Takeover Tracker

34%medium risk
Materials Scientists
vs

69 shared · 11 different

core competencies

Side-by-Side Comparison

MetricMaterials ScientistsGeoscientists, Except Hydrologists and Geographers
Risk Score34.3%28.9%
Risk TierMedium RiskMedium Risk
Risk Percentile63th33th
Tasks at Risk (>50%)8 / 155 / 15
Median Salary$104,160$99,240
Employment8K23K

Skill Comparison

|

Sorted by largest difference

Inspecting Equipment, Structures, or Material
Engineering and Technology
Mechanical
Chemistry
Controlling Machines and Processes
Biology
Physics
Monitor Processes, Materials, or Surroundings
Operations Analysis
Provide Consultation and Advice to Others
Design

Protective Factors

Higher values indicate stronger protection against AI displacement

Materials Scientists

31%

total discount

Geoscientists, Except Hydrologists and Geographers

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.

Geoscientists, Except Hydrologists and Geographers

5 of 15 at risk
84%Review environmental, historical, or technical reports and publications for accuracy.
53%Analyze and interpret geological, geochemical, or geophysical information from sources such as survey data, well logs, bore holes, or aerial photos.
51%Study historical climate change indicators found in locations such as ice sheets or rock formations to develop climate change models.
51%Identify new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems.
51%Locate potential sources of geothermal energy.

Wage Comparison

Geoscientists, Except Hydrologists and Geographers earns -$4,920(-5%) vs Materials Scientists
Materials ScientistsGeoscientists, Except Hydrologists and Geographers
10th
$61,460$58,790
25th
$79,980$72,440
Median
$104,160$99,240
75th
$134,140$134,350
90th
$168,500$178,880

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Head-to-head task automation timeline
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Risk-adjusted salary comparison
Combined protective factor strategy
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