Takeover Tracker
35%medium risk
Manufacturing Engineering Technologists
vs

68 shared · 20 different

core competencies

32%medium risk
Materials Engineers

Side-by-Side Comparison

MetricManufacturing Engineering TechnologistsMaterials Engineers
Risk Score34.7%31.7%
Risk TierMedium RiskMedium Risk
Risk Percentile65th49th
Tasks at Risk (>50%)7 / 156 / 15
Median Salary$77,390$108,310
Employment64K23K

Skill Comparison

|

Sorted by largest difference

Chemistry
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Mechanical
Science
Physics
Analyzing Data or Information
Interpreting the Meaning of Information for Others
Getting Information
Operation and Control
Operation Monitoring
Education and Training
Repairing and Maintaining Electronic Equipment

Protective Factors

Higher values indicate stronger protection against AI displacement

Manufacturing Engineering Technologists

33%

total discount

Materials Engineers

31%

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.

Materials Engineers

6 of 15 at risk
86%Perform managerial functions, such as preparing proposals and budgets, analyzing labor costs, and writing reports.
84%Monitor material performance and evaluate material deterioration.
76%Conduct or supervise tests on raw materials or finished products to ensure their quality.
53%Review new product plans and make recommendations for material selection, based on design objectives such as strength, weight, heat resistance, electrical conductivity, and cost.
51%Evaluate technical specifications and economic factors relating to process or product design objectives.

Wage Comparison

Materials Engineers earns +$30,920(+40%) vs Manufacturing Engineering Technologists
Manufacturing Engineering TechnologistsMaterials Engineers
10th
$47,010$68,040
25th
$59,700$85,820
Median
$77,390$108,310
75th
$97,760$138,370
90th
$114,630$172,000

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Manufacturing Engineering Technologists2028–2035
Materials Engineers2028–2035
20242030203520402045

Materials Engineers has a longer runway before significant displacement, projected 0 years later than Manufacturing Engineering Technologists.

Risk-Adjusted Salary

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

Manufacturing Engineering Technologists

$50,512

from $77,390

Materials Engineers

$73,987

from $108,310

After adjusting for AI risk, Materials Engineers offers $23,474 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Manufacturing

0

Unique to Materials

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Regulatory Barriers
Creativity
Manufacturing Engineering TechnologistsMaterials Engineers
Find transitions from Manufacturing Engineering TechnologistsFind transitions from Materials Engineers