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

49 shared · 35 different

core competencies

16%low risk
Automotive Body and Related Repairers

Side-by-Side Comparison

MetricFarm Equipment Mechanics and Service TechniciansAutomotive Body and Related Repairers
Risk Score16.3%15.8%
Risk TierLow RiskLow Risk
Risk Percentile2th2th
Tasks at Risk (>50%)3 / 142 / 15
Median Salary$52,080$51,680
Employment37K155K

Skill Comparison

|

Sorted by largest difference

Repairing and Maintaining Mechanical Equipment
Mechanical
Equipment MaintenanceAI-Resistant
Repairing and Maintaining Electronic Equipment
Operating Vehicles, Mechanized Devices, or Equipment
Controlling Machines and Processes
Making Decisions and Solving Problems
Communicating with Persons Outside Organization
Troubleshooting
Multilimb Coordination
Documenting/Recording Information
Handling and Moving Objects

Protective Factors

Higher values indicate stronger protection against AI displacement

Farm Equipment Mechanics and Service Technicians

29%

total discount

Automotive Body and Related Repairers

26%

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.

Automotive Body and Related Repairers

2 of 15 at risk
78%Follow supervisors' instructions as to which parts to restore or replace and how much time the job should take.
59%Review damage reports, prepare or review repair cost estimates, and plan work to be performed.
47%Mix polyester resins and hardeners to be used in restoring damaged areas.
35%Inspect repaired vehicles for proper functioning, completion of work, dimensional accuracy, and overall appearance of paint job, and test drive vehicles to ensure proper alignment and handling.
31%Read specifications or confer with customers to determine the desired custom modifications for altering the appearance of vehicles.

Wage Comparison

Automotive Body and Related Repairers earns -$400(-1%) vs Farm Equipment Mechanics and Service Technicians
Farm Equipment Mechanics and Service TechniciansAutomotive Body and Related Repairers
10th
$36,920$36,390
25th
$45,660$45,000
Median
$52,080$51,680
75th
$63,070$64,780
90th
$76,860$87,040

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Farm Equipment Mechanics and Service Technicians2028–2035
Automotive Body and Related Repairers2028–2035
20242030203520402045

Automotive Body and Related Repairers has a longer runway before significant displacement, projected 0 years later than Farm Equipment Mechanics and Service Technicians.

Risk-Adjusted Salary

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

Farm Equipment Mechanics and Service Technicians

$43,570

from $52,080

Automotive Body and Related Repairers

$43,520

from $51,680

After adjusting for AI risk, Farm Equipment Mechanics and Service Technicians offers $50 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Farm

0

Unique to Automotive

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Regulatory Barriers
Social Intelligence
Farm Equipment Mechanics and Service TechniciansAutomotive Body and Related Repairers
Find transitions from Farm Equipment Mechanics and Service TechniciansFind transitions from Automotive Body and Related Repairers