Takeover Tracker

31%medium risk
Logistics Engineers
vs

67 shared · 21 different

core competencies

37%medium risk
Cost Estimators

Side-by-Side Comparison

MetricLogistics EngineersCost Estimators
Risk Score31.3%37.0%
Risk TierMedium RiskMedium Risk
Risk Percentile47th72th
Tasks at Risk (>50%)7 / 158 / 14
Median Salary$80,880$77,070
Employment236K220K

Skill Comparison

|

Sorted by largest difference

Building and Construction
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Transportation
Economics and Accounting
Telecommunications
Public Safety and Security
Education and Training
Monitor Processes, Materials, or Surroundings
Systems Evaluation
Inspecting Equipment, Structures, or Material
Operations Analysis
Problem Sensitivity

Protective Factors

Higher values indicate stronger protection against AI displacement

Logistics Engineers

32%

total discount

Cost Estimators

29%

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.

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 Engineers
Logistics EngineersCost 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

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Head-to-head task automation timeline
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