Takeover Tracker
34%medium risk
Materials Scientists
vs

56 shared · 28 different

core competencies

30%medium risk
Microsystems Engineers

Side-by-Side Comparison

MetricMaterials ScientistsMicrosystems Engineers
Risk Score34.3%30.5%
Risk TierMedium RiskMedium Risk
Risk Percentile63th41th
Tasks at Risk (>50%)8 / 158 / 15
Median Salary$104,160$117,750
Employment8K151K

Skill Comparison

|

Sorted by largest difference

Chemistry
Computers and Electronics
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Analyzing Data or Information
Monitor Processes, Materials, or Surroundings
Interpreting the Meaning of Information for Others
Coordinating the Work and Activities of Others
Identifying Objects, Actions, and Events
Science
Estimating the Quantifiable Characteristics of Products, Events, or Information
Training and Teaching Others
Guiding, Directing, and Motivating Subordinates

Protective Factors

Higher values indicate stronger protection against AI displacement

Materials Scientists

31%

total discount

Microsystems Engineers

32%

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.

Microsystems Engineers

8 of 15 at risk
85%Create or maintain formal engineering documents, such as schematics, bills of materials, components or materials specifications, or packaging requirements.
57%Develop or file intellectual property and patent disclosure or application documents related to microelectromechanical systems (MEMS) devices, products, or systems.
53%Refine final microelectromechanical systems (MEMS) design to optimize design for target dimensions, physical tolerances, or processing constraints.
53%Create schematics and physical layouts of integrated microelectromechanical systems (MEMS) components or packaged assemblies consistent with process, functional, or package constraints.
53%Investigate characteristics such as cost, performance, or process capability of potential microelectromechanical systems (MEMS) device designs, using simulation or modeling software.

Wage Comparison

Microsystems Engineers earns +$13,590(+13%) vs Materials Scientists
Materials ScientistsMicrosystems 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

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Materials Scientists2028–2035
Microsystems Engineers2028–2035
20242030203520402045

Microsystems 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%)

Materials Scientists

$68,464

from $104,160

Microsystems Engineers

$81,895

from $117,750

After adjusting for AI risk, Microsystems Engineers offers $13,431 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Materials

0

Unique to Microsystems

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Regulatory Barriers
Creativity
Materials ScientistsMicrosystems Engineers
Find transitions from Materials ScientistsFind transitions from Microsystems Engineers