Side-by-Side Comparison
Civil Engineers leads 5–0| Metric | Civil Engineers | Logistics Engineers |
|---|---|---|
| Risk Score | 27.9% | 31.3% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 29th | 47th |
| Tasks at Risk (>50%) | 5 / 15 | 7 / 15 |
| Median Salary | $99,590 | $80,880 |
| Employment | 355K | 236K |
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 risk86%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 risk62%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
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Civil Engineers2028–2035
Logistics Engineers2028–2035
20242030203520402045
Civil Engineers has a longer runway before significant displacement, projected 0 years later than Logistics Engineers.
Risk-Adjusted Salary
Salary weighted by displacement risk: salary × (1 − risk%)
Civil Engineers
$71,834
from $99,590
Logistics Engineers
$55,540
from $80,880
After adjusting for AI risk, Civil Engineers offers $16,294 more in risk-adjusted pay.
Transition Feasibility
1%
Skill Overlap
Low overlap — significant retraining needed for transition
0
Unique to Civil
0
Unique to Logistics
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors
Fine Manipulation
Decision Complexity
Social Intelligence
Regulatory Barriers
Civil EngineersLogistics Engineers