Takeover Tracker
32%medium risk
Materials Engineers
vs

76 shared · 8 different

core competencies

29%medium risk
Nanosystems Engineers

Side-by-Side Comparison

MetricMaterials EngineersNanosystems Engineers
Risk Score31.7%29.3%
Risk TierMedium RiskMedium Risk
Risk Percentile49th34th
Tasks at Risk (>50%)6 / 154 / 15
Median Salary$108,310$117,750
Employment23K151K

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

Materials Engineers

31%

total discount

Nanosystems Engineers

33%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Materials Engineers2028–2035
Nanosystems Engineers2028–2035
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%)

Materials Engineers

$73,987

from $108,310

Nanosystems Engineers

$83,261

from $117,750

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 Materials

0

Unique to Nanosystems

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Creativity
Decision Complexity
Materials EngineersNanosystems Engineers
Find transitions from Materials EngineersFind transitions from Nanosystems Engineers