Claude-skill-registry interview-scorecard-builder
Эксперт по interview scorecards. Используй для структурированных интервью и оценки кандидатов.
install
source · Clone the upstream repo
git clone https://github.com/majiayu000/claude-skill-registry
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/majiayu000/claude-skill-registry "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/data/interview-scorecard-builder" ~/.claude/skills/majiayu000-claude-skill-registry-interview-scorecard-builder && rm -rf "$T"
manifest:
skills/data/interview-scorecard-builder/SKILL.mdtags
source content
Interview Scorecard Builder
Expert in creating structured interview scorecards for consistent, fair candidate evaluation.
Core Design Principles
Competency-Based Structure
- Define 4-6 core competencies aligned with role requirements
- Include both technical and behavioral competencies
- Map competencies to specific job responsibilities
- Weight competencies based on role criticality
STAR Method Integration
- Structure questions to elicit Situation, Task, Action, Result responses
- Provide behavioral indicators for each competency level
- Include follow-up probes to gather complete examples
Scoring Consistency
- Use 1-5 point scales with clear descriptors
- Define specific observable behaviors for each score level
- Include "not assessed" options for untested areas
- Provide overall rating calculation methodology
Scorecard Template Structure
# Interview Scorecard: [Role Title] **Candidate:** ________________ **Date:** ________________ **Interviewer:** ________________ **Interview Type:** [Phone Screen / Technical / Behavioral / Final] --- ## Competency 1: [Competency Name] (Weight: X%) **Definition:** [Clear, concise description of what this competency means] ### Interview Questions: **Primary Question:** "Tell me about a time when [situation related to competency]..." **Follow-up Probes:** - "What was your specific role?" - "What was the outcome?" - "What would you do differently?" ### Scoring Rubric: | Score | Level | Behavioral Indicators | |-------|-------|----------------------| | 5 | Exceptional | Demonstrates mastery; leads others; innovates | | 4 | Strong | Consistently exceeds expectations; minimal guidance needed | | 3 | Competent | Meets expectations; occasionally needs guidance | | 2 | Developing | Below expectations; requires significant support | | 1 | Inadequate | Does not meet minimum requirements | **Score:** ___/5 **Evidence/Notes:** _____________________________________________ _____________________________________________ ---
Technical Competency Assessment
## Technical Competency: [Specific Technology/Skill] ### Assessment Method: - [ ] Live coding exercise - [ ] System design discussion - [ ] Technical Q&A - [ ] Portfolio/code review - [ ] Take-home assignment review ### Evaluation Criteria: | Criterion | Weight | Score (1-5) | Notes | |-----------|--------|-------------|-------| | Problem-solving approach | 25% | ___ | | | Code quality & best practices | 25% | ___ | | | Technical knowledge depth | 20% | ___ | | | Communication of technical concepts | 15% | ___ | | | Learning ability & curiosity | 15% | ___ | | ### Proficiency Levels: **5 - Expert:** - Can architect complex solutions independently - Mentors others effectively - Drives technical decisions at team/org level - Deep understanding of trade-offs **4 - Advanced:** - Strong independent contributor - Handles complex problems with minimal guidance - Understands system-level implications - Writes production-quality code **3 - Intermediate:** - Can work independently on routine tasks - Needs guidance for complex problems - Good foundational knowledge - Produces acceptable quality work **2 - Beginner:** - Basic understanding of concepts - Requires significant support - Learning trajectory matters - Some gaps in fundamentals **1 - None:** - No demonstrable knowledge - Cannot perform basic tasks - Significant training required **Technical Score:** ___/5 **Specific Strengths:** _____________________________________________ **Areas for Development:** _____________________________________________
Behavioral Competency Examples
Problem Solving
competency: Problem Solving weight: 20% definition: "Ability to analyze complex situations, identify root causes, and develop effective solutions" questions: primary: "Tell me about a complex problem you solved that others had struggled with. How did you approach it?" follow_ups: - "What data or information did you gather?" - "What alternatives did you consider?" - "What was the outcome? How did you measure success?" - "What would you do differently?" behavioral_indicators: exceptional_5: - "Systematically breaks down complex problems" - "Considers multiple perspectives and trade-offs" - "Proactively identifies potential issues" - "Solutions have lasting positive impact" strong_4: - "Logical, structured problem-solving approach" - "Considers consequences of solutions" - "Asks clarifying questions" - "Delivers effective solutions" competent_3: - "Can solve standard problems independently" - "May miss some edge cases" - "Adequate analytical skills" - "Needs some guidance for complex issues" developing_2: - "Struggles with ambiguous problems" - "Limited analytical framework" - "Often needs help identifying solutions" - "Solutions may be incomplete" inadequate_1: - "Cannot articulate problem-solving approach" - "Relies heavily on others" - "Poor judgment in solutions" - "No examples to share"
Leadership
competency: Leadership weight: 25% definition: "Ability to inspire, guide, and develop team members while driving results" questions: primary: "Describe a situation where you had to lead a team through a challenging project or change." follow_ups: - "How did you get buy-in from the team?" - "How did you handle resistance or conflict?" - "How did you develop team members along the way?" - "What was the outcome for the team and the project?" behavioral_indicators: exceptional_5: - "Inspires and motivates others consistently" - "Develops team members proactively" - "Navigates complex stakeholder dynamics" - "Builds high-performing teams" - "Leads through influence, not authority" strong_4: - "Clear vision and direction setting" - "Effective delegation and follow-through" - "Handles conflict constructively" - "Team members grow under their leadership" competent_3: - "Can lead small teams effectively" - "Basic delegation skills" - "Manages performance adequately" - "Some development of others" developing_2: - "Limited leadership experience" - "Struggles with delegation" - "Avoids difficult conversations" - "More individual contributor mindset" inadequate_1: - "No leadership examples" - "Cannot articulate leadership philosophy" - "Poor people skills" - "Not ready for leadership role"
Role-Specific Scorecards
Software Engineer
role: Software Engineer level: Senior competencies: technical_expertise: weight: 30% areas: - "Programming proficiency" - "System design" - "Code quality and testing" - "Technical decision-making" problem_solving: weight: 25% areas: - "Analytical thinking" - "Debugging skills" - "Performance optimization" - "Root cause analysis" collaboration: weight: 20% areas: - "Code review effectiveness" - "Cross-team communication" - "Knowledge sharing" - "Mentoring" ownership: weight: 15% areas: - "End-to-end delivery" - "Quality focus" - "Initiative" - "Accountability" learning_agility: weight: 10% areas: - "Adaptability" - "Technology curiosity" - "Feedback receptiveness" - "Continuous improvement" decision_thresholds: strong_hire: 4.0 hire: 3.5 borderline: 3.0 no_hire: 2.5
Product Manager
role: Product Manager level: Senior competencies: product_strategy: weight: 25% areas: - "Vision and roadmap development" - "Market and competitive analysis" - "Prioritization frameworks" - "Business case development" execution: weight: 25% areas: - "Cross-functional leadership" - "Agile/Scrum proficiency" - "Delivery track record" - "Risk management" customer_focus: weight: 20% areas: - "User research methods" - "Data-driven decisions" - "Customer empathy" - "Problem validation" stakeholder_management: weight: 15% areas: - "Executive communication" - "Influence without authority" - "Conflict resolution" - "Alignment building" technical_acumen: weight: 15% areas: - "Technical concept understanding" - "Engineering collaboration" - "Trade-off evaluation" - "Technical debt awareness"
Bias Mitigation Framework
structured_process: - "Use identical questions across all candidates" - "Score immediately after each competency discussion" - "Document specific examples and evidence" - "Separate note-taking from scoring" - "Complete individual scorecards before debriefs" inclusive_assessment: - "Focus only on job-relevant competencies" - "Avoid 'culture fit' as a criterion" - "Consider diverse backgrounds and communication styles" - "Evaluate potential, not just past opportunity" - "Use panel interviews when possible" avoiding_common_biases: halo_effect: description: "Letting one strong area influence all ratings" mitigation: "Score each competency independently" confirmation_bias: description: "Looking for evidence to support initial impression" mitigation: "Document both strengths and concerns" similarity_bias: description: "Favoring candidates similar to yourself" mitigation: "Focus on job-related evidence only" recency_bias: description: "Weighting recent information too heavily" mitigation: "Take notes throughout interview"
Scoring and Decision Framework
weighted_score_calculation: formula: "Overall Score = Σ(Competency Score × Weight)" example: technical_expertise: "4 × 0.30 = 1.20" problem_solving: "4 × 0.25 = 1.00" collaboration: "3 × 0.20 = 0.60" ownership: "4 × 0.15 = 0.60" learning_agility: "5 × 0.10 = 0.50" total: "3.90" decision_thresholds: strong_hire: score: "4.0+" criteria: "Exceptional across most competencies, no concerns" action: "Fast-track offer process" hire: score: "3.5-3.9" criteria: "Strong candidate, meets role requirements" action: "Proceed with offer" borderline: score: "3.0-3.4" criteria: "Mixed signals, additional evaluation needed" action: "Additional interview or references" no_hire: score: "2.5-2.9" criteria: "Does not meet requirements" action: "Decline, provide feedback" strong_no_hire: score: "<2.5" criteria: "Clear misalignment" action: "Decline"
Final Assessment Section
## Overall Assessment **Total Weighted Score:** ___/5.0 **Recommendation:** - [ ] Strong Hire (4.0+) - [ ] Hire (3.5-3.9) - [ ] Additional Interview Needed (3.0-3.4) - [ ] No Hire (2.5-2.9) - [ ] Strong No Hire (<2.5) **Top 3 Strengths:** 1. _______________________________________________ 2. _______________________________________________ 3. _______________________________________________ **Development Areas/Concerns:** 1. _______________________________________________ 2. _______________________________________________ **Additional Comments:** _______________________________________________ **Recommended Next Steps:** - [ ] Proceed to next interview round - [ ] Schedule follow-up interview for [area] - [ ] Check references with focus on [area] - [ ] Extend offer - [ ] Decline with feedback **Interviewer Signature:** ________________ **Date:** ________________
Лучшие практики
- Consistency — одинаковые вопросы для всех кандидатов
- Evidence-based — оценивайте по конкретным примерам
- Independent scoring — оценивайте до группового обсуждения
- Document everything — детальные заметки для каждой оценки
- Calibration — регулярная калибровка между интервьюерами
- Legal compliance — только job-related критерии