Takeover Tracker
30%medium risk
Automotive Engineering Technicians
vs

72 shared · 13 different

core competencies

40%medium risk
Manufacturing Production Technicians

Side-by-Side Comparison

MetricAutomotive Engineering TechniciansManufacturing Production Technicians
Risk Score29.7%40.5%
Risk TierMedium RiskMedium Risk
Risk Percentile37th82th
Tasks at Risk (>50%)6 / 1510 / 15
Median Salary$68,730$77,390
Employment37K64K

Skill Comparison

|

Sorted by largest difference

Production and Processing
Repairing and Maintaining Electronic Equipment
Operating Vehicles, Mechanized Devices, or Equipment
Physics
Operation Monitoring
Computers and Electronics
Controlling Machines and Processes
Design
Written Comprehension
Provide Consultation and Advice to Others
Equipment MaintenanceAI-Resistant
English Language

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineering Technicians

30%

total discount

Manufacturing Production Technicians

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Automotive Engineering Technicians

6 of 15 at risk
86%Order new test equipment, supplies, or replacement parts.
85%Monitor computer-controlled test equipment, according to written or verbal instructions.
69%Read and interpret blueprints, schematics, work specifications, drawings, or charts.
63%Document test results, using cameras, spreadsheets, documents, or other tools.
53%Perform or execute manual or automated tests of automotive system or component performance, efficiency, or durability.

Manufacturing Production Technicians

10 of 15 at risk
86%Plan and lay out work to meet production and schedule requirements.
82%Select cleaning materials, tools, or equipment.
78%Adhere to all applicable regulations, policies, and procedures for health, safety, and environmental compliance.
65%Inspect finished products for quality and adherence to customer specifications.
61%Test products or subassemblies for functionality or quality.

Wage Comparison

Manufacturing Production Technicians earns +$8,660(+13%) vs Automotive Engineering Technicians
Automotive Engineering TechniciansManufacturing Production Technicians
10th
$46,940$47,010
25th
$57,330$59,700
Median
$68,730$77,390
75th
$82,980$97,760
90th
$100,890$114,630

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Engineering Technicians2028–2035
Manufacturing Production Technicians2028–2035
20242030203520402045

Automotive Engineering Technicians has a longer runway before significant displacement, projected 0 years later than Manufacturing Production Technicians.

Risk-Adjusted Salary

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

Automotive Engineering Technicians

$48,324

from $68,730

Manufacturing Production Technicians

$46,063

from $77,390

After adjusting for AI risk, Automotive Engineering Technicians offers $2,262 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Manufacturing

Combined Protection Strategy

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

Fine Manipulation
Creativity
Regulatory Barriers
Social Intelligence
Automotive Engineering TechniciansManufacturing Production Technicians
Find transitions from Automotive Engineering TechniciansFind transitions from Manufacturing Production Technicians