Takeover Tracker
31%medium risk
Logistics Engineers
vs

72 shared · 20 different

core competencies

28%medium risk
Fire-Prevention and Protection Engineers

Side-by-Side Comparison

MetricLogistics EngineersFire-Prevention and Protection Engineers
Risk Score31.3%28.2%
Risk TierMedium RiskMedium Risk
Risk Percentile47th31th
Tasks at Risk (>50%)7 / 151 / 14
Median Salary$80,880$109,660
Employment236K23K

Skill Comparison

|

Sorted by largest difference

Building and Construction
Physics
Design
Chemistry
Telecommunications
Inspecting Equipment, Structures, or Material
Mathematical Reasoning
Science
Evaluating Information to Determine Compliance with Standards
Number Facility
Engineering and Technology
Education and Training

Protective Factors

Higher values indicate stronger protection against AI displacement

Logistics Engineers

32%

total discount

Fire-Prevention and Protection Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Logistics Engineers

7 of 15 at risk
62%Prepare or validate documentation on automated logistics or maintenance-data reporting or management information systems.
56%Evaluate the use of technologies, such as global positioning systems (GPS), radio-frequency identification (RFID), route navigation software, or satellite linkup systems, to improve transportation efficiency.
52%Develop logistic metrics, internal analysis tools, or key performance indicators for business units.
51%Develop or maintain cost estimates, forecasts, or cost models.
51%Review contractual commitments, customer specifications, or related information to determine logistics or support requirements.

Fire-Prevention and Protection Engineers

1 of 14 at risk
86%Prepare and write reports detailing specific fire prevention and protection issues, such as work performed, revised codes or standards, and proposed review schedules.
47%Conduct research on fire retardants and the fire safety of materials and devices.
47%Evaluate fire department performance and the laws and regulations affecting fire prevention or fire safety.
45%Develop plans for the prevention of destruction by fire, wind, and water.
43%Inspect buildings or building designs to determine fire protection system requirements and potential problems in areas such as water supplies, exit locations, and construction materials.

Wage Comparison

Fire-Prevention and Protection Engineers earns +$28,780(+36%) vs Logistics Engineers
Logistics EngineersFire-Prevention and Protection Engineers
10th
$49,260$62,050
25th
$62,920$85,400
Median
$80,880$109,660
75th
$104,330$136,150
90th
$132,110$166,670

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Logistics Engineers2028–2035
Fire-Prevention and Protection Engineers2028–2035
20242030203520402045

Fire-Prevention and Protection Engineers has a longer runway before significant displacement, projected 0 years later than Logistics Engineers.

Risk-Adjusted Salary

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

Logistics Engineers

$55,540

from $80,880

Fire-Prevention and Protection Engineers

$78,703

from $109,660

After adjusting for AI risk, Fire-Prevention and Protection Engineers offers $23,163 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Logistics

0

Unique to Fire-Prevention

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Creativity
Social Intelligence
Logistics EngineersFire-Prevention and Protection Engineers
Find transitions from Logistics EngineersFind transitions from Fire-Prevention and Protection Engineers