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claude-skills-reference/engineering/interview-system-designer/references/interview-frameworks.md

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# Interview Frameworks
## Loop Design by Level
### Junior/Mid
- Emphasize fundamentals, debugging, and growth potential.
- Keep loops concise with coding + behavioral validation.
### Senior
- Add system design and leadership rounds.
- Evaluate tradeoff quality, mentoring, and cross-team collaboration.
### Staff+
- Focus on architecture direction and organizational impact.
- Assess strategy, influence, and long-term technical judgment.
## Competency Areas
- Technical depth (implementation, design, quality)
- Problem solving (ambiguity handling, prioritization)
- Collaboration (communication, stakeholder alignment)
- Leadership (ownership, mentoring, influence)
## Scoring Rubric Baseline
- `4`: exceeds level expectations with strong evidence
- `3`: meets expectations consistently
- `2`: partial signal with notable gaps
- `1`: does not meet baseline requirements
## Calibration Guidelines
- Run recurring interviewer calibration sessions.
- Compare interviewer scoring variance across rounds.
- Track interview signal against new-hire outcomes.
- Use structured debriefs with independent scoring before discussion.
## Bias-Reduction Baseline
- Standardize question banks per competency area.
- Keep scorecards evidence-based and behavior-specific.
- Use diverse interviewer panels where possible.
- Require written rationale for strong yes/no recommendations.