Takeover Tracker
28%medium risk
Helpers--Extraction Workers
vs

56 shared · 34 different

core competencies

33%medium risk
Farmworkers, Farm, Ranch, and Aquacultural Animals

Side-by-Side Comparison

MetricHelpers--Extraction WorkersFarmworkers, Farm, Ranch, and Aquacultural Animals
Risk Score27.9%32.8%
Risk TierMedium RiskMedium Risk
Risk Percentile29th55th
Tasks at Risk (>50%)3 / 1410 / 15
Median Salary$48,400$36,150
Employment7K35K

Skill Comparison

|

Sorted by largest difference

Monitoring and Controlling Resources
Controlling Machines and Processes
Operating Vehicles, Mechanized Devices, or Equipment
Evaluating Information to Determine Compliance with Standards
Repairing and Maintaining Mechanical Equipment
Estimating the Quantifiable Characteristics of Products, Events, or Information
Mechanical
Repairing and Maintaining Electronic Equipment
Developing Objectives and Strategies
Interpreting the Meaning of Information for Others
Analyzing Data or Information
Documenting/Recording Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Helpers--Extraction Workers

30%

total discount

Farmworkers, Farm, Ranch, and Aquacultural Animals

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Helpers--Extraction Workers

3 of 14 at risk
77%Observe and monitor equipment operation during the extraction process to detect any problems.
69%Collect and examine geological matter, using hand tools and testing devices.
53%Drive moving equipment to transport materials and parts to excavation sites.
49%Dig trenches.
45%Signal workers to start geological material extraction or boring.

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 -$12,250(-25%) vs Helpers--Extraction Workers
Helpers--Extraction WorkersFarmworkers, Farm, Ranch, and Aquacultural Animals
10th
$35,770$27,110
25th
$39,980$31,220
Median
$48,400$36,150
75th
$57,560$44,280
90th
$68,240$51,840

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Extraction Workers2028–2035
Farmworkers, Farm, Ranch, and Aquacultural Animals2028–2035
20242030203520402045

Helpers--Extraction Workers 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%)

Helpers--Extraction Workers

$34,872

from $48,400

Farmworkers, Farm, Ranch, and Aquacultural Animals

$24,286

from $36,150

After adjusting for AI risk, Helpers--Extraction Workers offers $10,587 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Helpers--Extraction

0

Unique to Farmworkers,

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Creativity
Regulatory Barriers
Helpers--Extraction WorkersFarmworkers, Farm, Ranch, and Aquacultural Animals
Find transitions from Helpers--Extraction WorkersFind transitions from Farmworkers, Farm, Ranch, and Aquacultural Animals