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.
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)
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Reading Comprehension is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
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/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Parking Enforcement Workers skill gaps, ranked by relevance to your displacement risk profile.
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Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
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AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Cybersecurity Fundamentals Path
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Strengthen Your Edge
Double down on skills AI can't replicate
Inspired Leadership Through Emotional Intelligence
by Case Western Reserve University
Estimated Impact
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
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
24 tasks analyzed
Enter and retrieve information pertaining to vehicle registration, identification, and status, using hand-held computers.
Patrol an assigned area by vehicle or on foot to ensure public compliance with existing parking ordinance.
Write warnings and citations for illegally parked vehicles.
Appear in court at hearings regarding contested traffic citations.
Maintain assigned equipment and supplies, such as hand-held citation computers, citation books, rain gear, tire-marking chalk, and street cones.
Respond to and make radio dispatch calls regarding parking violations and complaints.
Maintain close communications with dispatching personnel, using two-way radios or cell phones.
Perform simple vehicle maintenance procedures, such as checking oil and gas, and report mechanical problems to supervisors.
Observe and report hazardous conditions, such as missing traffic signals or signs, and street markings that need to be repainted.
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.
Train new or temporary staff.
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.
Locate lost, stolen, and counterfeit parking permits, and take necessary enforcement action.
Make arrangements for illegally parked or abandoned vehicles to be towed, and direct tow-truck drivers to the correct vehicles.
Investigate and answer complaints regarding contested parking citations, determining their validity and routing them appropriately.
Provide information to the public regarding parking regulations and facilities, and the location of streets, buildings and points of interest.
Collect coins deposited in meters.
Prepare and maintain required records, including logs of parking enforcement activities, and records of contested citations.
Wind parking meter clocks.
Provide assistance to motorists needing help with problems, such as flat tires, keys locked in cars, or dead batteries.
Assign and review the work of subordinates.
Perform traffic control duties such as setting up barricades and temporary signs, placing bags on parking meters to limit their use, or directing traffic.
Remove handbills within patrol areas.
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.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Enter and retrieve information pertaining to vehicle registration, identification, and status, using hand-held computers. | 95Estimated | 87.2% | 5% | |
| Patrol an assigned area by vehicle or on foot to ensure public compliance with existing parking ordinance. | 45Estimated | 51.0% | 20% | |
| Write warnings and citations for illegally parked vehicles. | 95Estimated | 87.2% | 10% | |
| Appear in court at hearings regarding contested traffic citations. | 10Estimated | 19.0% | 2% | |
| Maintain assigned equipment and supplies, such as hand-held citation computers, citation books, rain gear, tire-marking chalk, and street cones. | 35Estimated | 47.0% | 2% | |
| Respond to and make radio dispatch calls regarding parking violations and complaints. | 90Estimated | 85.2% | 5% | |
| Maintain close communications with dispatching personnel, using two-way radios or cell phones. | 87Estimated | 84.0% | 5% | |
| Perform simple vehicle maintenance procedures, such as checking oil and gas, and report mechanical problems to supervisors. | 35Estimated | 47.0% | 2% | |
| Observe and report hazardous conditions, such as missing traffic signals or signs, and street markings that need to be repainted. | 90Estimated | 85.2% | 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. | 92Estimated | 86.0% | 10% | |
| Train new or temporary staff. | 25Estimated | 25.0% | 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. | 20Estimated | 41.0% | 5% | |
| Locate lost, stolen, and counterfeit parking permits, and take necessary enforcement action. | 92Estimated | 86.0% | 2% | |
| Make arrangements for illegally parked or abandoned vehicles to be towed, and direct tow-truck drivers to the correct vehicles. | 87Estimated | 84.0% | 3% | |
| Investigate and answer complaints regarding contested parking citations, determining their validity and routing them appropriately. | 87Estimated | 84.0% | 3% | |
| Provide information to the public regarding parking regulations and facilities, and the location of streets, buildings and points of interest. | 55Estimated | 37.0% | 5% | |
| Collect coins deposited in meters. | 25Estimated | 43.0% | 2% | |
| Prepare and maintain required records, including logs of parking enforcement activities, and records of contested citations. | 97Estimated | 88.0% | 3% | |
| Wind parking meter clocks. | 20Estimated | 41.0% | 2% | |
| Provide assistance to motorists needing help with problems, such as flat tires, keys locked in cars, or dead batteries. | 0Estimated | 9.0% | 2% | |
| Assign and review the work of subordinates. | 40Estimated | 31.0% | 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. | 0Estimated | 9.0% | 2% | |
| Remove handbills within patrol areas. | 20Estimated | 41.0% | 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. | 0Estimated | 9.0% | 2% |
Protective Factors
Total protective discount: 30.1%
Essential Soft Skills
Traits that are hard for AI to replicate
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
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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
overall change