Takeover Tracker
vs

51 shared · 46 different

core competencies

Side-by-Side Comparison

MetricManufacturing Engineering TechnologistsManufacturing Production Technicians
Risk Score34.7%40.5%
Risk TierMedium RiskMedium Risk
Risk Percentile65th82th
Tasks at Risk (>50%)7 / 1510 / 15
Median Salary$77,390$77,390
Employment64K64K

Skill Comparison

|

Sorted by largest difference

MathematicsAI-Vulnerable
Mathematical Reasoning
Category Flexibility
Written Comprehension
Deductive Reasoning
Number Facility
Identifying Objects, Actions, and Events
Fluency of Ideas
Physics
Controlling Machines and Processes
Judgment and Decision MakingAI-Augmented
Systems AnalysisAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Manufacturing Engineering Technologists

33%

total discount

Manufacturing Production Technicians

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Manufacturing Engineering Technologists

7 of 15 at risk
86%Verify weights, measurements, counts, or calculations and record results on batch records.
85%Estimate manufacturing costs.
84%Plan, estimate, or schedule production work.
75%Ensure adherence to safety rules and practices.
53%Develop or maintain programs associated with automated production equipment.

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 $0(0%) vs Manufacturing Engineering Technologists
Manufacturing Engineering TechnologistsManufacturing Production Technicians
10th
$47,010$47,010
25th
$59,700$59,700
Median
$77,390$77,390
75th
$97,760$97,760
90th
$114,630$114,630

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Manufacturing Engineering Technologists20282035
Manufacturing Production Technicians20282035
20242030203520402045

Manufacturing Engineering Technologists 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%)

Manufacturing Engineering Technologists

$50,512

from $77,390

Manufacturing Production Technicians

$46,063

from $77,390

After adjusting for AI risk, Manufacturing Engineering Technologists offers $4,450 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Manufacturing

0

Unique to Manufacturing

Combined Protection Strategy

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

Creativity
Fine Manipulation
Decision Complexity
Social Intelligence
Manufacturing Engineering TechnologistsManufacturing Production Technicians