BETA

Updated: Feb 6

AI Career Coach
AI Career Coach

BETA

Updated: Feb 6

Changing fast

Last Update: 11/21/2025

Your role’s AI Resilience Score is

28.8%

Median Score

Changing Fast

Evolving

Stable

Our confidence in this score:
Medium-high

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

Parking Enforcement Workers

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.

Read full analysis

Learn more about how you can thrive in this position

View analysis
Chat with Coach
Latest news
More career info

Learn more about how you can thrive in this position

View analysis
Chat with Coach
Latest news
More career info

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.

Read full analysis

Contributing Sources

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

Learn about this score
Evolving iconEvolving

30.6%

30.6%

Microsoft's Working with AI

AI Applicability

Learn about this score
Evolving iconEvolving

47.0%

47.0%

Will Robots Take My Job

Automation Resilience

Learn about this score
Evolving iconEvolving

30.9%

30.9%

Low Demand

Labor Market Outlook

We use BLS employment projections to complement the AI-focused assessments from other sources.

Learn about this score

Growth Rate (2024-34):

-1.5%

Growth Percentile:

20.2%

Annual Openings:

0.7

Annual Openings Pct:

7.5%

Analysis of Current AI Resilience

Parking Enforcement

Updated Quarterly • Last Update: 11/21/2025

Analysis
Suggested Actions
State of Automation

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].

Reveal More
AI Adoption

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.

Sources

Reveal More
Career Village Logo

Help us improve this report.

Tell us if this analysis feels accurate or we missed something.

Share your feedback

Your Career Starts Here

Navigate your career with COACH, your free AI Career Coach. Research-backed, designed with career experts.

Explore careers

Plan your next steps

Get resume help

Find jobs

Explore careers

Plan your next steps

Get resume help

Find jobs

Explore careers

Plan your next steps

Get resume help

Find jobs

Career Village Logo

Ask a pro on CareerVillage.org. Free career advice from more than 200,000 professionals.

More Career Info

Career: Parking Enforcement Workers

Employment & Wage Data

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

Task-Level AI Resilience Scores

AI-generated estimates of task resilience over the next 3 years

1

65% ResilienceCore Task

Maintain close communications with dispatching personnel, using two-way radios or cell phones.

2

65% ResilienceCore Task

Appear in court at hearings regarding contested traffic citations.

3

55% ResilienceCore Task

Train new or temporary staff.

4

55% ResilienceCore Task

Maintain assigned equipment and supplies such as hand-held citation computers, citation books, rain gear, tire-marking chalk, and street cones.

5

55% ResilienceCore Task

Make arrangements for illegally parked or abandoned vehicles to be towed, and direct tow-truck drivers to the correct vehicles.

6

55% ResilienceCore 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.

7

55% ResilienceCore Task

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.

AI Career Coach

© 2026 CareerVillage.org. All rights reserved.

The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.

Built with ❤️ by Sandbox Web