medium risk
Materials Scientistsvs
65 shared · 17 different
core competencies
medium risk
Fuel Cell EngineersSide-by-Side Comparison
Fuel Cell Engineers leads 4–1| Metric | Materials Scientists | Fuel Cell Engineers |
|---|---|---|
| Risk Score | 34.3% | 30.5% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 63th | 42th |
| Tasks at Risk (>50%) | 8 / 15 | 6 / 15 |
| Median Salary | $104,160 | $102,320 |
| Employment | 8K | 287K |
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 risk77%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 risk86%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
Risk-adjusted salary comparison
Combined protective factor strategy
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