Takeover Tracker
33%medium risk
Farmworkers, Farm, Ranch, and Aquacultural Animals
vs

49 shared · 10 different

core competencies

40%medium risk
Helpers--Production Workers

Side-by-Side Comparison

MetricFarmworkers, Farm, Ranch, and Aquacultural AnimalsHelpers--Production Workers
Risk Score32.8%39.5%
Risk TierMedium RiskMedium Risk
Risk Percentile55th79th
Tasks at Risk (>50%)10 / 1511 / 15
Median Salary$36,150$38,220
Employment35K167K

Skill Comparison

|

Sorted by largest difference

Scheduling Work and Activities
Operating Vehicles, Mechanized Devices, or Equipment
Training and Teaching Others
Thinking Creatively
Guiding, Directing, and Motivating Subordinates
Monitor Processes, Materials, or Surroundings
Making Decisions and Solving Problems
Identifying Objects, Actions, and Events
Inspecting Equipment, Structures, or Material
Judgment and Decision MakingAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Farmworkers, Farm, Ranch, and Aquacultural Animals

28%

total discount

Helpers--Production Workers

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Helpers--Production Workers

11 of 15 at risk
86%Count finished products to determine if product orders are complete.
86%Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.
86%Mark or tag identification on parts.
86%Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.
67%Examine products to verify conformance to quality standards.

Wage Comparison

Helpers--Production Workers earns +$2,070(+6%) vs Farmworkers, Farm, Ranch, and Aquacultural Animals
Farmworkers, Farm, Ranch, and Aquacultural AnimalsHelpers--Production Workers
10th
$27,110$30,060
25th
$31,220$34,390
Median
$36,150$38,220
75th
$44,280$44,980
90th
$51,840$52,120

Premium Head-to-Head Analysis

Displacement Timeline Comparison

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

Farmworkers, Farm, Ranch, and Aquacultural Animals has a longer runway before significant displacement, projected 0 years later than Helpers--Production Workers.

Risk-Adjusted Salary

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

Farmworkers, Farm, Ranch, and Aquacultural Animals

$24,286

from $36,150

Helpers--Production Workers

$23,119

from $38,220

After adjusting for AI risk, Farmworkers, Farm, Ranch, and Aquacultural Animals offers $1,166 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Farmworkers,

0

Unique to Helpers--Production

Combined Protection Strategy

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

Creativity
Decision Complexity
Social Intelligence
Regulatory Barriers
Farmworkers, Farm, Ranch, and Aquacultural AnimalsHelpers--Production Workers
Find transitions from Farmworkers, Farm, Ranch, and Aquacultural AnimalsFind transitions from Helpers--Production Workers