Takeover Tracker
34%medium risk
Materials Scientists
vs

72 shared · 9 different

core competencies

31%medium risk
Nanotechnology Engineering Technologists

Side-by-Side Comparison

MetricMaterials ScientistsNanotechnology Engineering Technologists
Risk Score34.3%31.2%
Risk TierMedium RiskMedium Risk
Risk Percentile63th46th
Tasks at Risk (>50%)8 / 154 / 15
Median Salary$104,160$77,390
Employment8K64K

Skill Comparison

|

Sorted by largest difference

Controlling Machines and Processes
Science
Control Precision
Education and Training
Written Expression
Physics
Getting Information
Complex Problem SolvingAI-Resistant
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Materials Scientists

31%

total discount

Nanotechnology Engineering Technologists

29%

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.

Nanotechnology Engineering Technologists

4 of 15 at risk
86%Prepare capability data, training materials, or other documentation for transfer of processes to production.
76%Monitor hazardous waste cleanup procedures to ensure proper application of nanocomposites or accomplishment of objectives.
71%Collect or compile nanotechnology research or engineering data.
51%Contribute written material or data for grant or patent applications.
49%Mix raw materials or catalysts to manufacture nanoparticles according to specifications, ensuring proper particle size, shape, or organization.

Wage Comparison

Nanotechnology Engineering Technologists earns -$26,770(-26%) vs Materials Scientists
Materials ScientistsNanotechnology Engineering Technologists
10th
$61,460$47,010
25th
$79,980$59,700
Median
$104,160$77,390
75th
$134,140$97,760
90th
$168,500$114,630

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Materials Scientists2028–2035
Nanotechnology Engineering Technologists2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Materials Scientists

$68,464

from $104,160

Nanotechnology Engineering Technologists

$53,229

from $77,390

After adjusting for AI risk, Materials Scientists offers $15,236 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Materials

0

Unique to Nanotechnology

Combined Protection Strategy

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

Social Intelligence
Fine Manipulation
Creativity
Decision Complexity
Materials ScientistsNanotechnology Engineering Technologists
Find transitions from Materials ScientistsFind transitions from Nanotechnology Engineering Technologists