Takeover Tracker
30%medium risk
Coin, Vending, and Amusement Machine Servicers and Repairers
vs

48 shared · 5 different

core competencies

16%low risk
Automotive Body and Related Repairers

Side-by-Side Comparison

MetricCoin, Vending, and Amusement Machine Servicers and RepairersAutomotive Body and Related Repairers
Risk Score30.1%15.8%
Risk TierMedium RiskLow Risk
Risk Percentile39th2th
Tasks at Risk (>50%)7 / 152 / 15
Median Salary$47,350$51,680
Employment28K155K

Skill Comparison

|

Sorted by largest difference

Computers and Electronics
Repairing and Maintaining Mechanical Equipment
Trunk Strength
Documenting/Recording Information
Equipment MaintenanceAI-Resistant

Protective Factors

Higher values indicate stronger protection against AI displacement

Coin, Vending, and Amusement Machine Servicers and Repairers

25%

total discount

Automotive Body and Related Repairers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Coin, Vending, and Amusement Machine Servicers and Repairers

7 of 15 at risk
87%Record transaction information on forms or logs, and notify designated personnel of discrepancies.
86%Keep records of merchandise distributed and money collected.
86%Maintain records of machine maintenance and repair.
86%Order parts needed for machine repairs.
85%Prepare repair cost estimates.

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 +$4,330(+9%) vs Coin, Vending, and Amusement Machine Servicers and Repairers
Coin, Vending, and Amusement Machine Servicers and RepairersAutomotive Body and Related Repairers
10th
$31,420$36,390
25th
$38,580$45,000
Median
$47,350$51,680
75th
$56,290$64,780
90th
$64,720$87,040

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Coin, Vending, and Amusement Machine Servicers and Repairers2028–2035
Automotive Body and Related Repairers2028–2035
20242030203520402045

Automotive Body and Related Repairers has a longer runway before significant displacement, projected 0 years later than Coin, Vending, and Amusement Machine Servicers and Repairers.

Risk-Adjusted Salary

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

Coin, Vending, and Amusement Machine Servicers and Repairers

$33,107

from $47,350

Automotive Body and Related Repairers

$43,520

from $51,680

After adjusting for AI risk, Automotive Body and Related Repairers offers $10,413 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Coin,

0

Unique to Automotive

Combined Protection Strategy

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

Creativity
Social Intelligence
Fine Manipulation
Regulatory Barriers
Coin, Vending, and Amusement Machine Servicers and RepairersAutomotive Body and Related Repairers
Find transitions from Coin, Vending, and Amusement Machine Servicers and RepairersFind transitions from Automotive Body and Related Repairers