Takeover Tracker
30%medium risk
Brownfield Redevelopment Specialists and Site Managers
vs

71 shared · 16 different

core competencies

33%medium risk
Transportation Planners

Side-by-Side Comparison

MetricBrownfield Redevelopment Specialists and Site ManagersTransportation Planners
Risk Score29.6%32.9%
Risk TierMedium RiskMedium Risk
Risk Percentile36th56th
Tasks at Risk (>50%)5 / 159 / 15
Median Salary$136,550$100,340
Employment631K37K

Skill Comparison

|

Sorted by largest difference

Transportation
Monitor Processes, Materials, or Surroundings
Management of Financial Resources
Design
Engineering and Technology
Monitoring and Controlling Resources
Analyzing Data or Information
Scheduling Work and Activities
NegotiationAI-Resistant
Evaluating Information to Determine Compliance with Standards
MathematicsAI-Vulnerable
Coaching and Developing Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Brownfield Redevelopment Specialists and Site Managers

32%

total discount

Transportation Planners

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Brownfield Redevelopment Specialists and Site Managers

5 of 15 at risk
86%Maintain records of decisions, actions, and progress related to environmental redevelopment projects.
84%Prepare reports or presentations to communicate brownfield redevelopment needs, status, or progress.
84%Prepare and submit permit applications for demolition, cleanup, remediation, or construction projects.
80%Coordinate the disposal of hazardous waste.
51%Identify and apply for project funding.

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 Brownfield Redevelopment Specialists and Site Managers
Brownfield Redevelopment Specialists and Site 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

Brownfield Redevelopment Specialists and Site Managers2028–2035
Transportation Planners2028–2035
20242030203520402045

Brownfield Redevelopment Specialists and Site 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%)

Brownfield Redevelopment Specialists and Site Managers

$96,159

from $136,550

Transportation Planners

$67,378

from $100,340

After adjusting for AI risk, Brownfield Redevelopment Specialists and Site Managers offers $28,780 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Brownfield

0

Unique to Transportation

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Creativity
Regulatory Barriers
Brownfield Redevelopment Specialists and Site ManagersTransportation Planners
Find transitions from Brownfield Redevelopment Specialists and Site ManagersFind transitions from Transportation Planners