Chemical Engineers vs Materials Scientists AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Chemical Engineers

64 shared · 23 different

core competencies

medium risk

Materials Scientists

Side-by-Side Comparison

Materials Scientists leads 3–1

Metric	Chemical Engineers	Materials Scientists
Risk Score	35.4%	34.3%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	67th	63th
Tasks at Risk (>50%)	8 / 14	8 / 15
Median Salary	$121,860	$104,160
Employment	20K	8K

Skill Comparison

Sorted by largest difference

Design

Production and Processing

Controlling Machines and Processes

Systems Evaluation

Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment

Public Safety and Security

Troubleshooting

Engineering and Technology

Processing Information

Evaluating Information to Determine Compliance with Standards

Number Facility

MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Chemical Engineers

32%

total discount

Materials Scientists

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Chemical Engineers

8 of 14 at risk

85%Prepare estimate of production costs and production progress reports for management.

83%Perform tests and monitor performance of processes throughout stages of production to determine degree of control over variables such as temperature, density, specific gravity, and pressure.

56%Design measurement and control systems for chemical plants based on data collected in laboratory experiments and in pilot plant operations.

55%Monitor and analyze data from processes and experiments.

55%Determine most effective arrangement of operations such as mixing, crushing, heat transfer, distillation, and drying.

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.

Wage Comparison

Materials Scientists earns -$17,700(-15%) vs Chemical Engineers

Chemical EngineersMaterials Scientists

10th

$78,520$61,460

25th

$96,040$79,980

Median

$121,860$104,160

75th

$152,290$134,140

90th

$182,150$168,500

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Chemical Engineers2028–2035

Materials Scientists2028–2035

20242030203520402045

Materials Scientists has a longer runway before significant displacement, projected 0 years later than Chemical Engineers.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Chemical Engineers

$78,673

from $121,860

Materials Scientists

$68,464

from $104,160

After adjusting for AI risk, Chemical Engineers offers $10,208 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Chemical

Unique to Materials

Combined Protection Strategy

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

Fine Manipulation

Creativity

Decision Complexity

Regulatory Barriers

Chemical EngineersMaterials Scientists

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