Takeover Tracker

Side-by-Side Comparison

MetricGeneral and Operations ManagersFirst-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators
Risk Score28.0%30.5%
Risk TierMedium RiskMedium Risk
Risk Percentile29th41th
Tasks at Risk (>50%)5 / 157 / 15
Median Salary$102,950N/A
Employment3.6MN/A

Skill Comparison

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Sorted by largest difference

Transportation
Economics and Accounting
Operating Vehicles, Mechanized Devices, or Equipment
Selling or Influencing Others
Sales and Marketing
Judging the Qualities of Things, Services, or People
Management of Financial Resources
Administration and Management
Performing for or Working Directly with the Public
Developing Objectives and Strategies

Protective Factors

Higher values indicate stronger protection against AI displacement

General and Operations Managers

33%

total discount

First-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators

34%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

General and Operations Managers

5 of 15 at risk
86%Manage the movement of goods into and out of production facilities to ensure efficiency, effectiveness, or sustainability of operations.
85%Prepare staff work schedules and assign specific duties.
71%Monitor suppliers to ensure that they efficiently and effectively provide needed goods or services within budgetary limits.
53%Develop or implement product-marketing strategies, including advertising campaigns or sales promotions.
51%Direct or coordinate financial or budget activities to fund operations, maximize investments, or increase efficiency.

First-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators

7 of 15 at risk
86%Review orders, production schedules, blueprints, or shipping or receiving notices to determine work sequences and material shipping dates, types, volumes, or destinations.
86%Maintain or verify records of time, materials, expenditures, or crew activities.
86%Prepare, compile, and submit reports on work activities, operations, production, or work-related accidents.
57%Examine, measure, or weigh cargo or materials to determine specific handling requirements.
53%Plan work assignments and equipment allocations to meet transportation, operations or production goals.

Wage Comparison

General and Operations ManagersFirst-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators
10th
$47,420N/A
25th
$67,160N/A
Median
$102,950N/A
75th
$164,130N/A
90th
$239,200N/A

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Head-to-head task automation timeline
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Risk-adjusted salary comparison
Combined protective factor strategy
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General and Operations Managers: Not yetFirst-Line Supervisors of Transportation and Material-Moving Machine and Vehicle Operators: Not yet