Takeover Tracker
32%medium risk
Materials Engineers
vs

78 shared · 8 different

core competencies

31%medium risk
Biochemical Engineers

Side-by-Side Comparison

MetricMaterials EngineersBiochemical Engineers
Risk Score31.7%30.7%
Risk TierMedium RiskMedium Risk
Risk Percentile49th43th
Tasks at Risk (>50%)6 / 157 / 15
Median Salary$108,310$117,750
Employment23K151K

Skill Comparison

|

Sorted by largest difference

Biology
Establishing and Maintaining Interpersonal Relationships
Chemistry
Physics
Engineering and Technology
Inspecting Equipment, Structures, or Material
Scheduling Work and Activities
Developing Objectives and Strategies

Protective Factors

Higher values indicate stronger protection against AI displacement

Materials Engineers

31%

total discount

Biochemical Engineers

34%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Materials Engineers

6 of 15 at risk
86%Perform managerial functions, such as preparing proposals and budgets, analyzing labor costs, and writing reports.
84%Monitor material performance and evaluate material deterioration.
76%Conduct or supervise tests on raw materials or finished products to ensure their quality.
53%Review new product plans and make recommendations for material selection, based on design objectives such as strength, weight, heat resistance, electrical conductivity, and cost.
51%Evaluate technical specifications and economic factors relating to process or product design objectives.

Biochemical Engineers

7 of 15 at risk
84%Prepare project plans for biochemical equipment or facility improvements, including time lines, budgetary estimates, or capital spending requests.
70%Maintain databases of experiment characteristics or results.
53%Develop methodologies for transferring procedures or biological processes from laboratories to commercial-scale manufacturing production.
52%Design or conduct follow-up experimentation, based on generated data, to meet established process objectives.
51%Review existing manufacturing processes to identify opportunities for yield improvement or reduced process variation.

Wage Comparison

Biochemical Engineers earns +$9,440(+9%) vs Materials Engineers
Materials EngineersBiochemical Engineers
10th
$68,040$62,840
25th
$85,820$85,750
Median
$108,310$117,750
75th
$138,370$152,670
90th
$172,000$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Materials Engineers2028–2035
Biochemical Engineers2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Materials Engineers

$73,987

from $108,310

Biochemical Engineers

$81,613

from $117,750

After adjusting for AI risk, Biochemical Engineers offers $7,626 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Materials

0

Unique to Biochemical

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Decision Complexity
Creativity
Materials EngineersBiochemical Engineers
Find transitions from Materials EngineersFind transitions from Biochemical Engineers