Takeover Tracker
30%medium risk
Aerospace Engineers
vs

55 shared · 24 different

core competencies

35%medium risk
Computer Hardware Engineers

Side-by-Side Comparison

MetricAerospace EngineersComputer Hardware Engineers
Risk Score30.3%34.6%
Risk TierMedium RiskMedium Risk
Risk Percentile40th65th
Tasks at Risk (>50%)3 / 158 / 15
Median Salary$134,830$155,020
Employment68K76K

Skill Comparison

|

Sorted by largest difference

Computers and Electronics
Repairing and Maintaining Electronic Equipment
MathematicsAI-Vulnerable
Mathematical Reasoning
Science
Mechanical
Technology DesignAI-Augmented
Operations Analysis
Analyzing Data or Information
Design
Monitor Processes, Materials, or Surroundings
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment

Protective Factors

Higher values indicate stronger protection against AI displacement

Aerospace Engineers

31%

total discount

Computer Hardware Engineers

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Aerospace Engineers

3 of 15 at risk
86%Maintain records of performance reports for future reference.
71%Write technical reports or other documentation, such as handbooks or bulletins, for use by engineering staff, management, or customers.
51%Evaluate product data or design from inspections or reports for conformance to engineering principles, customer requirements, environmental regulations, or quality standards.
49%Develop software for aerospace systems.
49%Evaluate biofuel performance specifications to determine feasibility for aerospace applications.

Computer Hardware Engineers

8 of 15 at risk
73%Write detailed functional specifications that document the hardware development process and support hardware introduction.
66%Store, retrieve, and manipulate data for analysis of system capabilities and requirements.
53%Evaluate factors such as reporting formats required, cost constraints, and need for security restrictions to determine hardware configuration.
51%Design and develop computer hardware and support peripherals, including central processing units (CPUs), support logic, microprocessors, custom integrated circuits, and printers and disk drives.
51%Analyze information to determine, recommend, and plan layout, including type of computers and peripheral equipment modifications.

Wage Comparison

Computer Hardware Engineers earns +$20,190(+15%) vs Aerospace Engineers
Aerospace EngineersComputer Hardware Engineers
10th
$85,350$85,430
25th
$104,740$115,500
Median
$134,830$155,020
75th
$174,480$185,380
90th
$205,850$223,820

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Aerospace Engineers2028–2035
Computer Hardware Engineers2028–2035
20242030203520402045

Aerospace Engineers has a longer runway before significant displacement, projected 0 years later than Computer Hardware Engineers.

Risk-Adjusted Salary

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

Aerospace Engineers

$93,963

from $134,830

Computer Hardware Engineers

$101,368

from $155,020

After adjusting for AI risk, Computer Hardware Engineers offers $7,405 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Aerospace

0

Unique to Computer

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Creativity
Social Intelligence
Aerospace EngineersComputer Hardware Engineers
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