Takeover Tracker
16%low risk
Farm Equipment Mechanics and Service Technicians
vs

77 shared · 19 different

core competencies

30%medium risk
Rail-Track Laying and Maintenance Equipment Operators

Side-by-Side Comparison

MetricFarm Equipment Mechanics and Service TechniciansRail-Track Laying and Maintenance Equipment Operators
Risk Score16.3%29.8%
Risk TierLow RiskMedium Risk
Risk Percentile2th38th
Tasks at Risk (>50%)3 / 144 / 15
Median Salary$52,080$67,370
Employment37K16K

Skill Comparison

|

Sorted by largest difference

Mechanical
Coordinating the Work and Activities of Others
Computers and Electronics
Repairing and Maintaining Electronic Equipment
Building and Construction
Repairing
Finger Dexterity
Equipment MaintenanceAI-Resistant
Developing and Building Teams
Troubleshooting
Far Vision
Interacting With Computers

Protective Factors

Higher values indicate stronger protection against AI displacement

Farm Equipment Mechanics and Service Technicians

29%

total discount

Rail-Track Laying and Maintenance Equipment Operators

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Farm Equipment Mechanics and Service Technicians

3 of 14 at risk
86%Record details of repairs made and parts used.
67%Calculate bills according to record of repairs made, labor time, and parts used.
51%Examine and listen to equipment, read inspection reports, and confer with customers to locate and diagnose malfunctions.
47%Clean and lubricate parts.
17%Drive trucks to haul tools and equipment for on-site repair of large machinery.

Rail-Track Laying and Maintenance Equipment Operators

4 of 15 at risk
84%Observe leveling indicator arms to verify levelness and alignment of tracks.
57%Adjust controls of machines that spread, shape, raise, level, or align track, according to specifications.
55%Engage mechanisms that lay tracks or rails to specified gauges.
53%Clean, grade, or level ballast on railroad tracks.
49%Operate single- or multiple-head spike driving machines to drive spikes into ties and secure rails.

Wage Comparison

Rail-Track Laying and Maintenance Equipment Operators earns +$15,290(+29%) vs Farm Equipment Mechanics and Service Technicians
Farm Equipment Mechanics and Service TechniciansRail-Track Laying and Maintenance Equipment Operators
10th
$36,920$45,720
25th
$45,660$51,630
Median
$52,080$67,370
75th
$63,070$79,330
90th
$76,860$84,840

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Farm Equipment Mechanics and Service Technicians2028–2035
Rail-Track Laying and Maintenance Equipment Operators2028–2035
20242030203520402045

Farm Equipment Mechanics and Service Technicians has a longer runway before significant displacement, projected 0 years later than Rail-Track Laying and Maintenance Equipment Operators.

Risk-Adjusted Salary

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

Farm Equipment Mechanics and Service Technicians

$43,570

from $52,080

Rail-Track Laying and Maintenance Equipment Operators

$47,267

from $67,370

After adjusting for AI risk, Rail-Track Laying and Maintenance Equipment Operators offers $3,697 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Farm

0

Unique to Rail-Track

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Social Intelligence
Creativity
Farm Equipment Mechanics and Service TechniciansRail-Track Laying and Maintenance Equipment Operators
Find transitions from Farm Equipment Mechanics and Service TechniciansFind transitions from Rail-Track Laying and Maintenance Equipment Operators