Takeover Tracker
29%medium risk
Nanosystems Engineers
vs

76 shared · 8 different

core competencies

32%medium risk
Materials Engineers

Side-by-Side Comparison

MetricNanosystems EngineersMaterials Engineers
Risk Score29.3%31.7%
Risk TierMedium RiskMedium Risk
Risk Percentile34th49th
Tasks at Risk (>50%)4 / 156 / 15
Median Salary$117,750$108,310
Employment151K23K

Skill Comparison

|

Sorted by largest difference

Repairing and Maintaining Electronic Equipment
Biology
Controlling Machines and Processes
Production and Processing
MathematicsAI-Vulnerable
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Active LearningAI-Augmented
Mechanical

Protective Factors

Higher values indicate stronger protection against AI displacement

Nanosystems Engineers

33%

total discount

Materials Engineers

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 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 -$9,440(-8%) vs Nanosystems Engineers
Nanosystems EngineersMaterials Engineers
10th
$62,840$68,040
25th
$85,750$85,820
Median
$117,750$108,310
75th
$152,670$138,370
90th
$183,510$172,000

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Nanosystems Engineers20282035
Materials Engineers20282035
20242030203520402045

Nanosystems Engineers has a longer runway before significant displacement, projected 0 years later than Materials Engineers.

Risk-Adjusted Salary

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

Nanosystems Engineers

$83,261

from $117,750

Materials Engineers

$73,987

from $108,310

After adjusting for AI risk, Nanosystems Engineers offers $9,274 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
Social Intelligence
Creativity
Decision Complexity
Nanosystems EngineersMaterials Engineers