Takeover Tracker

34%medium risk
Materials Scientists
vs

65 shared · 17 different

core competencies

31%medium risk
Fuel Cell Engineers

Side-by-Side Comparison

MetricMaterials ScientistsFuel Cell Engineers
Risk Score34.3%30.5%
Risk TierMedium RiskMedium Risk
Risk Percentile63th42th
Tasks at Risk (>50%)8 / 156 / 15
Median Salary$104,160$102,320
Employment8K287K

Skill Comparison

|

Sorted by largest difference

Getting Information
Estimating the Quantifiable Characteristics of Products, Events, or Information
Controlling Machines and Processes
Monitor Processes, Materials, or Surroundings
Science
Design
English Language
Communicating with Persons Outside Organization
Interpreting the Meaning of Information for Others
Operation Monitoring
Identifying Objects, Actions, and Events
Processing Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Materials Scientists

31%

total discount

Fuel Cell Engineers

30%

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.

Fuel Cell Engineers

6 of 15 at risk
86%Calculate the efficiency or power output of a fuel cell system or process.
76%Authorize release of fuel cell parts, components, or subsystems for production.
55%Simulate or model fuel cell, motor, or other system information, using simulation software programs.
52%Write technical reports or proposals related to engineering projects.
51%Define specifications for fuel cell materials.

Wage Comparison

Fuel Cell Engineers earns -$1,840(-2%) vs Materials Scientists
Materials ScientistsFuel Cell Engineers
10th
$61,460$68,740
25th
$79,980$81,800
Median
$104,160$102,320
75th
$134,140$130,290
90th
$168,500$161,240

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Head-to-head task automation timeline
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Career transition paths from each job
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