Takeover Tracker

Side-by-Side Comparison

MetricOperating Engineers and Other Construction Equipment OperatorsFarmworkers, Farm, Ranch, and Aquacultural Animals
Risk Score23.0%32.8%
Risk TierLow RiskMedium Risk
Risk Percentile14th55th
Tasks at Risk (>50%)6 / 1510 / 15
Median Salary$58,710$36,150
Employment469K35K

Skill Comparison

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Sorted by largest difference

Building and Construction
Operating Vehicles, Mechanized Devices, or Equipment
Depth Perception
Identifying Objects, Actions, and Events
Mechanical
Trunk Strength
Updating and Using Relevant Knowledge
Coordinating the Work and Activities of Others
Performing General Physical Activities
Operation and Control
Static Strength
Control Precision

Protective Factors

Higher values indicate stronger protection against AI displacement

Operating Engineers and Other Construction Equipment Operators

25%

total discount

Farmworkers, Farm, Ranch, and Aquacultural Animals

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Operating Engineers and Other Construction Equipment Operators

6 of 15 at risk
87%Keep records of material or equipment usage or problems encountered.
86%Test atmosphere for adequate oxygen or explosive conditions when working in confined spaces.
85%Monitor operations to ensure that health and safety standards are met.
84%Learn and follow safety regulations.
84%Locate underground services, such as pipes or wires, prior to beginning work.

Farmworkers, Farm, Ranch, and Aquacultural Animals

10 of 15 at risk
86%Order food for animals, and arrange for its delivery.
86%Maintain growth, feeding, production, and cost records.
67%Milk animals such as cows and goats, by hand or using milking machines.
63%Segregate animals according to weight, age, color, and physical condition.
61%Feed and water livestock and monitor food and water supplies.

Wage Comparison

Farmworkers, Farm, Ranch, and Aquacultural Animals earns -$22,560(-38%) vs Operating Engineers and Other Construction Equipment Operators
Operating Engineers and Other Construction Equipment OperatorsFarmworkers, Farm, Ranch, and Aquacultural Animals
10th
$40,080$27,110
25th
$47,780$31,220
Median
$58,710$36,150
75th
$75,750$44,280
90th
$100,690$51,840

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Operating Engineers and Other Construction Equipment Operators20282035
Farmworkers, Farm, Ranch, and Aquacultural Animals20282035
20242030203520402045

Operating Engineers and Other Construction Equipment Operators has a longer runway before significant displacement, projected 0 years later than Farmworkers, Farm, Ranch, and Aquacultural Animals.

Risk-Adjusted Salary

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

Operating Engineers and Other Construction Equipment Operators

$45,195

from $58,710

Farmworkers, Farm, Ranch, and Aquacultural Animals

$24,286

from $36,150

After adjusting for AI risk, Operating Engineers and Other Construction Equipment Operators offers $20,909 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Operating

0

Unique to Farmworkers,

Combined Protection Strategy

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

Creativity
Social Intelligence
Fine Manipulation
Decision Complexity
Operating Engineers and Other Construction Equipment OperatorsFarmworkers, Farm, Ranch, and Aquacultural Animals