Last Update: 11/21/2025
Your role’s AI Resilience Score is
Median Score
Changing Fast
Evolving
Stable
What does this resilience result mean?
These roles are undergoing rapid transformation. Entry-level tasks may be automated, and career paths may look different in the near future.
AI Resilience Report for
They make sure cars are parked correctly by checking meters and giving tickets when rules are broken.
Summary
The career of Parking Enforcement Workers is labeled as "Evolving" because AI is being integrated to assist with routine tasks like ticketing and monitoring parking violations using cameras and sensors. While these tools help improve efficiency, human officers are still crucial for tasks requiring personal judgment, like helping drivers, handling disputes, and testifying in court.
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Learn more about how you can thrive in this position
Summary
The career of Parking Enforcement Workers is labeled as "Evolving" because AI is being integrated to assist with routine tasks like ticketing and monitoring parking violations using cameras and sensors. While these tools help improve efficiency, human officers are still crucial for tasks requiring personal judgment, like helping drivers, handling disputes, and testifying in court.
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AI Resilience
All scores are converted into percentiles showing where this career ranks among U.S. careers. For models that measure impact or risk, we flip the percentile (subtract it from 100) to derive resilience.
CareerVillage.org's AI Resilience Analysis
AI Task Resilience
Microsoft's Working with AI
AI Applicability
Will Robots Take My Job
Automation Resilience
Low Demand
We use BLS employment projections to complement the AI-focused assessments from other sources.
Learn about this scoreGrowth Rate (2024-34):
Growth Percentile:
Annual Openings:
Annual Openings Pct:
Analysis of Current AI Resilience
Parking Enforcement
Updated Quarterly • Last Update: 11/21/2025

State of Automation & Augmentation
Cities are already using smart tools to help enforce parking rules. For example, Boston’s transit agency will put cameras on buses to automatically photograph illegally parked cars and mail tickets [1]. Other cities have “smart” parking sensors embedded in the street: when a car overstays, the sensor logs the time and alerts an officer’s device with the license-plate and photo [2].
Studies show these systems can cut violations significantly, since drivers comply when rules are enforced in real time [3]. Even so, human officers remain important. Helping a driver with a flat tire, talking on the radio, or testifying in court all need personal judgment and care — things AI can’t yet do.
In practice, today’s AI mostly assists officers by gathering data and spotting problems, while people still handle the hands-on, complicated parts of the job [2] [3].

AI Adoption
Whether cities adopt these AI tools quickly depends on costs, benefits, and trust. Some companies are pouring money in: one startup raised about \$1.8 billion to install AI cameras in parking garages and automate billing [1]. Cities move faster if they see a payoff.
For example, Philadelphia passed a 2023 law allowing automated tickets because blocked bus lanes were costing roughly \$15 million a year in lost bus service [1]. New rules in Boston similarly let transit officials fine violators by camera [1]. On the other hand, people worry about mistakes or privacy.
In some places (e.g. Colorado), plans for more license-plate cameras were paused after protests [1]. In short, if AI clearly saves money and improves safety (by catching more violators fairly), cities may speed adoption. But public concern and legal limits mean change will be gradual.
Experts expect officers and AI to work side-by-side, using machines for routine checks while humans handle appeals and give personal help.

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Median Wage
$47,150
Jobs (2024)
8,400
Growth (2024-34)
-1.5%
Annual Openings
700
Education
High school diploma or equivalent
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Maintain close communications with dispatching personnel, using two-way radios or cell phones.
Appear in court at hearings regarding contested traffic citations.
Train new or temporary staff.
Maintain assigned equipment and supplies such as hand-held citation computers, citation books, rain gear, tire-marking chalk, and street cones.
Make arrangements for illegally parked or abandoned vehicles to be towed, and direct tow-truck drivers to the correct vehicles.
Perform traffic control duties such as setting up barricades and temporary signs, placing bags on parking meters to limit their use, or directing traffic.
Provide assistance to motorists needing help with problems, such as flat tires, keys locked in cars, or dead batteries.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

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