Takeover Tracker
vs

37 shared · 32 different

core competencies

Side-by-Side Comparison

MetricComputer and Information Research ScientistsSoftware Developers, Systems Software
Risk Score32.4%35.4%
Risk TierMedium RiskMedium Risk
Risk Percentile53th67th
Tasks at Risk (>50%)5 / 156 / 15
Median SalaryN/AN/A
EmploymentN/AN/A

Skill Comparison

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Sorted by largest difference

Interpreting the Meaning of Information for Others
Education and Training
Communicating with Persons Outside Organization
Systems Evaluation
Processing Information
ProgrammingAI-Vulnerable
Judging the Qualities of Things, Services, or People
Documenting/Recording Information
Establishing and Maintaining Interpersonal Relationships
Systems AnalysisAI-Augmented
Identifying Objects, Actions, and Events
English Language

Protective Factors

Higher values indicate stronger protection against AI displacement

Computer and Information Research Scientists

33%

total discount

Software Developers, Systems Software

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Computer and Information Research Scientists

5 of 15 at risk
80%Maintain network hardware and software, direct network security measures, and monitor networks to ensure availability to system users.
78%Approve, prepare, monitor, and adjust operational budgets.
65%Assign or schedule tasks to meet work priorities and goals.
56%Apply theoretical expertise and innovation to create or apply new technology, such as adapting principles for applying computers to new uses.
51%Analyze problems to develop solutions involving computer hardware and software.

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.

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Computer and Information Research Scientists20282035
Software Developers, Systems Software20282035
20242030203520402045

Computer and Information Research Scientists 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
Social Intelligence
Regulatory Barriers
Computer and Information Research ScientistsSoftware Developers, Systems Software