Parking Enforcement Workers
Protective ServiceAI exposure
- 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
- Data source: ILOPublished: 2025
0.20
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, 86% 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
Show 13 hidden tasksValues 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 |
|---|---|
Respond to and make radio dispatch calls regarding parking violations and complaints.O*NET Task ID 7939 | 1.0 |
Enter and retrieve information pertaining to vehicle registration, identification, and status, using hand-held computers.O*NET Task ID 7951 | 1.0 |
Prepare and maintain required records, including logs of parking enforcement activities, and records of contested citations.O*NET Task ID 7953 | 1.0 |
Assign and review the work of subordinates.O*NET Task ID 7956 | 1.0 |
Write warnings and citations for illegally parked vehicles.O*NET Task ID 7937 | 0.5 |
Identify vehicles in violation of parking codes, checking with dispatchers when necessary to confirm identities or to determine whether vehicles need to be booted or towed.O*NET Task ID 7941 | 0.5 |
Observe and report hazardous conditions, such as missing traffic signals or signs, and street markings that need to be repainted.O*NET Task ID 7943 | 0.5 |
Investigate and answer complaints regarding contested parking citations, determining their validity and routing them appropriately.O*NET Task ID 7944 | 0.5 |
Provide information to the public regarding parking regulations and facilities, and the location of streets, buildings and points of interest.O*NET Task ID 7946 | 0.5 |
Locate lost, stolen, and counterfeit parking permits, and take necessary enforcement action.O*NET Task ID 7954 | 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®, Eloundou et al. (2023): see full notices on the Credits page