Forest Firefighters vs Construction Laborers AI Risk

Job 1

Job 2

Job 1

Job 2

low risk

Forest Firefighters

40 shared · 62 different

core competencies

low risk

Construction Laborers

Side-by-Side Comparison

Construction Laborers leads 3–2

Metric	Forest Firefighters	Construction Laborers
Risk Score	21.0%	17.8%
Risk Tier	Low Risk	Low Risk
Risk Percentile	9th	4th
Tasks at Risk (>50%)	2 / 15	3 / 15
Median Salary	$59,530	$46,730
Employment	332K	1.1M

Skill Comparison

Sorted by largest difference

Assisting and Caring for Others

Establishing and Maintaining Interpersonal Relationships

Coaching and Developing Others

Communicating with Persons Outside Organization

Performing for or Working Directly with the Public

Customer and Personal Service

Identifying Objects, Actions, and Events

Resolving Conflicts and Negotiating with Others

Public Safety and Security

Provide Consultation and Advice to Others

Spatial Orientation

MonitoringAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Forest Firefighters

35%

total discount

Construction Laborers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Forest Firefighters

2 of 15 at risk

76%Maintain knowledge of current firefighting practices by participating in drills and by attending seminars, conventions, and conferences.

74%Maintain contact with fire dispatchers at all times to notify them of the need for additional firefighters and supplies, or to detail any difficulties encountered.

49%Operate pumps connected to high-pressure hoses.

49%Maintain fire equipment and firehouse living quarters.

49%Transport personnel and cargo to and from fire areas.

Construction Laborers

3 of 15 at risk

71%Measure, mark, or record openings or distances to layout areas where construction work will be performed.

70%Operate or maintain air monitoring or other sampling devices in confined or hazardous environments.

68%Read plans, instructions, or specifications to determine work activities.

49%Tend pumps, compressors, or generators to provide power for tools, machinery, or equipment or to heat or move materials, such as asphalt.

47%Control traffic passing near, in, or around work zones.

Wage Comparison

Construction Laborers earns -$12,800(-22%) vs Forest Firefighters

Forest FirefightersConstruction Laborers

10th

$34,490$34,200

25th

$44,180$38,100

Median

$59,530$46,730

75th

$77,410$58,910

90th

$101,330$77,530

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Forest Firefighters2028–2035

Construction Laborers2028–2035

20242030203520402045

Construction Laborers has a longer runway before significant displacement, projected 0 years later than Forest Firefighters.

Risk-Adjusted Salary

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

Forest Firefighters

$47,029

from $59,530

Construction Laborers

$38,412

from $46,730

After adjusting for AI risk, Forest Firefighters offers $8,617 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Forest

Unique to Construction

Combined Protection Strategy

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

Social Intelligence

Decision Complexity

Regulatory Barriers

Creativity

Forest FirefightersConstruction Laborers

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