Build Fair and Consistent Interview Scorecards

This skill designs comprehensive interview scorecards for consistent, fair, legally compliant candidate evaluation - competency frameworks, behavioral interviewing (STAR method), scoring methodologies, and bias mitigation. Design principles: define 4-6 core competencies mapped to actual job responsibilities and weighted by role criticality, covering both technical and behavioral dimensions; structure questions to elicit Situation-Task-Action-Result responses with follow-up probes; and score on a 1-5 scale with clear observable-behavior descriptors per level, including a "not assessed" option for untested areas.

Use it when hiring decisions need structured, comparable scores across interviewers and candidates rather than unstructured "gut feel" notes.

### Competency 1: [Name] (Weight: X%)
**5 - Exceptional:** Demonstrates advanced mastery, shows innovation and leadership
**4 - Strong:** Consistently meets expectations, minimal development needed
**3 - Adequate:** Meets basic requirements, some development opportunities
**2 - Developing:** Below expectations, requires significant development
**1 - Inadequate:** Does not meet minimum standards
**Score:** ___/5  **Weight:** ___  **Weighted Score:** ___

Technical roles get a separate assessment block naming the method (coding exercise, system design, technical Q&A, portfolio review) and a 5-point proficiency scale from Expert (architects solutions, mentors others) to None (no demonstrable knowledge). Sample weighted scorecards are given for a Software Engineer role (technical expertise 30%, problem solving 25%, collaboration 20%, learning agility 15%, ownership 10%) and a Manager role (leadership, people management, strategic thinking, communication, execution). The overall score is a weighted sum mapped to fixed decision thresholds - 4.0+ Strong Hire, 3.5-3.9 Hire, 3.0-3.4 Borderline/additional interview, 2.5-2.9 No Hire, under 2.5 Strong No Hire - feeding a final assessment section with strengths, concerns, and concrete next steps (next round, references, offer, regret letter).

Bias-mitigation guidance directs identical questions across all candidates, scoring immediately after each competency discussion (not at the end), separating notes from scoring decisions, focusing strictly on job-relevant competencies, and avoiding culture-fit criteria that can introduce bias.

Hiring managers and interview panels who need a weighted, competency-based scorecard with defined decision thresholds and bias-mitigation structure built in, rather than freeform interview notes compared informally after the fact. Implementation guidance covers the rollout, not just the template: train interviewers on scorecard usage and behavioral-interviewing technique, calibrate scoring across the interview team so a "4" means the same thing to every interviewer, and review legal-compliance requirements before use. Ongoing improvement tracks scorecard effectiveness over time, gathers feedback from hiring managers, analyzes the correlation between scorecard scores and actual on-the-job performance, and refines competencies as the role evolves - with legal compliance kept explicit throughout: every criterion must be job-related, decisions documented consistently, discriminatory questions avoided, and records kept per legal requirements.