Takeover Tracker

vs

70 shared · 24 different

core competencies

31%medium risk
Logistics Engineers

Side-by-Side Comparison

MetricWater/Wastewater EngineersLogistics Engineers
Risk Score30.0%31.3%
Risk TierMedium RiskMedium Risk
Risk Percentile39th47th
Tasks at Risk (>50%)4 / 157 / 15
Median Salary$104,170$80,880
Employment38K236K

Skill Comparison

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Sorted by largest difference

Building and Construction
Design
Chemistry
Physics
Science
Engineering and Technology
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Sales and Marketing
Transportation
Evaluating Information to Determine Compliance with Standards
Customer and Personal Service
Visualization

Protective Factors

Higher values indicate stronger protection against AI displacement

Water/Wastewater Engineers

32%

total discount

Logistics Engineers

32%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Logistics Engineers

7 of 15 at risk
62%Prepare or validate documentation on automated logistics or maintenance-data reporting or management information systems.
56%Evaluate the use of technologies, such as global positioning systems (GPS), radio-frequency identification (RFID), route navigation software, or satellite linkup systems, to improve transportation efficiency.
52%Develop logistic metrics, internal analysis tools, or key performance indicators for business units.
51%Develop or maintain cost estimates, forecasts, or cost models.
51%Review contractual commitments, customer specifications, or related information to determine logistics or support requirements.

Wage Comparison

Logistics Engineers earns -$23,290(-22%) vs Water/Wastewater Engineers
Water/Wastewater EngineersLogistics Engineers
10th
$64,950$49,260
25th
$80,510$62,920
Median
$104,170$80,880
75th
$130,830$104,330
90th
$161,910$132,110

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Head-to-head task automation timeline
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