Takeover Tracker
32%medium risk
Transportation Engineers
vs

71 shared · 20 different

core competencies

34%medium risk
Water Resource Specialists

Side-by-Side Comparison

MetricTransportation EngineersWater Resource Specialists
Risk Score32.4%33.8%
Risk TierMedium RiskMedium Risk
Risk Percentile53th61th
Tasks at Risk (>50%)7 / 155 / 15
Median Salary$99,590$161,180
Employment355K101K

Skill Comparison

|

Sorted by largest difference

Transportation
Building and Construction
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Design
Chemistry
Interpreting the Meaning of Information for Others
Visualization
Operations Analysis
Analyzing Data or Information
Developing Objectives and Strategies
Geography
Mathematical Reasoning

Protective Factors

Higher values indicate stronger protection against AI displacement

Transportation Engineers

32%

total discount

Water Resource Specialists

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Transportation Engineers

7 of 15 at risk
86%Prepare administrative, technical, or statistical reports on traffic-operation matters, such as accidents, safety measures, or pedestrian volume or practices.
84%Estimate transportation project costs.
72%Prepare project budgets, schedules, or specifications for labor or materials.
53%Design or prepare plans for new transportation systems or parts of systems, such as airports, commuter trains, highways, streets, bridges, drainage structures, or roadway lighting.
52%Design or engineer drainage, erosion, or sedimentation control systems for transportation projects.

Water Resource Specialists

5 of 15 at risk
87%Write proposals, project reports, informational brochures, or other documents on wastewater purification, water supply and demand, or other water resource subjects.
87%Monitor water use, demand, or quality in a particular geographic area.
87%Compile water resource data, using geographic information systems (GIS) or global position systems (GPS) software.
51%Identify and characterize specific causes or sources of water pollution.
51%Analyze storm water systems to identify opportunities for water resource improvements.

Wage Comparison

Water Resource Specialists earns +$61,590(+62%) vs Transportation Engineers
Transportation EngineersWater Resource Specialists
10th
$65,920$79,830
25th
$78,790$114,110
Median
$99,590$161,180
75th
$128,290$214,820
90th
$160,990$239,200

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Transportation Engineers2028–2035
Water Resource Specialists2028–2035
20242030203520402045

Transportation Engineers has a longer runway before significant displacement, projected 0 years later than Water Resource Specialists.

Risk-Adjusted Salary

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

Transportation Engineers

$67,363

from $99,590

Water Resource Specialists

$106,653

from $161,180

After adjusting for AI risk, Water Resource Specialists offers $39,290 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Transportation

0

Unique to Water

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Creativity
Regulatory Barriers
Transportation EngineersWater Resource Specialists
Find transitions from Transportation EngineersFind transitions from Water Resource Specialists