Motor Vehicle Dispatchers
Transportation & Material MovingAI exposure
- Data source: BLSPublished: 2026-08
Very high· 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
0.226
0.000Range of values carried here0.745Scale, basis and source
- Data source: ILOPublished: 2025
0.50
0.09Range of values carried here0.70Group-level value
Scale, basis and source
Generative AI exposure index, 0–1 as published
ISCO-08 unit group — every occupation sharing the code gets this value
Computed by this site, not published by the ILO: of the 1,012 occupations this site links to the ILO dataset, 17% score at or above this value.
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
Exposed tasks only| Task | Claude.aiRaw / share % | APIRaw / share % |
|---|---|---|
Advise personnel about traffic problems, such as construction areas, accidents, congestion, weather conditions, or other hazards.43-5032 | 0.004474.6 | —0 |
Prepare daily work and run schedules.43-5032 | 0.001525.4 | —0 |
Schedule or dispatch workers, work crews, equipment, or service vehicles to appropriate locations, according to customer requests, specifications, or needs, using radios or telephones. | —0 | 0.0069100.0 |
| Not observed on any surface — 10 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. | ||
Arrange for necessary repairs to restore service and schedules. | —0 | —0 |
Relay work orders, messages, or information to or from work crews, supervisors, or field inspectors, using telephones or two-way radios. | —0 | —0 |
Confer with customers or supervising personnel to address questions, problems, or requests for service or equipment. | —0 | —0 |
Receive or prepare work orders. | —0 | —0 |
Oversee all communications within specifically assigned territories. | —0 | —0 |
Monitor personnel or equipment locations and utilization to coordinate service and schedules. | —0 | —0 |
Record and maintain files or records of customer requests, work or services performed, charges, expenses, inventory, or other dispatch information. | —0 | —0 |
Determine types or amounts of equipment, vehicles, materials, or personnel required, according to work orders or specifications. | —0 | —0 |
Ensure timely and efficient movement of trains, according to train orders and schedules. | —0 | —0 |
Order supplies or equipment and issue them to personnel. | —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 | βE1 + 0.5 × E2 |
|---|---|
Relay work orders, messages, or information to or from work crews, supervisors, or field inspectors, using telephones or two-way radios.O*NET Task ID 2725 | 1.0 |
Receive or prepare work orders.O*NET Task ID 2728 | 1.0 |
Record and maintain files or records of customer requests, work or services performed, charges, expenses, inventory, or other dispatch information.O*NET Task ID 2731 | 1.0 |
Determine types or amounts of equipment, vehicles, materials, or personnel required, according to work orders or specifications.O*NET Task ID 2732 | 1.0 |
Schedule or dispatch workers, work crews, equipment, or service vehicles to appropriate locations, according to customer requests, specifications, or needs, using radios or telephones.O*NET Task ID 2723 | 0.5 |
Arrange for necessary repairs to restore service and schedules.O*NET Task ID 2724 | 0.5 |
Confer with customers or supervising personnel to address questions, problems, or requests for service or equipment.O*NET Task ID 2726 | 0.5 |
Prepare daily work and run schedules.O*NET Task ID 2727 | 0.5 |
Oversee all communications within specifically assigned territories.O*NET Task ID 2729 | 0.5 |
Monitor personnel or equipment locations and utilization to coordinate service and schedules.O*NET Task ID 2730 | 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