Takeover Tracker
37%medium risk
Cost Estimators
vs

66 shared · 11 different

core competencies

40%medium risk
Logistics Analysts

Side-by-Side Comparison

MetricCost EstimatorsLogistics Analysts
Risk Score37.0%40.5%
Risk TierMedium RiskMedium Risk
Risk Percentile72th82th
Tasks at Risk (>50%)8 / 1411 / 15
Median Salary$77,070$80,880
Employment220K236K

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

Cost Estimators

29%

total discount

Logistics Analysts

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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.

Wage Comparison

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cost Estimators20282035
Logistics Analysts20282035
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%)

Cost Estimators

$48,593

from $77,070

Logistics Analysts

$48,148

from $80,880

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 Cost

0

Unique to Logistics

Combined Protection Strategy

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

Creativity
Fine Manipulation
Social Intelligence
Decision Complexity
Cost EstimatorsLogistics Analysts