Takeover Tracker
28%medium risk
Fire-Prevention and Protection Engineers
vs

62 shared · 27 different

core competencies

34%medium risk
Solar Energy Systems Engineers

Side-by-Side Comparison

MetricFire-Prevention and Protection EngineersSolar Energy Systems Engineers
Risk Score28.2%33.9%
Risk TierMedium RiskMedium Risk
Risk Percentile31th62th
Tasks at Risk (>50%)1 / 145 / 13
Median Salary$109,660$117,750
Employment23K151K

Skill Comparison

|

Sorted by largest difference

Chemistry
Operations Analysis
Inspecting Equipment, Structures, or Material
Communicating with Persons Outside Organization
Evaluating Information to Determine Compliance with Standards
Public Safety and Security
Processing Information
Customer and Personal Service
Provide Consultation and Advice to Others
Establishing and Maintaining Interpersonal Relationships
Engineering and Technology
Interpreting the Meaning of Information for Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Fire-Prevention and Protection Engineers

30%

total discount

Solar Energy Systems Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Solar Energy Systems Engineers

5 of 13 at risk
86%Create checklists for review or inspection of completed solar installation projects.
84%Create electrical single-line diagrams, panel schedules, or connection diagrams for solar electric systems, using computer-aided design (CAD) software.
51%Design or coordinate design of photovoltaic (PV) or solar thermal systems, including system components, for residential and commercial buildings.
51%Perform computer simulation of solar photovoltaic (PV) generation system performance or energy production to optimize efficiency.
51%Develop standard operation procedures and quality or safety standards for solar installation work.

Wage Comparison

Solar Energy Systems Engineers earns +$8,090(+7%) vs Fire-Prevention and Protection Engineers
Fire-Prevention and Protection EngineersSolar Energy Systems Engineers
10th
$62,050$62,840
25th
$85,400$85,750
Median
$109,660$117,750
75th
$136,150$152,670
90th
$166,670$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Fire-Prevention and Protection Engineers2028–2035
Solar Energy Systems Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Fire-Prevention and Protection Engineers

$78,703

from $109,660

Solar Energy Systems Engineers

$77,786

from $117,750

After adjusting for AI risk, Fire-Prevention and Protection Engineers offers $917 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Fire-Prevention

0

Unique to Solar

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Social Intelligence
Regulatory Barriers
Fire-Prevention and Protection EngineersSolar Energy Systems Engineers
Find transitions from Fire-Prevention and Protection EngineersFind transitions from Solar Energy Systems Engineers