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

45 shared · 16 different

core competencies

47%medium risk
Packaging and Filling Machine Operators and Tenders

Side-by-Side Comparison

MetricAutomotive Body and Related RepairersPackaging and Filling Machine Operators and Tenders
Risk Score15.8%47.5%
Risk TierLow RiskMedium Risk
Risk Percentile2th95th
Tasks at Risk (>50%)2 / 1513 / 15
Median Salary$51,680$40,900
Employment155K384K

Skill Comparison

|

Sorted by largest difference

Handling and Moving Objects
Identifying Objects, Actions, and Events
Judging the Qualities of Things, Services, or People
Education and Training
Production and Processing
Repairing
Inspecting Equipment, Structures, or Material
Communicating with Supervisors, Peers, or Subordinates
Controlling Machines and Processes
Rate Control
Visual Color Discrimination
Documenting/Recording Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Body and Related Repairers

26%

total discount

Packaging and Filling Machine 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.

Packaging and Filling Machine Operators and Tenders

13 of 15 at risk
87%Regulate machine flow, speed, or temperature.
86%Observe machine operations to ensure quality and conformity of filled or packaged products to standards.
84%Monitor the production line, watching for problems such as pile-ups, jams, or glue that isn't sticking properly.
69%Package the product in the form in which it will be sent out, for example, filling bags with flour from a chute or spout.
67%Sort, grade, weigh, and inspect products, verifying and adjusting product weight or measurement to meet specifications.

Wage Comparison

Packaging and Filling Machine Operators and Tenders earns -$10,780(-21%) vs Automotive Body and Related Repairers
Automotive Body and Related RepairersPackaging and Filling Machine Operators and Tenders
10th
$36,390$31,890
25th
$45,000$36,250
Median
$51,680$40,900
75th
$64,780$48,440
90th
$87,040$58,910

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Body and Related Repairers2028–2035
Packaging and Filling Machine Operators and Tenders2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Automotive Body and Related Repairers

$43,520

from $51,680

Packaging and Filling Machine Operators and Tenders

$21,489

from $40,900

After adjusting for AI risk, Automotive Body and Related Repairers offers $22,031 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Packaging

Combined Protection Strategy

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

Fine Manipulation
Creativity
Regulatory Barriers
Social Intelligence
Automotive Body and Related RepairersPackaging and Filling Machine Operators and Tenders
Find transitions from Automotive Body and Related RepairersFind transitions from Packaging and Filling Machine Operators and Tenders