Takeover Tracker
16%low risk
Automotive Body and Related Repairers
vs

52 shared · 12 different

core competencies

44%medium risk
Mixing and Blending Machine Setters, Operators, and Tenders

Side-by-Side Comparison

MetricAutomotive Body and Related RepairersMixing and Blending Machine Setters, Operators, and Tenders
Risk Score15.8%44.2%
Risk TierLow RiskMedium Risk
Risk Percentile2th90th
Tasks at Risk (>50%)2 / 1512 / 15
Median Salary$51,680$47,680
Employment155K101K

Skill Comparison

|

Sorted by largest difference

Updating and Using Relevant Knowledge
Controlling Machines and Processes
Production and Processing
Inspecting Equipment, Structures, or Material
Chemistry
Visualization
MathematicsAI-Vulnerable
Operation Monitoring
Rate Control
Communicating with Supervisors, Peers, or Subordinates
Handling and Moving Objects
Equipment MaintenanceAI-Resistant

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Body and Related Repairers

26%

total discount

Mixing and Blending Machine Setters, Operators, and Tenders

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Mixing and Blending Machine Setters, Operators, and Tenders

12 of 15 at risk
84%Observe production or monitor equipment to ensure safe and efficient operation.
78%Test samples of materials or products to ensure compliance with specifications, using test equipment.
65%Mix or blend ingredients by starting machines and mixing for specified times.
64%Read work orders to determine production specifications or information.
63%Weigh or measure materials, ingredients, or products to ensure conformance to requirements.

Wage Comparison

Mixing and Blending Machine Setters, Operators, and Tenders earns -$4,000(-8%) vs Automotive Body and Related Repairers
Automotive Body and Related RepairersMixing and Blending Machine Setters, Operators, and Tenders
10th
$36,390$35,000
25th
$45,000$39,800
Median
$51,680$47,680
75th
$64,780$57,940
90th
$87,040$67,570

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Body and Related Repairers2028–2035
Mixing and Blending Machine Setters, Operators, and Tenders2028–2035
20242030203520402045

Automotive Body and Related Repairers has a longer runway before significant displacement, projected 0 years later than Mixing and Blending Machine Setters, Operators, and Tenders.

Risk-Adjusted Salary

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

Automotive Body and Related Repairers

$43,520

from $51,680

Mixing and Blending Machine Setters, Operators, and Tenders

$26,601

from $47,680

After adjusting for AI risk, Automotive Body and Related Repairers offers $16,919 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Mixing

Combined Protection Strategy

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

Creativity
Regulatory Barriers
Fine Manipulation
Social Intelligence
Automotive Body and Related RepairersMixing and Blending Machine Setters, Operators, and Tenders
Find transitions from Automotive Body and Related RepairersFind transitions from Mixing and Blending Machine Setters, Operators, and Tenders