Takeover Tracker
vs

62 shared · 25 different

core competencies

33%medium risk
Wind Energy Engineers

Side-by-Side Comparison

MetricProduct Safety EngineersWind Energy Engineers
Risk Score35.0%33.3%
Risk TierMedium RiskMedium Risk
Risk Percentile66th58th
Tasks at Risk (>50%)4 / 910 / 15
Median Salary$109,660$117,750
Employment23K151K

Skill Comparison

|

Sorted by largest difference

Inspecting Equipment, Structures, or Material
Identifying Objects, Actions, and Events
Physics
Computers and Electronics
Evaluating Information to Determine Compliance with Standards
MathematicsAI-Vulnerable
Design
Chemistry
MathematicsAI-Vulnerable
Training and Teaching Others
Judging the Qualities of Things, Services, or People
Problem Sensitivity

Protective Factors

Higher values indicate stronger protection against AI displacement

Product Safety Engineers

32%

total discount

Wind Energy Engineers

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Product Safety Engineers

4 of 9 at risk
85%Participate in preparation of product usage and precautionary label instructions.
84%Report accident investigation findings.
51%Conduct research to evaluate safety levels for products.
51%Evaluate potential health hazards or damage that could occur from product misuse.
49%Recommend procedures for detection, prevention, and elimination of physical, chemical, or other product hazards.

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 Product Safety Engineers
Product Safety 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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Product Safety Engineers20282035
Wind Energy Engineers20282035
20242030203520402045

Wind Energy Engineers has a longer runway before significant displacement, projected 0 years later than Product Safety Engineers.

Risk-Adjusted Salary

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

Product Safety Engineers

$71,246

from $109,660

Wind Energy Engineers

$78,563

from $117,750

After adjusting for AI risk, Wind Energy Engineers offers $7,317 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Product

0

Unique to Wind

Combined Protection Strategy

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

Regulatory Barriers
Decision Complexity
Social Intelligence
Fine Manipulation
Product Safety EngineersWind Energy Engineers