AITakeover Tracker
43%medium risk

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.

Higher risk than 87% of occupations

AI Impact Summary

Parking Enforcement Workers faces moderate AI displacement risk with a score of 43/100. This occupation has higher AI displacement risk than 87% of all analyzed occupations. Of 24 analyzed tasks, 10 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Skill Impact Analysis

AI-Vulnerable Skills (6)

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Reading Comprehension10%

Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Mathematics10%

Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Persuasion80%

Persuasion is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (7)

MonitoringCritical ThinkingWritingActive LearningJudgment and Decision MakingSystems AnalysisTechnology Design

Recommended Courses

Courses matched to Parking Enforcement Workers skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-6.9pt risk+$2K/yr salary

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Pluralsightbeginner

Cybersecurity Fundamentals Path

by Pluralsight

30 hours$29/mo4.5Certificate
Enhances AI augmentation: Monitoring

Estimated Impact

-4.9pt risk+$2K/yr salary

Strengthen Your Edge

Double down on skills AI can't replicate

Coursera

Inspired Leadership Through Emotional Intelligence

by Case Western Reserve University

32 hours$49/mo4.8Certificate
Strengthens resilience: Adaptability/Flexibility

Estimated Impact

-3.7pt risk+$3K/yr salary

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Education & Training

Percentage of workers at each education and training level

Education Level

Less than High School4%
High School Diploma91%
Some College2%
Post-Secondary Certificate2%
Bachelor's Degree1%

Prior Experience Needed

Work experience required to enter this job

None71%
Up to 1 month21%
1-3 months1%
6 months - 1 year4%
1-2 years2%
2-4 years1%

Training Provided After Hiring

How long it typically takes to learn on the job

None3%
Up to 1 month70%
1-3 months24%
3-6 months2%
6 months - 1 year1%

How AI Impacts Each Task

24 tasks analyzed

Enter and retrieve information pertaining to vehicle registration, identification, and status, using hand-held computers.

Risk: 87.2%AI: 95EstimatedTime: 5%

Patrol an assigned area by vehicle or on foot to ensure public compliance with existing parking ordinance.

Risk: 51.0%AI: 45EstimatedTime: 20%

Write warnings and citations for illegally parked vehicles.

Risk: 87.2%AI: 95EstimatedTime: 10%

Appear in court at hearings regarding contested traffic citations.

Risk: 19.0%AI: 10EstimatedTime: 2%

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

Risk: 47.0%AI: 35EstimatedTime: 2%

Respond to and make radio dispatch calls regarding parking violations and complaints.

Risk: 85.2%AI: 90EstimatedTime: 5%

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

Risk: 84.0%AI: 87EstimatedTime: 5%

Perform simple vehicle maintenance procedures, such as checking oil and gas, and report mechanical problems to supervisors.

Risk: 47.0%AI: 35EstimatedTime: 2%

Observe and report hazardous conditions, such as missing traffic signals or signs, and street markings that need to be repainted.

Risk: 85.2%AI: 90EstimatedTime: 2%

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.

Risk: 86.0%AI: 92EstimatedTime: 10%

Train new or temporary staff.

Risk: 25.0%AI: 25EstimatedTime: 2%

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.

Risk: 41.0%AI: 20EstimatedTime: 5%

Locate lost, stolen, and counterfeit parking permits, and take necessary enforcement action.

Risk: 86.0%AI: 92EstimatedTime: 2%

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

Risk: 84.0%AI: 87EstimatedTime: 3%

Investigate and answer complaints regarding contested parking citations, determining their validity and routing them appropriately.

Risk: 84.0%AI: 87EstimatedTime: 3%

Provide information to the public regarding parking regulations and facilities, and the location of streets, buildings and points of interest.

Risk: 37.0%AI: 55EstimatedTime: 5%

Collect coins deposited in meters.

Risk: 43.0%AI: 25EstimatedTime: 2%

Prepare and maintain required records, including logs of parking enforcement activities, and records of contested citations.

Risk: 88.0%AI: 97EstimatedTime: 3%

Wind parking meter clocks.

Risk: 41.0%AI: 20EstimatedTime: 2%

Provide assistance to motorists needing help with problems, such as flat tires, keys locked in cars, or dead batteries.

Risk: 9.0%AI: 0EstimatedTime: 2%

Assign and review the work of subordinates.

Risk: 31.0%AI: 40EstimatedTime: 2%

Perform traffic control duties such as setting up barricades and temporary signs, placing bags on parking meters to limit their use, or directing traffic.

Risk: 9.0%AI: 0EstimatedTime: 2%

Remove handbills within patrol areas.

Risk: 41.0%AI: 20EstimatedTime: 2%

Perform traffic control duties such as setting up barricades and temporary signs, placing bags on parking meters to limit their use, or directing traffic or pedestrians.

Risk: 9.0%AI: 0EstimatedTime: 2%

Protective Factors

Total protective discount: 30.1%

Essential Soft Skills

Traits that are hard for AI to replicate

Self ControlIntegrityIndependenceStress ToleranceAttention to DetailDependabilityAdaptability/FlexibilityCooperationConcern for OthersAchievement/EffortInnovationPersistence

Wage & Employment (2024)

Median Wage

$47,150

per year

Mean Wage

$51,840

per year

Employment

8K

workers

Wage Range

$35,410 - $76,030

10th - 90th pct

Wage Distribution

$35,410Median: $47,150$76,030
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Parking Enforcement Workers professionals should diversify beyond them.

  • Information Ordering

    High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Reading Comprehension

    Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Mathematics

    Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Memorization

    Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

  • Mathematics

    Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Adaptability/Flexibility

    Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

  • Social Perceptiveness

    Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

  • Service Orientation

    Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

  • Coordination

    Coordination is AI-resistant — strengthening this skill provides durable career protection.

  • Instructing

    Instructing is AI-resistant — strengthening this skill provides durable career protection.

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Monitoring

    Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Active Learning

    Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Score History

Risk score over 2 scoring runs

+0.3

overall change

Checking for existing plan...