When to use
Reach for this when preparing an interview loop, standardizing questions across panelists, or designing a scorecard so decisions are evidence-based and comparable across candidates.
Not for: tracking candidates through stages (use hr-recruiting-pipeline), writing the offer (use hr-draft-offer), or after-hire ramp planning (use hr-onboarding).
Method
- Derive competencies from the job — pick 4-6 must-haves (technical + behavioral) tied to real responsibilities, not generic traits.
- Distribute across the loop — assign each interviewer 1-2 competencies for complete, non-redundant coverage; name each interview type (screen, technical, behavioral, values, hiring-manager). Decision point: if a must-have competency has no owner, add a slot or reassign before finalizing.
- Write questions — for each competency give a behavioral prompt (STAR "Tell me about a time…"), a situational prompt, and 2-3 probing follow-ups that reach depth.
- Define the rubric — describe what a 1 (below), 3 (meets), and 5 (exceeds) answer looks like, with concrete observable signals for each.
- Build the scorecard — competency → rating → evidence-notes field, ending in a recommendation (Strong Yes / Yes / No / Strong No) with required written justification.
- Add guardrails — an interviewer briefing, a list of legally off-limits topics, and a debrief that shares evidence before scores. Decision point: run debrief evidence-first to reduce anchoring; if scores were shared early, re-poll after evidence.
Example
Role: Customer Success Manager. Competency "de-escalation." Behavioral: "Tell me about a time a key account threatened to churn — what did you do?" Follow-ups: What was the root cause? What did you commit to and did you deliver? How did the relationship end up? Rubric — 1: blames the customer, no ownership; 3: describes a structured save with a clear plan; 5: shows the save plus a systemic fix that prevented recurrence. Owner: the hiring-manager interview. Scorecard captures quote-level evidence, then a rating and a written recommendation.
Pitfalls
- Vague competencies ("culture fit", "smart") that invite bias and can't be scored consistently.
- Every interviewer asking the same questions — redundant coverage, blind spots elsewhere.
- Rubrics with adjectives ("strong", "weak") instead of observable behaviors.
- Scores collected before evidence in the debrief, anchoring the panel to the loudest voice.
Output format
Role + competency map:
competency | interviewer | interview type
Question bank (per competency):
behavioral | situational | follow-ups
Scoring rubric (per competency): 1 anchor / 3 anchor / 5 anchor
Scorecard template: competency → rating → evidence → recommendation (SY/Y/N/SN) + justification
Debrief agenda: evidence-first order, roles, bias reminders
Reference
Competency question bank
Each entry gives a behavioral prompt, follow-ups that force depth, and the signals that separate a strong answer from a weak one. Score on evidence, not delivery polish.
Ownership / drive
- Prompt: "Tell me about a project you owned end-to-end where the outcome was in doubt."
- Follow-ups: What specifically was yours vs. the team's? What did you decide alone? What did you do when it slipped?
- Strong: uses "I" precisely, names a hard call they made, quantifies the result, owns a mistake. Weak: "we" throughout, no decision point, credits luck or blames others, vague outcome.
Dealing with ambiguity
- Prompt: "Describe a time you had to move forward without clear requirements."
- Follow-ups: How did you decide what to build first? What did you deliberately not do? How did you validate you were right?
- Strong: framed the problem, made explicit assumptions, shipped a small bet and checked it. Weak: waited for someone else to decide, or barreled ahead with no validation.
Conflict / influence without authority
- Prompt: "Tell me about a time you disagreed with a peer or your manager on something that mattered."
- Follow-ups: What was their view and why? What changed your mind or theirs? How's the relationship now?
- Strong: states the other side fairly, used data or a shared goal to move them, disagreed-and-committed. Weak: caricatures the opponent, "I was just right," or avoided the conflict entirely.
Technical depth (adapt per role)
- Prompt: "Walk me through the most technically challenging thing you've built."
- Follow-ups: What alternatives did you reject and why? Where did it break? What would you do differently?
- Strong: explains trade-offs, knows the failure modes, can go three layers deep unprompted. Weak: buzzwords without mechanics, can't explain why choice A over B, no discussion of limits.
Learning / growth
- Prompt: "Tell me about significant feedback you received and what you did with it."
- Follow-ups: How did you hear it? What did you actually change? How do you know it worked?
- Strong: non-defensive, concrete behavior change, evidence of durability. Weak: humble-brag ("I work too hard"), no real change, blames the messenger.
STAR probing pattern
When an answer stays high-level, pull it down with: Situation ("set the scene — when, where, who?") → Task ("what was yours to solve?") → Action ("what did you personally do, step by step?") → Result ("what happened, and how did you measure it?"). The Action and Result are where signal lives; a candidate who can only narrate Situation and Task is describing proximity to work, not ownership of it.
Scorecard rubric (1–3–5 anchors)
| Rating |
Label |
Anchor |
| 5 |
Exceeds |
Multiple concrete, verifiable examples; handled complexity beyond the level; taught or systematized. Clear, specific, unprompted depth. |
| 4 |
Above |
Solid example plus one strong signal of stretch; minor gaps. |
| 3 |
Meets |
One relevant, credible example matching the level; adequate depth on probing. |
| 2 |
Below |
Generic or secondhand example; needed heavy prompting; noticeable gap. |
| 1 |
Well below |
No real example, or a red flag (no ownership, blames others, misrepresents scope). |
Require written evidence (ideally a quote) for every rating. A rating with no evidence field filled is invalid — reject it in debrief.
Recommendation scale
- Strong Yes — would fight to hire; clears the bar on all owned competencies, exceeds on some.
- Yes — meets the bar; hire if the loop agrees.
- No — a specific, evidenced gap on a must-have.
- Strong No — a values/integrity red flag, or a gap so large it's disqualifying regardless of other data.
Map to a decision rule up front: e.g., any Strong No blocks; two or more No's on distinct competencies blocks; ties break toward the raise-the-bar interviewer's evidence.
Debrief protocol (anti-anchoring)
- Each interviewer submits their scorecard before the debrief — no discussion first.
- In the room, share evidence before scores, one competency at a time, starting with the most junior interviewer to reduce authority bias.
- Reveal ratings, resolve divergence with evidence not seniority. If scores were leaked early, re-poll after evidence.
- Decide against the pre-agreed rule; write the one-line rationale.
Legally off-limits (US; adapt per jurisdiction)
Do not ask about: age/DOB, race/ethnicity/national origin, religion, sex/gender identity/sexual orientation, marital or family status/pregnancy/childcare plans, disability or health/medical history, genetic information, citizenship (you may ask work authorization), arrest record (conviction rules vary by locale), and — in many US states — current or prior salary. Keep every question tied to the job. If a candidate volunteers protected information, do not record it or let it influence the score.
Loop design quick reference
Aim for 4–6 competencies, each owned by 1–2 interviewers with no more than light overlap. Typical loop: recruiter screen → hiring-manager screen → 3–4 focused interviews (technical depth, technical breadth/craft, behavioral/values, cross-functional partner) → optional final/exec. Keep each interview 45–60 min with 10 min reserved for candidate questions; brief every panelist on their competency and the off-limits list before the loop starts.
1---2name: hr-interview-prep3description: Build a structured, bias-resistant interview loop — competencies mapped to interviewers, calibrated questions, and 1/3/5 scorecards.4---56## When to use78Reach for this when preparing an interview loop, standardizing questions across panelists, or designing a scorecard so decisions are evidence-based and comparable across candidates.910**Not for:** tracking candidates through stages (use hr-recruiting-pipeline), writing the offer (use hr-draft-offer), or after-hire ramp planning (use hr-onboarding).1112## Method13141. **Derive competencies from the job** — pick 4-6 must-haves (technical + behavioral) tied to real responsibilities, not generic traits.152. **Distribute across the loop** — assign each interviewer 1-2 competencies for complete, non-redundant coverage; name each interview type (screen, technical, behavioral, values, hiring-manager). Decision point: if a must-have competency has no owner, add a slot or reassign before finalizing.163. **Write questions** — for each competency give a behavioral prompt (STAR "Tell me about a time…"), a situational prompt, and 2-3 probing follow-ups that reach depth.174. **Define the rubric** — describe what a 1 (below), 3 (meets), and 5 (exceeds) answer looks like, with concrete observable signals for each.185. **Build the scorecard** — competency → rating → evidence-notes field, ending in a recommendation (Strong Yes / Yes / No / Strong No) with required written justification.196. **Add guardrails** — an interviewer briefing, a list of legally off-limits topics, and a debrief that shares evidence before scores. Decision point: run debrief evidence-first to reduce anchoring; if scores were shared early, re-poll after evidence.2021## Example2223Role: Customer Success Manager. Competency "de-escalation." Behavioral: "Tell me about a time a key account threatened to churn — what did you do?" Follow-ups: What was the root cause? What did you commit to and did you deliver? How did the relationship end up? Rubric — 1: blames the customer, no ownership; 3: describes a structured save with a clear plan; 5: shows the save plus a systemic fix that prevented recurrence. Owner: the hiring-manager interview. Scorecard captures quote-level evidence, then a rating and a written recommendation.2425## Pitfalls2627- Vague competencies ("culture fit", "smart") that invite bias and can't be scored consistently.28- Every interviewer asking the same questions — redundant coverage, blind spots elsewhere.29- Rubrics with adjectives ("strong", "weak") instead of observable behaviors.30- Scores collected before evidence in the debrief, anchoring the panel to the loudest voice.3132## Output format3334```35Role + competency map:36 competency | interviewer | interview type37Question bank (per competency):38 behavioral | situational | follow-ups39Scoring rubric (per competency): 1 anchor / 3 anchor / 5 anchor40Scorecard template: competency → rating → evidence → recommendation (SY/Y/N/SN) + justification41Debrief agenda: evidence-first order, roles, bias reminders42```4344## Reference4546### Competency question bank4748Each entry gives a behavioral prompt, follow-ups that force depth, and the signals that separate a strong answer from a weak one. Score on evidence, not delivery polish.4950**Ownership / drive**51- Prompt: "Tell me about a project you owned end-to-end where the outcome was in doubt."52- Follow-ups: What specifically was yours vs. the team's? What did you decide alone? What did you do when it slipped?53- Strong: uses "I" precisely, names a hard call they made, quantifies the result, owns a mistake. Weak: "we" throughout, no decision point, credits luck or blames others, vague outcome.5455**Dealing with ambiguity**56- Prompt: "Describe a time you had to move forward without clear requirements."57- Follow-ups: How did you decide what to build first? What did you deliberately not do? How did you validate you were right?58- Strong: framed the problem, made explicit assumptions, shipped a small bet and checked it. Weak: waited for someone else to decide, or barreled ahead with no validation.5960**Conflict / influence without authority**61- Prompt: "Tell me about a time you disagreed with a peer or your manager on something that mattered."62- Follow-ups: What was their view and why? What changed your mind or theirs? How's the relationship now?63- Strong: states the other side fairly, used data or a shared goal to move them, disagreed-and-committed. Weak: caricatures the opponent, "I was just right," or avoided the conflict entirely.6465**Technical depth (adapt per role)**66- Prompt: "Walk me through the most technically challenging thing you've built."67- Follow-ups: What alternatives did you reject and why? Where did it break? What would you do differently?68- Strong: explains trade-offs, knows the failure modes, can go three layers deep unprompted. Weak: buzzwords without mechanics, can't explain why choice A over B, no discussion of limits.6970**Learning / growth**71- Prompt: "Tell me about significant feedback you received and what you did with it."72- Follow-ups: How did you hear it? What did you actually change? How do you know it worked?73- Strong: non-defensive, concrete behavior change, evidence of durability. Weak: humble-brag ("I work too hard"), no real change, blames the messenger.7475### STAR probing pattern7677When an answer stays high-level, pull it down with: **S**ituation ("set the scene — when, where, who?") → **T**ask ("what was *yours* to solve?") → **A**ction ("what did *you* personally do, step by step?") → **R**esult ("what happened, and how did you measure it?"). The Action and Result are where signal lives; a candidate who can only narrate Situation and Task is describing proximity to work, not ownership of it.7879### Scorecard rubric (1–3–5 anchors)8081| Rating | Label | Anchor |82|---|---|---|83| 5 | Exceeds | Multiple concrete, verifiable examples; handled complexity beyond the level; taught or systematized. Clear, specific, unprompted depth. |84| 4 | Above | Solid example plus one strong signal of stretch; minor gaps. |85| 3 | Meets | One relevant, credible example matching the level; adequate depth on probing. |86| 2 | Below | Generic or secondhand example; needed heavy prompting; noticeable gap. |87| 1 | Well below | No real example, or a red flag (no ownership, blames others, misrepresents scope). |8889Require written evidence (ideally a quote) for every rating. A rating with no evidence field filled is invalid — reject it in debrief.9091### Recommendation scale9293- **Strong Yes** — would fight to hire; clears the bar on all owned competencies, exceeds on some.94- **Yes** — meets the bar; hire if the loop agrees.95- **No** — a specific, evidenced gap on a must-have.96- **Strong No** — a values/integrity red flag, or a gap so large it's disqualifying regardless of other data.9798Map to a decision rule up front: e.g., any Strong No blocks; two or more No's on distinct competencies blocks; ties break toward the raise-the-bar interviewer's evidence.99100### Debrief protocol (anti-anchoring)1011021. Each interviewer submits their scorecard **before** the debrief — no discussion first.1032. In the room, share **evidence before scores**, one competency at a time, starting with the most junior interviewer to reduce authority bias.1043. Reveal ratings, resolve divergence with evidence not seniority. If scores were leaked early, re-poll after evidence.1054. Decide against the pre-agreed rule; write the one-line rationale.106107### Legally off-limits (US; adapt per jurisdiction)108109Do not ask about: age/DOB, race/ethnicity/national origin, religion, sex/gender identity/sexual orientation, marital or family status/pregnancy/childcare plans, disability or health/medical history, genetic information, citizenship (you may ask work authorization), arrest record (conviction rules vary by locale), and — in many US states — current or prior salary. Keep every question tied to the job. If a candidate volunteers protected information, do not record it or let it influence the score.110111### Loop design quick reference112113Aim for 4–6 competencies, each owned by 1–2 interviewers with no more than light overlap. Typical loop: recruiter screen → hiring-manager screen → 3–4 focused interviews (technical depth, technical breadth/craft, behavioral/values, cross-functional partner) → optional final/exec. Keep each interview 45–60 min with 10 min reserved for candidate questions; brief every panelist on their competency and the off-limits list before the loop starts.