete Tätigkeiten | This occupation is narrowerprovisional |
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 |
|---|---|---|
| 611 | バス運転者 | This occupation is narrower |
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