Takeover Tracker

vs

66 shared · 21 different

core competencies

33%medium risk
Wind Energy Engineers

Side-by-Side Comparison

MetricFire-Prevention and Protection EngineersWind Energy Engineers
Risk Score28.2%33.3%
Risk TierMedium RiskMedium Risk
Risk Percentile31th58th
Tasks at Risk (>50%)1 / 1410 / 15
Median Salary$109,660$117,750
Employment23K151K

Skill Comparison

|

Sorted by largest difference

Chemistry
Inspecting Equipment, Structures, or Material
Mathematical Reasoning
Resolving Conflicts and Negotiating with Others
Building and Construction
Computers and Electronics
Evaluating Information to Determine Compliance with Standards
Communicating with Persons Outside Organization
Identifying Objects, Actions, and Events
Getting Information
MathematicsAI-Vulnerable
Problem Sensitivity

Protective Factors

Higher values indicate stronger protection against AI displacement

Fire-Prevention and Protection Engineers

30%

total discount

Wind Energy 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.

Wind Energy Engineers

10 of 15 at risk
80%Create or maintain wind farm layouts, schematics, or other visual documentation for wind farms.
76%Monitor wind farm construction to ensure compliance with regulatory standards or environmental requirements.
57%Estimate energy production by analyzing wind data.
55%Analyze meteorological data.
55%Create models to optimize the layout of wind farm access roads, crane pads, crane paths, collection systems, substations, switchyards, or transmission lines.

Wage Comparison

Wind Energy Engineers earns +$8,090(+7%) vs Fire-Prevention and Protection Engineers
Fire-Prevention and Protection EngineersWind Energy 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

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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Fire-Prevention and Protection Engineers: Not yetWind Energy Engineers: Not yet