Job Check
Parking Enforcement Workers
Patrol assigned area, such as public parking lot or city streets to issue tickets to overtime parking violators and illegally parked vehicles.
10 main tasks · most important first
Your main tasks and AI
Importance- 01Enter and retrieve information pertaining to vehicle registration, identification, and status, using hand-held computers.AI could speed this up a lot
- 02Maintain close communications with dispatching personnel, using two-way radios or cell phones.Mostly human for now
- 03Patrol an assigned area by vehicle or on foot to ensure public compliance with existing parking ordinance.Mostly human for now
- 04Identify 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.AI could speed this up, with extra tools
- 05Write warnings and citations for illegally parked vehicles.AI could speed this up, with extra tools
- 06Appear in court at hearings regarding contested traffic citations.Mostly human for now
- 07Maintain assigned equipment and supplies, such as hand-held citation computers, citation books, rain gear, tire-marking chalk, and street cones.Mostly human for now
- 08Respond to and make radio dispatch calls regarding parking violations and complaints.AI could speed this up a lot
- 09Provide information to the public regarding parking regulations and facilities, and the location of streets, buildings and points of interest.AI could speed this up, with extra tools
- 10Make arrangements for illegally parked or abandoned vehicles to be towed, and direct tow-truck drivers to the correct vehicles.Mostly human for now
Tasks from O*NET® 31.0 (US Department of Labor, CC BY 4.0, changed by us), most important first. “Already use” comes from Anthropic’s data on real work chats with Claude; “could speed up” from task ratings made with GPT-4 in 2023.
Four studies, side by side
None is a forecast of job lossToo little dataNot enough work use was seen to measure. This does not mean the job is safe from AI.Anthropic, 2026
32%of this job’s tasks an AI model could do in half the time, counting tasks that need extra tools as half (rated in 2023).Eloundou, Manning, Mishkin and Rock, 2023
Above 52% of jobsin how often and how well AI helped with this job’s work in Microsoft Copilot chats (2024 data).Microsoft Research (Tomlinson et al.), 2025
Above 88% of jobsin how much of this job’s physical work robots have been shown to do, from factories to homes (2026).Anthropic, 2026
Your human edge
The main tasks with no real AI use seen and no big speed-up expected. This is where your skill counts most today.
- Maintain close communications with dispatching personnel, using two-way radios or cell phones.
- Patrol an assigned area by vehicle or on foot to ensure public compliance with existing parking ordinance.
- Appear in court at hearings regarding contested traffic citations.