Parking Enforcement Workers

Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

• AI can speed this up on its own: 4 (17%)
• AI can speed this up with extra software: 6 (26%)
• Little or no AI speed-up: 13 (57%)

• Enter and retrieve information pertaining to vehicle registration, identification, and status, using hand-held computers.AI can speed this up on its own · core task
• Respond to and make radio dispatch calls regarding parking violations and complaints.AI can speed this up on its own · core task
• Prepare and maintain required records, including logs of parking enforcement activities, and records of contested citations.AI can speed this up on its own · core task
• Assign and review the work of subordinates.AI can speed this up on its own · supplemental task
• Write warnings and citations for illegally parked vehicles.AI can speed this up with extra software · core task
• Observe and report hazardous conditions, such as missing traffic signals or signs, and street markings that need to be repainted.AI can speed this up with extra software · core task
• 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.AI can speed this up with extra software · core task
• Investigate and answer complaints regarding contested parking citations, determining their validity and routing them appropriately.AI can speed this up with extra software · core task
• Provide information to the public regarding parking regulations and facilities, and the location of streets, buildings and points of interest.AI can speed this up with extra software · core task
• Locate lost, stolen, and counterfeit parking permits, and take necessary enforcement action.AI can speed this up with extra software · supplemental task
• Patrol an assigned area by vehicle or on foot to ensure public compliance with existing parking ordinance.Little or no AI speed-up · core task
• Appear in court at hearings regarding contested traffic citations.Little or no AI speed-up · core task
• Maintain assigned equipment and supplies, such as hand-held citation computers, citation books, rain gear, tire-marking chalk, and street cones.Little or no AI speed-up · core task
• Maintain close communications with dispatching personnel, using two-way radios or cell phones.Little or no AI speed-up · core task
• Perform simple vehicle maintenance procedures, such as checking oil and gas, and report mechanical problems to supervisors.Little or no AI speed-up · core task
• Train new or temporary staff.Little or no AI speed-up · core task
• Make arrangements for illegally parked or abandoned vehicles to be towed, and direct tow-truck drivers to the correct vehicles.Little or no AI speed-up · core task
• Perform traffic control duties such as setting up barricades and temporary signs, placing bags on parking meters to limit their use, or directing traffic.Little or no AI speed-up · core task
• 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.Little or no AI speed-up · supplemental task
• Collect coins deposited in meters.Little or no AI speed-up · supplemental task
• Wind parking meter clocks.Little or no AI speed-up · supplemental task
• Provide assistance to motorists needing help with problems, such as flat tires, keys locked in cars, or dead batteries.Little or no AI speed-up · supplemental task
• Remove handbills within patrol areas.Little or no AI speed-up · supplemental task

Questions about parking enforcement workers and AI