Takeover Tracker
vs

89 shared · 5 different

core competencies

Side-by-Side Comparison

MetricManufacturing Engineering TechnologistsManufacturing Engineers
Risk Score34.7%32.5%
Risk TierMedium RiskMedium Risk
Risk Percentile65th53th
Tasks at Risk (>50%)7 / 157 / 15
Median Salary$77,390$117,750
Employment64K151K

Skill Comparison

|

Sorted by largest difference

Updating and Using Relevant Knowledge
Computers and Electronics
Customer and Personal Service
Establishing and Maintaining Interpersonal Relationships
WritingAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Manufacturing Engineering Technologists

33%

total discount

Manufacturing Engineers

33%

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 Engineers

7 of 15 at risk
86%Prepare documentation for new manufacturing processes or engineering procedures.
86%Evaluate manufactured products according to specifications and quality standards.
73%Prepare reports summarizing information or trends related to manufacturing performance.
51%Investigate or resolve operational problems, such as material use variances or bottlenecks.
51%Review product designs for manufacturability or completeness.

Wage Comparison

Manufacturing Engineers earns +$40,360(+52%) vs Manufacturing Engineering Technologists
Manufacturing Engineering TechnologistsManufacturing Engineers
10th
$47,010$62,840
25th
$59,700$85,750
Median
$77,390$117,750
75th
$97,760$152,670
90th
$114,630$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Manufacturing Engineering Technologists20282035
Manufacturing Engineers20282035
20242030203520402045

Manufacturing 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

Manufacturing Engineers

$79,458

from $117,750

After adjusting for AI risk, Manufacturing Engineers offers $28,945 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

Fine Manipulation
Creativity
Regulatory Barriers
Decision Complexity
Manufacturing Engineering TechnologistsManufacturing Engineers