Forest and Conservation Workers vs Parking Enforcement Workers AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Forest and Conservation Workers

56 shared · 30 different

core competencies

medium risk

Parking Enforcement Workers

Side-by-Side Comparison

Forest and Conservation Workers leads 4–1

Metric	Forest and Conservation Workers	Parking Enforcement Workers
Risk Score	26.2%	42.9%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	22th	87th
Tasks at Risk (>50%)	5 / 15	9 / 15
Median Salary	$43,680	$47,150
Employment	6K	8K

Skill Comparison

Sorted by largest difference

Geography

Clerical

Assisting and Caring for Others

Organizing, Planning, and Prioritizing Work

Biology

Handling and Moving Objects

Monitoring and Controlling Resources

Scheduling Work and Activities

Static Strength

Developing Objectives and Strategies

Performing General Physical Activities

Economics and Accounting

Protective Factors

Higher values indicate stronger protection against AI displacement

Forest and Conservation Workers

32%

total discount

Parking Enforcement Workers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Forest and Conservation Workers

5 of 15 at risk

86%Create field maps using geographic information systems technology.

86%Maintain tallies of trees examined and counted during tree marking or measuring efforts.

57%Sort tree seedlings, discarding substandard seedlings, according to standard charts or verbal instructions.

53%Spray or inject vegetation with insecticides to kill insects or to protect against disease or with herbicides to reduce competing vegetation.

51%Sow or harvest cover crops, such as alfalfa.

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 +$3,470(+8%) vs Forest and Conservation Workers

Forest and Conservation WorkersParking Enforcement Workers

10th

$33,050$35,410

25th

$36,400$39,930

Median

$43,680$47,150

75th

$45,200$61,210

90th

$54,190$76,030

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Forest and Conservation Workers2028–2035

Parking Enforcement Workers2028–2035

20242030203520402045

Forest and Conservation Workers 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%)

Forest and Conservation Workers

$32,253

from $43,680

Parking Enforcement Workers

$26,904

from $47,150

After adjusting for AI risk, Forest and Conservation Workers offers $5,350 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Forest

Unique to Parking

Combined Protection Strategy

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

Fine Manipulation

Creativity

Social Intelligence

Regulatory Barriers

Forest and Conservation WorkersParking Enforcement Workers

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