Takeover Tracker
28%medium risk
Chief Sustainability Officers
vs

66 shared · 19 different

core competencies

33%medium risk
Transportation Planners

Side-by-Side Comparison

MetricChief Sustainability OfficersTransportation Planners
Risk Score28.5%32.9%
Risk TierMedium RiskMedium Risk
Risk Percentile31th56th
Tasks at Risk (>50%)4 / 159 / 15
Median Salary$206,420$100,340
Employment212K37K

Skill Comparison

|

Sorted by largest difference

Transportation
Selling or Influencing Others
Education and Training
MathematicsAI-Vulnerable
Training and Teaching Others
Geography
Building and Construction
Engineering and Technology
Sales and Marketing
Evaluating Information to Determine Compliance with Standards
Visualization
Administration and Management

Protective Factors

Higher values indicate stronger protection against AI displacement

Chief Sustainability Officers

33%

total discount

Transportation Planners

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Chief Sustainability Officers

4 of 15 at risk
84%Review sustainability program objectives, progress, or status to ensure compliance with policies, standards, regulations, or laws.
74%Create and maintain sustainability program documents, such as schedules and budgets.
51%Monitor and evaluate effectiveness of sustainability programs.
51%Formulate or implement sustainability campaign or marketing strategies.
48%Research environmental sustainability issues, concerns, or stakeholder interests.

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 -$106,080(-51%) vs Chief Sustainability Officers
Chief Sustainability OfficersTransportation Planners
10th
$73,710$62,570
25th
$126,080$79,210
Median
$206,420$100,340
75th
$239,200$127,880
90th
$239,200$160,810

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Chief Sustainability Officers2028–2035
Transportation Planners2028–2035
20242030203520402045

Chief Sustainability Officers 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%)

Chief Sustainability Officers

$147,611

from $206,420

Transportation Planners

$67,378

from $100,340

After adjusting for AI risk, Chief Sustainability Officers offers $80,233 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Chief

0

Unique to Transportation

Combined Protection Strategy

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

Social Intelligence
Fine Manipulation
Decision Complexity
Creativity
Chief Sustainability OfficersTransportation Planners
Find transitions from Chief Sustainability OfficersFind transitions from Transportation Planners