Takeover Tracker

28%medium risk
Civil Engineers
vs

76 shared · 20 different

core competencies

31%medium risk
Logistics Engineers

Side-by-Side Comparison

MetricCivil EngineersLogistics Engineers
Risk Score27.9%31.3%
Risk TierMedium RiskMedium Risk
Risk Percentile29th47th
Tasks at Risk (>50%)5 / 157 / 15
Median Salary$99,590$80,880
Employment355K236K

Skill Comparison

|

Sorted by largest difference

Building and Construction
Design
Science
Physics
Engineering and Technology
Inspecting Equipment, Structures, or Material
Resolving Conflicts and Negotiating with Others
Production and Processing
Operations Analysis
Flexibility of Closure
Economics and Accounting
Law and Government

Protective Factors

Higher values indicate stronger protection against AI displacement

Civil Engineers

32%

total discount

Logistics Engineers

32%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Civil Engineers

5 of 15 at risk
86%Estimate quantities and cost of materials, equipment, or labor to determine project feasibility.
53%Analyze survey reports, maps, drawings, blueprints, aerial photography, or other topographical or geologic data.
51%Compute load and grade requirements, water flow rates, or material stress factors to determine design specifications.
51%Plan and design transportation or hydraulic systems or structures using computer assisted design or drawing tools.
50%Test soils or materials to determine the adequacy and strength of foundations, concrete, asphalt, or steel.

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 -$18,710(-19%) vs Civil Engineers
Civil EngineersLogistics Engineers
10th
$65,920$49,260
25th
$78,790$62,920
Median
$99,590$80,880
75th
$128,290$104,330
90th
$160,990$132,110

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