General and Operations Managers vs Transportation Managers AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

General and Operations Managers

80 shared · 9 different

core competencies

medium risk

Transportation Managers

Side-by-Side Comparison

Metric	General and Operations Managers	Transportation Managers
Risk Score	28.0%	27.9%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	29th	29th
Tasks at Risk (>50%)	5 / 15	6 / 15
Median Salary	$102,950	$102,010
Employment	3.6M	213K

Skill Comparison

Sorted by largest difference

Transportation

Thinking Creatively

Public Safety and Security

Production and Processing

Communicating with Persons Outside Organization

Sales and Marketing

MathematicsAI-Vulnerable

Performing for or Working Directly with the Public

Inductive Reasoning

Protective Factors

Higher values indicate stronger protection against AI displacement

General and Operations Managers

33%

total discount

Transportation Managers

33%

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.

Transportation Managers

6 of 15 at risk

86%Monitor spending to ensure that expenses are consistent with approved budgets.

80%Implement schedule or policy changes for transportation services.

59%Monitor operations to ensure that staff members comply with administrative policies and procedures, safety rules, union contracts, environmental policies, or government regulations.

51%Direct activities related to dispatching, routing, or tracking transportation vehicles, such as aircraft or railroad cars.

51%Prepare management recommendations, such as proposed fee and tariff increases or schedule changes.

Wage Comparison

Transportation Managers earns -$940(-1%) vs General and Operations Managers

General and Operations ManagersTransportation Managers

10th

$47,420$61,200

25th

$67,160$78,360

Median

$102,950$102,010

75th

$164,130$136,050

90th

$239,200$180,590

Premium Head-to-Head Analysis

Displacement Timeline Comparison

General and Operations Managers2028–2035

Transportation Managers2028–2035

20242030203520402045

Transportation Managers has a longer runway before significant displacement, projected 0 years later than General and Operations Managers.

Risk-Adjusted Salary

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

General and Operations Managers

$74,155

from $102,950

Transportation Managers

$73,600

from $102,010

After adjusting for AI risk, General and Operations Managers offers $555 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to General

Unique to Transportation

Combined Protection Strategy

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

Creativity

Fine Manipulation

Social Intelligence

Decision Complexity

General and Operations ManagersTransportation Managers

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