Takeover Tracker
31%medium risk
Logistics Engineers
vs

65 shared · 23 different

core competencies

34%medium risk
Electrical Engineers

Side-by-Side Comparison

MetricLogistics EngineersElectrical Engineers
Risk Score31.3%34.3%
Risk TierMedium RiskMedium Risk
Risk Percentile47th63th
Tasks at Risk (>50%)7 / 157 / 15
Median Salary$80,880$111,910
Employment236K189K

Skill Comparison

|

Sorted by largest difference

Developing and Building Teams
Systems AnalysisAI-Augmented
Public Safety and Security
Provide Consultation and Advice to Others
Coaching and Developing Others
Coordinating the Work and Activities of Others
Engineering and Technology
Computers and Electronics
Design
Guiding, Directing, and Motivating Subordinates
Training and Teaching Others
Systems Evaluation

Protective Factors

Higher values indicate stronger protection against AI displacement

Logistics Engineers

32%

total discount

Electrical Engineers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Electrical Engineers

7 of 15 at risk
86%Compile data and write reports regarding existing or potential electrical engineering studies or projects.
80%Perform detailed calculations to compute and establish manufacturing, construction, or installation standards or specifications.
74%Inspect completed installations and observe operations to ensure conformance to design and equipment specifications and compliance with operational, safety, or environmental standards.
71%Prepare technical drawings, specifications of electrical systems, or topographical maps to ensure that installation and operations conform to standards and customer requirements.
53%Plan layout of electric power generating plants or distribution lines or stations.

Wage Comparison

Electrical Engineers earns +$31,030(+38%) vs Logistics Engineers
Logistics EngineersElectrical Engineers
10th
$49,260$74,670
25th
$62,920$87,590
Median
$80,880$111,910
75th
$104,330$141,630
90th
$132,110$175,460

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Logistics Engineers2028–2035
Electrical Engineers2028–2035
20242030203520402045

Logistics Engineers has a longer runway before significant displacement, projected 0 years later than Electrical Engineers.

Risk-Adjusted Salary

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

Logistics Engineers

$55,540

from $80,880

Electrical Engineers

$73,581

from $111,910

After adjusting for AI risk, Electrical Engineers offers $18,041 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Logistics

0

Unique to Electrical

Combined Protection Strategy

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

Regulatory Barriers
Decision Complexity
Fine Manipulation
Creativity
Logistics EngineersElectrical Engineers
Find transitions from Logistics EngineersFind transitions from Electrical Engineers