Takeover Tracker

30%medium risk
Automotive Engineers
vs

78 shared · 12 different

core competencies

Side-by-Side Comparison

MetricAutomotive EngineersWater/Wastewater Engineers
Risk Score29.7%30.0%
Risk TierMedium RiskMedium Risk
Risk Percentile37th39th
Tasks at Risk (>50%)8 / 154 / 15
Median Salary$102,320$104,170
Employment287K38K

Skill Comparison

|

Sorted by largest difference

Production and Processing
Transportation
Public Safety and Security
Interacting With Computers
Law and Government
Mechanical
Customer and Personal Service
Interpreting the Meaning of Information for Others
Chemistry
Physics
Sales and Marketing
Time Management

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineers

33%

total discount

Water/Wastewater Engineers

32%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Automotive Engineers

8 of 15 at risk
73%Write, review, or maintain engineering documentation.
53%Design vehicles that use lighter materials, such as aluminum, magnesium alloy, or plastic, to improve fuel efficiency.
52%Develop calibration methodologies, test methodologies, or tools.
51%Develop engineering specifications or cost estimates for automotive design concepts.
51%Perform failure, variation, or root cause analyses.

Water/Wastewater Engineers

4 of 15 at risk
85%Gather and analyze water use data to forecast water demand.
54%Analyze and recommend chemical, biological, or other wastewater treatment methods to prepare water for industrial or domestic use.
52%Design domestic or industrial water or wastewater treatment plants, including advanced facilities with sequencing batch reactors (SBR), membranes, lift stations, headworks, surge overflow basins, ultraviolet disinfection systems, aerobic digesters, sludge lagoons, or control buildings.
51%Perform hydraulic analyses of water supply systems or water distribution networks to model flow characteristics, test for pressure losses, or to identify opportunities to mitigate risks and improve operational efficiency.
49%Analyze storm water or floodplain drainage systems to control erosion, stabilize river banks, repair channel streams, or design bridges.

Wage Comparison

Water/Wastewater Engineers earns +$1,850(+2%) vs Automotive Engineers
Automotive EngineersWater/Wastewater Engineers
10th
$68,740$64,950
25th
$81,800$80,510
Median
$102,320$104,170
75th
$130,290$130,830
90th
$161,240$161,910

Unlock the Complete Head-to-Head Analysis

Subscribe to both occupations to unlock exclusive comparison data you can't get anywhere else.

Head-to-head task automation timeline
"Which is right for me?" personalized recommendation
Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
PDF export of full comparison
Automotive Engineers: Not yetWater/Wastewater Engineers: Not yet