Takeover Tracker
40%medium risk
Logistics Analysts
vs

66 shared · 11 different

core competencies

37%medium risk
Cost Estimators

Side-by-Side Comparison

MetricLogistics AnalystsCost Estimators
Risk Score40.5%37.0%
Risk TierMedium RiskMedium Risk
Risk Percentile82th72th
Tasks at Risk (>50%)11 / 158 / 14
Median Salary$80,880$77,070
Employment236K220K

Skill Comparison

|

Sorted by largest difference

Transportation
Engineering and Technology
MathematicsAI-Vulnerable
Management of Financial Resources
Developing Objectives and Strategies
Economics and Accounting
Monitor Processes, Materials, or Surroundings
Problem Sensitivity
Number Facility
Documenting/Recording Information
Design

Protective Factors

Higher values indicate stronger protection against AI displacement

Logistics Analysts

30%

total discount

Cost Estimators

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Logistics Analysts

11 of 15 at risk
85%Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity.
74%Prepare reports on logistics performance measures.
71%Develop or maintain payment systems to ensure accuracy of vendor payments.
69%Maintain databases of logistics information.
69%Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.

Cost Estimators

8 of 14 at risk
87%Prepare cost and expenditure statements and other necessary documentation at regular intervals for the duration of the project.
86%Collect historical cost data to estimate costs for current or future products.
84%Prepare estimates for use in selecting vendors or subcontractors.
66%Prepare and maintain a directory of suppliers, contractors and subcontractors.
55%Analyze blueprints and other documentation to prepare time, cost, materials, and labor estimates.

Wage Comparison

Cost Estimators earns -$3,810(-5%) vs Logistics Analysts
Logistics AnalystsCost Estimators
10th
$49,260$46,330
25th
$62,920$59,830
Median
$80,880$77,070
75th
$104,330$99,630
90th
$132,110$128,640

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Logistics Analysts20282035
Cost Estimators20282035
20242030203520402045

Cost Estimators has a longer runway before significant displacement, projected 0 years later than Logistics Analysts.

Risk-Adjusted Salary

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

Logistics Analysts

$48,148

from $80,880

Cost Estimators

$48,593

from $77,070

After adjusting for AI risk, Cost Estimators offers $445 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Logistics

0

Unique to Cost

Combined Protection Strategy

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

Creativity
Fine Manipulation
Social Intelligence
Decision Complexity
Logistics AnalystsCost Estimators