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hiring-rubrics-scorecards

Use when designing scorecards, rubrics, and debrief mechanics for structured hiring.

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ccashwell/agentic-hr
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2026年4月25日 23:49
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SKILL.md
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hiring-rubrics-scorecards
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Use when designing scorecards, rubrics, and debrief mechanics for structured hiring.
# Hiring Rubrics and Scorecards ## Purpose Scorecards capture independent judgments per interviewer before debrief. They turn intuition into evidence and prevent the loudest opinion from carrying the room. ## Scorecard Structure Each interviewer's scorecard: 1. **Competencies assigned** (1–2 per interviewer, max) 2. **Specific anchors per competency** (what 4/4 looks like, what 1/4 looks like) 3. **Evidence cited**: quotes, observed behaviors, output reviewed 4. **Rating per competency** (4-point scale recommended) 5. **Overall recommendation**: Strong Yes / Yes / No / Strong No 6. **Notes for debrief** ## 4-Point Scale (Recommended) - **4 — Strong Hire**: clear evidence of excellence at level; would make a noticeable positive impact - **3 — Hire**: solid evidence; meets bar for level; room to grow - **2 — No Hire**: gaps that would slow team or create coaching burden disproportionate to value - **1 — Strong No Hire**: significant concerns; pattern of weakness in core competency Avoid 5-point with neutral middle (everyone lands at 3, no information). Avoid 10-point (false precision). ## Behavioral Anchor Examples ### "Drives Outcomes" (Senior IC) - 4: Owned a meaningful outcome end-to-end with ambiguity; concrete examples of scope changes or roadblocks navigated; evidence of follow-through - 3: Owned outcomes with structure; clear examples of execution; some ambiguity navigated - 2: Executed assigned tasks; less clarity on independent ownership - 1: Difficulty articulating outcomes owned; deference patterns to others' direction ### "Collaborates Across Boundaries" - 4: Examples of building trust with skeptical partners; conflict navigated openly; outcomes that required the partner's help - 3: Worked productively with cross-functional partners; some examples of give-and-take - 2: Worked alongside partners but limited evidence of joint outcomes - 1: Patterns of friction; difficulty naming partners' perspectives ## Debrief Mechanics ### Before - All scorecards submitted (a hard constraint) - Hiring manager reviews scorecards - Decision criteria stated up-front ### During (45–60 min) 1. Hiring manager opens with the role and decision criteria 2. Each interviewer presents (5–7 min): rating per competency + specific evidence 3. Discussion of disagreements; ground in evidence, not impression 4. Hiring manager summarizes the picture 5. Decision ### Anti-Patterns - Decision before debrief (loudest voice wins) - Vague verdicts ("good vibes" / "no") - "Culture fit" as a tiebreaker without operationalization - Over-weighting one impressive moment vs. the body of evidence - Anchoring on the first opinion (rotate who speaks first) ## Verdict Language Guidance Strong: "I see clear evidence of [competency] at this level — specifically [example]. I have one concern about [thing], but it's manageable. Recommend hire." Weak: "Seemed fine. Smart. I think we should hire." The first is replicable, auditable, debate-able. The second is opaque. ## Rubric for Levels Each level (per `career-leveling`) gets a rubric for hiring purposes too. Hiring at L4 requires evidence of L4-level scope, ambiguity, and impact. Hiring at L5 requires evidence of L5-level scope. If the evidence supports L3 but the role is L4, the right call is "no hire" or "level the role to L3." ## Bias Patterns to Watch in Scoring - **Halo**: one strong trait → high ratings everywhere - **Recency**: last 5 minutes of a 60-min interview dominates - **Similarity-to-self**: candidates resembling the interviewer rated higher - **Confidence**: confident candidates rated higher than equally-skilled diffident ones - **Style over substance**: polish weighed too heavily - **Maternal wall**: parents rated lower for ambiguous reasons - **Stereotype activation**: gender/race expectations shaping interpretation Train interviewers on these. Calibration mitigates more than awareness alone. ## Calibration Sessions Every 6 months at scale: - Review scoring distributions by interviewer - Identify outliers (consistently harsher / softer) - Walk through anonymized scorecards together - Re-anchor on what each rating means - Update rubrics if drift evident ## Auditing Scorecards Quarterly: - Distribution of ratings by interviewer - Quality of evidence (lots of "good vibes"? coach for specificity) - Demographic patterns in scoring - Outcome correlation: do the people we hired with strong scorecards perform better at 90 days, 12 months? ## Pitfalls - "Strong yes" with one sentence of evidence - Same template across role families (each family has different competencies) - Rubrics that read like aspirational adjectives ("entrepreneurial," "passionate") without behavioral anchors - Rubric created once, never revisited - Scorecards filed and never analyzed ## Key References - Bock, L. (2015). *Work Rules!* - Smart, G., & Street, R. (2008). *Who: The A Method for Hiring*. - Bohnet, I. (2016). *What Works*.
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