Fire Investigators vs Parking Enforcement Workers AI Risk

Job 1

Job 2

Job 1

Job 2

low risk

Fire Investigators

30 shared · 63 different

core competencies

medium risk

Parking Enforcement Workers

Side-by-Side Comparison

Fire Investigators leads 5–0

Metric	Fire Investigators	Parking Enforcement Workers
Risk Score	24.4%	42.9%
Risk Tier	Low Risk	Medium Risk
Risk Percentile	18th	87th
Tasks at Risk (>50%)	1 / 14	9 / 15
Median Salary	$78,060	$47,150
Employment	14K	8K

Skill Comparison

Sorted by largest difference

Customer and Personal Service

Handling and Moving Objects

Education and Training

Getting Information

Identifying Objects, Actions, and Events

Performing General Physical Activities

Making Decisions and Solving Problems

Updating and Using Relevant Knowledge

Developing and Building Teams

Coordinating the Work and Activities of Others

Provide Consultation and Advice to Others

Flexibility of Closure

Protective Factors

Higher values indicate stronger protection against AI displacement

Fire Investigators

38%

total discount

Parking Enforcement Workers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Fire Investigators

1 of 14 at risk

85%Prepare and maintain reports of investigation results, and records of convicted arsonists and arson suspects.

49%Analyze evidence and other information to determine probable cause of fire or explosion.

49%Photograph damage and evidence related to causes of fires or explosions to document investigation findings.

47%Conduct internal investigation to determine negligence and violation of laws and regulations by fire department employees.

39%Package collected pieces of evidence in securely closed containers, such as bags, crates, or boxes, to protect them.

Parking Enforcement Workers

9 of 15 at risk

87%Enter and retrieve information pertaining to vehicle registration, identification, and status, using hand-held computers.

87%Write warnings and citations for illegally parked vehicles.

86%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.

86%Locate lost, stolen, and counterfeit parking permits, and take necessary enforcement action.

85%Respond to and make radio dispatch calls regarding parking violations and complaints.

Wage Comparison

Parking Enforcement Workers earns -$30,910(-40%) vs Fire Investigators

Fire InvestigatorsParking Enforcement Workers

10th

$47,580$35,410

25th

$60,700$39,930

Median

$78,060$47,150

75th

$105,390$61,210

90th

$149,870$76,030

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Fire Investigators2028–2035

Parking Enforcement Workers2028–2035

20242030203520402045

Fire Investigators has a longer runway before significant displacement, projected 0 years later than Parking Enforcement Workers.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Fire Investigators

$59,052

from $78,060

Parking Enforcement Workers

$26,904

from $47,150

After adjusting for AI risk, Fire Investigators offers $32,149 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Fire

Unique to Parking

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Creativity

Fine Manipulation

Decision Complexity

Regulatory Barriers

Fire InvestigatorsParking Enforcement Workers

Find transitions from Fire Investigators Find transitions from Parking Enforcement Workers