Takeover Tracker

34%medium risk
Materials Scientists
vs

78 shared · 6 different

core competencies

29%medium risk
Nanosystems Engineers

Side-by-Side Comparison

MetricMaterials ScientistsNanosystems Engineers
Risk Score34.3%29.3%
Risk TierMedium RiskMedium Risk
Risk Percentile63th34th
Tasks at Risk (>50%)8 / 154 / 15
Median Salary$104,160$117,750
Employment8K151K

Skill Comparison

|

Sorted by largest difference

MathematicsAI-Vulnerable
Biology
Active LearningAI-Augmented
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Number Facility
Controlling Machines and Processes

Protective Factors

Higher values indicate stronger protection against AI displacement

Materials Scientists

31%

total discount

Nanosystems Engineers

33%

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.

Nanosystems Engineers

4 of 15 at risk
84%Generate high-resolution images or measure force-distance curves, using techniques such as atomic force microscopy.
53%Prepare nanotechnology-related invention disclosures or patent applications.
52%Write proposals to secure external funding or to partner with other companies.
51%Design nano-enabled products with reduced toxicity, increased durability, or improved energy efficiency.
49%Identify new applications for existing nanotechnologies.

Wage Comparison

Nanosystems Engineers earns +$13,590(+13%) vs Materials Scientists
Materials ScientistsNanosystems Engineers
10th
$61,460$62,840
25th
$79,980$85,750
Median
$104,160$117,750
75th
$134,140$152,670
90th
$168,500$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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