Takeover Tracker
29%medium risk
Nanosystems Engineers
vs

78 shared · 6 different

core competencies

34%medium risk
Materials Scientists

Side-by-Side Comparison

MetricNanosystems EngineersMaterials Scientists
Risk Score29.3%34.3%
Risk TierMedium RiskMedium Risk
Risk Percentile34th63th
Tasks at Risk (>50%)4 / 158 / 15
Median Salary$117,750$104,160
Employment151K8K

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

Nanosystems Engineers

33%

total discount

Materials Scientists

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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.

Wage Comparison

Materials Scientists earns -$13,590(-12%) vs Nanosystems Engineers
Nanosystems EngineersMaterials Scientists
10th
$62,840$61,460
25th
$85,750$79,980
Median
$117,750$104,160
75th
$152,670$134,140
90th
$183,510$168,500

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Nanosystems Engineers2028–2035
Materials Scientists2028–2035
20242030203520402045

Nanosystems Engineers 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%)

Nanosystems Engineers

$83,261

from $117,750

Materials Scientists

$68,464

from $104,160

After adjusting for AI risk, Nanosystems Engineers offers $14,797 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Nanosystems

0

Unique to Materials

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Social Intelligence
Creativity
Nanosystems EngineersMaterials Scientists
Find transitions from Nanosystems EngineersFind transitions from Materials Scientists