Takeover Tracker
32%medium risk
Wind Energy Project Managers
vs

59 shared · 26 different

core competencies

33%medium risk
Transportation Planners

Side-by-Side Comparison

MetricWind Energy Project ManagersTransportation Planners
Risk Score32.4%32.9%
Risk TierMedium RiskMedium Risk
Risk Percentile53th56th
Tasks at Risk (>50%)9 / 159 / 15
Median Salary$136,550$100,340
Employment631K37K

Skill Comparison

|

Sorted by largest difference

Transportation
Judging the Qualities of Things, Services, or People
Building and Construction
Developing Objectives and Strategies
Interacting With Computers
MathematicsAI-Vulnerable
Administration and Management
Evaluating Information to Determine Compliance with Standards
Management of Financial Resources
Coordinating the Work and Activities of Others
Economics and Accounting
Monitor Processes, Materials, or Surroundings

Protective Factors

Higher values indicate stronger protection against AI displacement

Wind Energy Project Managers

31%

total discount

Transportation Planners

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Wind Energy Project Managers

9 of 15 at risk
85%Update schedules, estimates, forecasts, or budgets for wind projects.
85%Prepare requests for proposals (RFPs) for wind project construction or equipment acquisition.
84%Prepare wind project documentation, including diagrams or layouts.
83%Prepare or assist in the preparation of applications for environmental, building, or other required permits.
69%Provide verbal or written project status reports to project teams, management, subcontractors, customers, or owners.

Transportation Planners

9 of 15 at risk
72%Prepare necessary documents to obtain planned project approvals or permits.
64%Analyze information from traffic counting programs.
54%Design transportation surveys to identify areas of public concern.
53%Interpret data from traffic modeling software, geographic information systems, or associated databases.
53%Define regional or local transportation planning problems or priorities.

Wage Comparison

Transportation Planners earns -$36,210(-27%) vs Wind Energy Project Managers
Wind Energy Project ManagersTransportation Planners
10th
$68,860$62,570
25th
$100,010$79,210
Median
$136,550$100,340
75th
$179,190$127,880
90th
$227,590$160,810

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Wind Energy Project Managers2028–2035
Transportation Planners2028–2035
20242030203520402045

Wind Energy Project Managers has a longer runway before significant displacement, projected 0 years later than Transportation Planners.

Risk-Adjusted Salary

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

Wind Energy Project Managers

$92,321

from $136,550

Transportation Planners

$67,378

from $100,340

After adjusting for AI risk, Wind Energy Project Managers offers $24,943 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Wind

0

Unique to Transportation

Combined Protection Strategy

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

Creativity
Fine Manipulation
Social Intelligence
Decision Complexity
Wind Energy Project ManagersTransportation Planners
Find transitions from Wind Energy Project ManagersFind transitions from Transportation Planners