Takeover Tracker

34%medium risk
Materials Scientists
vs

77 shared · 4 different

core competencies

32%medium risk
Materials Engineers

Side-by-Side Comparison

MetricMaterials ScientistsMaterials Engineers
Risk Score34.3%31.7%
Risk TierMedium RiskMedium Risk
Risk Percentile63th49th
Tasks at Risk (>50%)8 / 156 / 15
Median Salary$104,160$108,310
Employment8K23K

Skill Comparison

|

Sorted by largest difference

Production and Processing
Evaluating Information to Determine Compliance with Standards
Quality Control Analysis
Number Facility

Protective Factors

Higher values indicate stronger protection against AI displacement

Materials Scientists

31%

total discount

Materials Engineers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Materials Scientists

8 of 15 at risk
77%Test individual parts and products to ensure that manufacturer and governmental quality and safety standards are met.
70%Test metals to determine conformance to specifications of mechanical strength, strength-weight ratio, ductility, magnetic and electrical properties, and resistance to abrasion, corrosion, heat, and cold.
68%Prepare reports, manuscripts, proposals, and technical manuals for use by other scientists and requestors, such as sponsors and customers.
55%Recommend materials for reliable performance in various environments.
53%Write research papers for publication in scientific journals.

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 +$4,150(+4%) vs Materials Scientists
Materials ScientistsMaterials Engineers
10th
$61,460$68,040
25th
$79,980$85,820
Median
$104,160$108,310
75th
$134,140$138,370
90th
$168,500$172,000

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Head-to-head task automation timeline
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Risk-adjusted salary comparison
Combined protective factor strategy
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