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

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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

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Head-to-head task automation timeline
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Career transition paths from each job
Risk-adjusted salary comparison
Combined protective factor strategy
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