AI JOB RISK SCANNER
O*NET-SOC 33-3041.00 / model V11 rated-task engine

Will AI replace
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.

Estimated AI task exposure
67%

High exposure

V11 weights occupation tasks using O*NET Importance, Relevance and Frequency ratings instead of treating every task equally.

20 tasks have usable Task Rating records; weighted-task coverage is 100%.

Digital/info work

65/100

Physical moat

23/100

Human moat

19/100

Rating coverage

100%

20 task statements / 20 rated

Highest-weighted occupation tasks

Write warnings and citations for illegally parked vehicles.
Importance 81/100Relevance 100/100Frequency 82/100Weight 0.89
Maintain close communications with dispatching personnel, using two-way radios or cell phones.
Importance 84/100Relevance 99/100Frequency 69/100Weight 0.86
Enter and retrieve information pertaining to vehicle registration, identification, and status, using hand-held computers.
Importance 92/100Relevance 80/100Frequency 82/100Weight 0.85
Patrol an assigned area by vehicle or on foot to ensure public compliance with existing parking ordinance.
Importance 82/100Relevance 91/100Frequency 79/100Weight 0.84
Maintain assigned equipment and supplies, such as hand-held citation computers, citation books, rain gear, tire-marking chalk, and street cones.
Importance 73/100Relevance 99/100Frequency 70/100Weight 0.82
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.
Importance 81/100Relevance 87/100Frequency 66/100Weight 0.80
Respond to and make radio dispatch calls regarding parking violations and complaints.
Importance 70/100Relevance 87/100Frequency 63/100Weight 0.75
Provide information to the public regarding parking regulations and facilities, and the location of streets, buildings and points of interest.
Importance 69/100Relevance 86/100Frequency 65/100Weight 0.74
Observe and report hazardous conditions, such as missing traffic signals or signs, and street markings that need to be repainted.
Importance 67/100Relevance 95/100Frequency 43/100Weight 0.72
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.
Importance 56/100Relevance 74/100Frequency 75/100Weight 0.67

Task weighting

Each rated task receives a composite weight: 38% relevance, 37% importance and 25% frequency. Core tasks receive a small additional multiplier. Low-precision rows flagged by O*NET for suppression are excluded.

Occupation scoring

When rating coverage is strong, rated tasks contribute 60% of the digital, physical and human task signals and Work Activities contribute 40%. Lower-coverage occupations automatically rely more on Work Activities.

U.S. labor market

BLS Wage & Employment Outlook

Median annual wage

$46,730

BLS OEWS May 2025

National employment

9,050

BLS OEWS May 2025

Projected growth

-1.1%

BLS Employment Projections 2025–2035

Average annual openings

1

BLS Employment Projections 2025–2035

BLS labor-market figures are separate from the site's AI-exposure model. Missing values mean a compatible detailed BLS occupation estimate was not published or could not be mapped.

Career pivot radar

Safer Career Alternatives

These options are selected from the same 923-occupation model. They favor a similar task/work profile with meaningfully lower estimated AI exposure. They are suggestions for exploration, not guarantees of job fit.

SAFER ALTERNATIVE

Helpers--Extraction Workers

5%

62 points lower exposure • 66% profile similarity

Median wage: $47,730 Growth 2025–2035: +1.7% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Electric Motor, Power Tool, and Related Repairers

5%

62 points lower exposure • 65% profile similarity

Median wage: $56,210 Growth 2025–2035: +4.4% Annual openings: 1

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Heating, Air Conditioning, and Refrigeration Mechanics and Installers

9%

58 points lower exposure • 67% profile similarity

Median wage: $61,010 Growth 2025–2035: +10.9% Annual openings: 41

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Mobile Heavy Equipment Mechanics, Except Engines

5%

62 points lower exposure • 65% profile similarity

Median wage: $65,510 Growth 2025–2035: +6.7% Annual openings: 15

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Millwrights

5%

62 points lower exposure • 66% profile similarity

Median wage: $65,700 Growth 2025–2035: +0.9% Annual openings: 3

more physical-world work, less digital task exposure
SAFER ALTERNATIVE

Layout Workers, Metal and Plastic

6%

61 points lower exposure • 66% profile similarity

Median wage: $63,870 Growth 2025–2035: -3.4% Annual openings: 0

more physical-world work, less digital task exposure

Personalized career defense protocol

AI-Proofing Plan

AUTOMATE

  • routine information gathering
  • first-pass document drafting
  • standard reporting and summarization
  • repeatable administrative workflows

AUGMENT

  • research and analysis
  • quality checking AI-generated work
  • decision preparation
  • scenario generation

PROTECT

  • domain expertise
  • exception handling
  • accountability for outcomes

LEARN

  • AI-assisted research
  • workflow automation
  • data literacy
  • prompt and workflow design
  • AI output verification

AI-PROOFING RESOURCES

What this score does not mean

The percentage is a comparative task-exposure index. It is not the probability that this occupation disappears, that a worker is laid off, or that AI can perform the entire job.

New in V11

Find a Safer Career Path

High exposure does not mean starting over. V11 compares your occupation with the other 922 O*NET occupations and surfaces lower-exposure options with similar work profiles.

EXPLORE CAREER ALTERNATIVES
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