Takeover Tracker
vs

43 shared · 20 different

core competencies

Side-by-Side Comparison

MetricComputer Hardware EngineersSoftware Developers, Systems Software
Risk Score34.6%35.4%
Risk TierMedium RiskMedium Risk
Risk Percentile65th67th
Tasks at Risk (>50%)8 / 156 / 15
Median Salary$155,020N/A
Employment76KN/A

Skill Comparison

|

Sorted by largest difference

Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Design
Physics
Engineering and Technology
Interpreting the Meaning of Information for Others
Evaluating Information to Determine Compliance with Standards
Processing Information
Monitor Processes, Materials, or Surroundings
MathematicsAI-Vulnerable
Estimating the Quantifiable Characteristics of Products, Events, or Information
Judging the Qualities of Things, Services, or People
Systems Evaluation

Protective Factors

Higher values indicate stronger protection against AI displacement

Computer Hardware Engineers

29%

total discount

Software Developers, Systems Software

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Software Developers, Systems Software

6 of 15 at risk
86%Monitor functioning of equipment to ensure system operates in conformance with specifications.
85%Coordinate installation of software system.
69%Prepare reports or correspondence concerning project specifications, activities, or status.
66%Store, retrieve, and manipulate data for analysis of system capabilities and requirements.
55%Design or develop software systems, using scientific analysis and mathematical models to predict and measure outcome and consequences of design.

Wage Comparison

Computer Hardware EngineersSoftware Developers, Systems Software
10th
$85,430N/A
25th
$115,500N/A
Median
$155,020N/A
75th
$185,380N/A
90th
$223,820N/A

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Computer Hardware Engineers20282035
Software Developers, Systems Software20282035
20242030203520402045

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

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Computer

0

Unique to Software

Combined Protection Strategy

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

Fine Manipulation
Creativity
Decision Complexity
Social Intelligence
Computer Hardware EngineersSoftware Developers, Systems Software