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AI Automation Index
Task-level automation exposure for Parking Enforcement Workers: 20 O*NET tasks scored against their work activities, plus the simulator.
Automation Exposure
20 of 20 tasks scored
Median Salary
BLS OEWS, May 2025 — this exact occupation
Employment Level
9,050 people hold this job — size, not growth
Projected 2025–35
800 openings a year · BLS line item
BLS OEWS publishes 41 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.
$27,550 – $68,120
Highest medians
Lowest medians
State figures come from the 33-3041 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.
Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.
Importance-weighted mean of the scored tasks. This is the headline index.
Share of weighted tasks in hands-on or machine-operating work activities.
Share in analysis, decisions, teaching, directing, advising, or caring for others.
Share in documenting, recording, and administrative activities.
Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.
O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.
20 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.
4 tasks
9 tasks
7 tasks
Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.
Simulate Upskilling →Enter and retrieve information pertaining to vehicle registration, identification, and status, using hand-held computers.
information retrieval — Database queries for investigation details
Maintain close communications with dispatching personnel, using two-way radios or cell phones.
interpersonal — Live radio relay of incidents is real-time human
Patrol an assigned area by vehicle or on foot to ensure public compliance with existing parking ordinance.
situated mobility — Patrolling properties is embodied mobile work
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.
text generation — Relaying situation details is structured communication
Write warnings and citations for illegally parked vehicles.
decision support — Citations require on-scene judgment and legal authority
Appear in court at hearings regarding contested traffic citations.
interpersonal — Testimony carries legal accountability and live presence
Maintain assigned equipment and supplies, such as hand-held citation computers, citation books, rain gear, tire-marking chalk, and street cones.
data analysis — Supply inventory tracking and reorder largely automatable
Respond to and make radio dispatch calls regarding parking violations and complaints.
interpersonal — Live radio relay of incidents is real-time human
Provide information to the public regarding parking regulations and facilities, and the location of streets, buildings and points of interest.
interpersonal — Public communication needs accountability and audience trust
Make arrangements for illegally parked or abandoned vehicles to be towed, and direct tow-truck drivers to the correct vehicles.
text generation — Relaying situation details is structured communication
Observe and report hazardous conditions, such as missing traffic signals or signs, and street markings that need to be repainted.
visual inspection — Environmental hazard detection needs physical sensors
Perform simple vehicle maintenance procedures, such as checking oil and gas, and report mechanical problems to supervisors.
text generation — Relaying situation details is structured communication
Mark tires of parked vehicles with chalk and record time of marking, and return at regular intervals to ensure that parking time limits are not exceeded.
information retrieval — GPS/telematics tracking is digital; exceptions need human handling
Prepare and maintain required records, including logs of parking enforcement activities, and records of contested citations.
data analysis — Maintain operational records in structured systems
Investigate and answer complaints regarding contested parking citations, determining their validity and routing them appropriately.
interpersonal — Relaying information needs real-time human channel
Perform traffic control duties such as setting up barricades and temporary signs, placing bags on parking meters to limit their use, or directing traffic or pedestrians.
physical manipulation — Physically blocking access to areas
Train new or temporary staff.
interpersonal — Live instruction and hands-on coaching require human presence
Locate lost, stolen, and counterfeit parking permits, and take necessary enforcement action.
visual inspection — Spotting suspicious objects needs physical visual search
Provide assistance to motorists needing help with problems, such as flat tires, keys locked in cars, or dead batteries.
situated mobility — Roadside physical assistance in unpredictable settings
Assign and review the work of subordinates.
decision support — Performance review aided; accountability and context human
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<script src="https://giniloh.com/embed.js" async></script> Community Sentiment
Do you agree with the AI automation risk score calculated for this occupation?
Method
Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.
Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast
See the full method →Related Article
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