AI Agility Score Comparison
Software Engineer
Technology
Product Manager
Operations
Task Exposure
Which Tasks Will AI Take?
Software Engineer
- — Writing boilerplate code and standard functions
- — Basic unit test generation
- — Code documentation and commenting
- — Complex algorithm implementation with AI code suggestions
- — API integration with AI-generated templates
- — System architecture decisions and trade-off analysis
- — Requirements gathering and stakeholder communication
Product Manager
- — Generating basic performance dashboards and KPI reports
- — Conducting initial competitive analysis and market research
- — Creating standard user story templates and acceptance criteria
- — Analyzing customer feedback patterns and sentiment trends
- — Prioritizing feature backlogs using data-driven scoring models
- — Facilitating cross-functional team alignment and conflict resolution
- — Making strategic trade-off decisions under resource constraints
Skills Resilience
Software Engineer Skills
Product Manager Skills
Verdict
Software Engineer
Software Engineers are experiencing a significant transformation rather than replacement. While AI tools are automating routine coding tasks, they're creating new opportunities for engineers who can effectively leverage these tools and focus on higher-level problem-solving. The most successful engineers will be those who embrace AI as a powerful assistant while developing irreplaceable skills in system design, technical leadership, and complex problem-solving. The role is evolving toward being an AI-augmented architect and strategist rather than a traditional code writer.
Product Manager
Operations Product Managers occupy a relatively secure position in the AI transformation landscape. While AI will automate routine analytical tasks and documentation, the core value of this role lies in strategic thinking, stakeholder management, and complex decision-making under uncertainty. The key to thriving is embracing AI as a powerful augmentation tool while doubling down on uniquely human capabilities like empathy, negotiation, and creative problem-solving.
See where you personally stand
These scores are role averages. Your actual AI risk depends on your specific tasks, tools, and experience level.
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