Takeover Tracker

34%medium risk
Materials Scientists
vs

68 shared · 12 different

core competencies

32%medium risk
Hydrologists

Side-by-Side Comparison

MetricMaterials ScientistsHydrologists
Risk Score34.3%31.9%
Risk TierMedium RiskMedium Risk
Risk Percentile63th50th
Tasks at Risk (>50%)8 / 157 / 15
Median Salary$104,160$92,060
Employment8K6K

Skill Comparison

|

Sorted by largest difference

Chemistry
Inspecting Equipment, Structures, or Material
Controlling Machines and Processes
Design
Engineering and Technology
Mechanical
Biology
Operations Analysis
Physics
Thinking Creatively
MathematicsAI-Vulnerable
Monitor Processes, Materials, or Surroundings

Protective Factors

Higher values indicate stronger protection against AI displacement

Materials Scientists

31%

total discount

Hydrologists

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.

Hydrologists

7 of 15 at risk
86%Measure and graph phenomena such as lake levels, stream flows, and changes in water volumes.
59%Prepare reports or presentations describing research results, using illustrations, maps, appendices, and other information.
55%Develop computer models for hydrologic predictions.
51%Conduct research and communicate information to promote the conservation and preservation of water resources.
51%Study public water supply issues, including flood and drought risks, water quality, wastewater, and impacts on wetland habitats.

Wage Comparison

Hydrologists earns -$12,100(-12%) vs Materials Scientists
Materials ScientistsHydrologists
10th
$61,460$60,010
25th
$79,980$73,330
Median
$104,160$92,060
75th
$134,140$114,940
90th
$168,500$139,420

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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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