Protective Service · SOC 33-3041
Automated license-plate readers and AI routing already handle the core task; human presence still deters violations.
Parts of the job are exposed, but judgment and context still matter.
Timeline: Automated plate-recognition and AI-dispatched enforcement are already displacing some roles in major cities; full automation is limited by appeals, judgment calls, and public-accountability requirements through 2030.
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$93,580 median pay
$93,580 median pay
$52,370 median pay
$41,600 median pay
$78,060 median pay
$63,360 median pay
AI job-risk card
Parking Enforcement Workers is watch on AIFear. Parts of the job are exposed, but judgment and context still matter.
AIFear.com
Our AI Fear Score for Parking Enforcement Workers is 48/100 (Watch). Parts of the job are exposed, but judgment and context still matter.
48 out of 100, based on an AI-model review of this occupation's O*NET tasks against what current AI can actually do.
Most exposed: License plate scanning and lookup, Citation writing and data entry, Radio dispatch coordination, Contesting citation record review. Harder to automate: Physical foot/vehicle patrols, Tow-truck coordination and judgment, Reporting hazardous infrastructure, Training new staff.
Lean into Smart-city technology operation, Conflict de-escalation, Municipal systems navigation, Data entry and records management. Consider roles such as Traffic Systems Analyst or Municipal Code Enforcement Officer or Transportation Operations Coordinator.
Tasks, skills and AI-exposure for this role were reviewed by an AI model against its O*NET task profile (curated roles use published research anchors). Pay and employment, where shown, are U.S. BLS OEWS (May 2024) figures. This is an estimate, not a prediction about any individual's job. Compare all occupations.