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undefinedundefinedundefinedundefinedinterview_scorecard:
candidate: "{Name}"
role: "{Role}"
interviewer: "{Name}"
date: "{Date}"
interview_type: "{Technical | Design | Behavioral | Final}"
competencies:
technical_skills:
weight: 30%
score: null # 1-5
evidence: ""
strong_signals: []
concerns: []
problem_solving:
weight: 25%
score: null
evidence: ""
strong_signals: []
concerns: []
communication:
weight: 15%
score: null
evidence: ""
strong_signals: []
concerns: []
collaboration:
weight: 15%
score: null
evidence: ""
strong_signals: []
concerns: []
growth_mindset:
weight: 15%
score: null
evidence: ""
strong_signals: []
concerns: []
overall:
weighted_score: null
recommendation: null # Strong Hire | Hire | No Hire | Strong No Hire
summary: ""
next_steps: ""
scoring_guide:
5: "Exceptional - top 5% of candidates seen"
4: "Strong - clearly above bar"
3: "Meets bar - solid hire"
2: "Below bar - significant concerns"
1: "Far below bar - clear no hire"interview_scorecard:
candidate: "{Name}"
role: "{Role}"
interviewer: "{Name}"
date: "{Date}"
interview_type: "{Technical | Design | Behavioral | Final}"
competencies:
technical_skills:
weight: 30%
score: null # 1-5
evidence: ""
strong_signals: []
concerns: []
problem_solving:
weight: 25%
score: null
evidence: ""
strong_signals: []
concerns: []
communication:
weight: 15%
score: null
evidence: ""
strong_signals: []
concerns: []
collaboration:
weight: 15%
score: null
evidence: ""
strong_signals: []
concerns: []
growth_mindset:
weight: 15%
score: null
evidence: ""
strong_signals: []
concerns: []
overall:
weighted_score: null
recommendation: null # Strong Hire | Hire | No Hire | Strong No Hire
summary: ""
next_steps: ""
scoring_guide:
5: "Exceptional - top 5% of candidates seen"
4: "Strong - clearly above bar"
3: "Meets bar - solid hire"
2: "Below bar - significant concerns"
1: "Far below bar - clear no hire"star_framework:
situation:
prompt: "Tell me about a time when..."
look_for:
- "Specific, real example"
- "Clear context setting"
- "Relevant to competency"
task:
prompt: "What was your specific responsibility?"
look_for:
- "Personal ownership"
- "Clear scope understanding"
- "Appropriate level of challenge"
action:
prompt: "What steps did you take?"
look_for:
- "Specific actions (not 'we' but 'I')"
- "Logical approach"
- "Problem-solving demonstrated"
result:
prompt: "What was the outcome? What did you learn?"
look_for:
- "Measurable impact"
- "Self-reflection"
- "Learning demonstrated"
sample_questions:
problem_solving:
- "Tell me about a time you solved a problem with incomplete information"
- "Describe a situation where you had to make a difficult trade-off"
- "Tell me about a technical decision you later regretted"
collaboration:
- "Tell me about a time you had a conflict with a teammate"
- "Describe a situation where you had to influence without authority"
- "Tell me about receiving critical feedback"
leadership:
- "Tell me about a time you mentored someone"
- "Describe a situation where you drove a significant change"
- "Tell me about a time you had to make an unpopular decision"star_framework:
situation:
prompt: "Tell me about a time when..."
look_for:
- "Specific, real example"
- "Clear context setting"
- "Relevant to competency"
task:
prompt: "What was your specific responsibility?"
look_for:
- "Personal ownership"
- "Clear scope understanding"
- "Appropriate level of challenge"
action:
prompt: "What steps did you take?"
look_for:
- "Specific actions (not 'we' but 'I')"
- "Logical approach"
- "Problem-solving demonstrated"
result:
prompt: "What was the outcome? What did you learn?"
look_for:
- "Measurable impact"
- "Self-reflection"
- "Learning demonstrated"
sample_questions:
problem_solving:
- "Tell me about a time you solved a problem with incomplete information"
- "Describe a situation where you had to make a difficult trade-off"
- "Tell me about a technical decision you later regretted"
collaboration:
- "Tell me about a time you had a conflict with a teammate"
- "Describe a situation where you had to influence without authority"
- "Tell me about receiving critical feedback"
leadership:
- "Tell me about a time you mentored someone"
- "Describe a situation where you drove a significant change"
- "Tell me about a time you had to make an unpopular decision"hiring_metrics:
funnel_metrics:
applications_to_screen: "{X}%"
screen_to_interview: "{X}%"
interview_to_offer: "{X}%"
offer_to_accept: "{X}%"
time_metrics:
time_to_first_response: "{X} days"
time_to_offer: "{X} days"
time_to_hire: "{X} days"
quality_metrics:
new_hire_90_day_retention: "{X}%"
new_hire_performance_rating: "{X}/5"
hiring_manager_satisfaction: "{X}/5"
targets:
time_to_hire: "<45 days"
offer_acceptance: ">80%"
90_day_retention: ">95%"
diversity_pipeline: ">40%"
red_flags:
time_to_hire: ">60 days"
offer_acceptance: "<60%"
90_day_retention: "<85%"hiring_metrics:
funnel_metrics:
applications_to_screen: "{X}%"
screen_to_interview: "{X}%"
interview_to_offer: "{X}%"
offer_to_accept: "{X}%"
time_metrics:
time_to_first_response: "{X} days"
time_to_offer: "{X} days"
time_to_hire: "{X} days"
quality_metrics:
new_hire_90_day_retention: "{X}%"
new_hire_performance_rating: "{X}/5"
hiring_manager_satisfaction: "{X}/5"
targets:
time_to_hire: "<45 days"
offer_acceptance: ">80%"
90_day_retention: ">95%"
diversity_pipeline: ">40%"
red_flags:
time_to_hire: ">60 days"
offer_acceptance: "<60%"
90_day_retention: "<85%"Scorecard Complete
|
+-- Any Strong No Hire?
| +-- Yes -> No Hire (single strong no is veto)
| +-- No -> Continue
|
+-- Weighted score >= 3.0?
| +-- No -> No Hire
| +-- Yes -> Continue
|
+-- Any critical competency < 3?
| +-- Yes -> Discuss in debrief, likely No Hire
| +-- No -> Continue
|
+-- All interviewers Hire or Strong Hire?
| +-- Yes -> Make offer
| +-- No -> Debrief discussion, address concernsScorecard Complete
|
+-- Any Strong No Hire?
| +-- Yes -> No Hire (single strong no is veto)
| +-- No -> Continue
|
+-- Weighted score >= 3.0?
| +-- No -> No Hire
| +-- Yes -> Continue
|
+-- Any critical competency < 3?
| +-- Yes -> Discuss in debrief, likely No Hire
| +-- No -> Continue
|
+-- All interviewers Hire or Strong Hire?
| +-- Yes -> Make offer
| +-- No -> Debrief discussion, address concernsCandidate requests higher comp
|
+-- Within approved range?
| +-- Yes -> Can approve, consider value
| +-- No -> Continue
|
+-- Top candidate for role?
| +-- Yes -> Escalate for exception
| +-- No -> Continue
|
+-- Can we offer other value?
| +-- Yes -> Negotiate (signing bonus, equity, title, start date)
| +-- No -> Explain our position, give time to decideCandidate requests higher comp
|
+-- Within approved range?
| +-- Yes -> Can approve, consider value
| +-- No -> Continue
|
+-- Top candidate for role?
| +-- Yes -> Escalate for exception
| +-- No -> Continue
|
+-- Can we offer other value?
| +-- Yes -> Negotiate (signing bonus, equity, title, start date)
| +-- No -> Explain our position, give time to decideanti_patterns:
culture_fit_trap:
symptom: "Hiring people just like us"
remedy:
- "Define 'culture add' not 'culture fit'"
- "Diverse interview panels"
- "Structured evaluation criteria"
halo_effect:
symptom: "One great answer overshadows all else"
remedy:
- "Structured scorecards for each competency"
- "Multiple interviewers for same competency"
- "Calibration before debrief"
urgency_hire:
symptom: "We need someone NOW"
remedy:
- "Bad hire costs more than waiting"
- "Consider contractors for immediate needs"
- "Never lower the bar"
confirmation_bias:
symptom: "Looking for evidence to confirm first impression"
remedy:
- "Document evidence before scoring"
- "Score independently before debrief"
- "Assign devil's advocate in debrief"anti_patterns:
culture_fit_trap:
symptom: "Hiring people just like us"
remedy:
- "Define 'culture add' not 'culture fit'"
- "Diverse interview panels"
- "Structured evaluation criteria"
halo_effect:
symptom: "One great answer overshadows all else"
remedy:
- "Structured scorecards for each competency"
- "Multiple interviewers for same competency"
- "Calibration before debrief"
urgency_hire:
symptom: "We need someone NOW"
remedy:
- "Bad hire costs more than waiting"
- "Consider contractors for immediate needs"
- "Never lower the bar"
confirmation_bias:
symptom: "Looking for evidence to confirm first impression"
remedy:
- "Document evidence before scoring"
- "Score independently before debrief"
- "Assign devil's advocate in debrief"1. Scores submitted independently (before meeting)
2. Go around - each interviewer shares (2 min each)
- Overall recommendation
- Key evidence (specific examples)
- Top concern
3. Discussion of disagreements
4. Hiring manager makes final call
5. Document decision and reasoning1. 提前独立提交评分(会议前完成)
2. 轮流发言 - 每位面试官分享(每人2分钟)
- 整体推荐意见
- 关键依据(具体案例)
- 主要顾虑
3. 讨论分歧点
4. 招聘经理做出最终决定
5. 记录决策及理由red_flags:
technical:
- "Cannot explain their own code"
- "No questions about the codebase"
- "Blames others for past failures"
behavioral:
- "Uses 'we' exclusively (no personal ownership)"
- "No examples of learning from mistakes"
- "Dismissive of questions"
cultural:
- "Badmouths previous employers"
- "No interest in team dynamics"
- "Unwilling to receive feedback"red_flags:
technical:
- "Cannot explain their own code"
- "No questions about the codebase"
- "Blames others for past failures"
behavioral:
- "Uses 'we' exclusively (no personal ownership)"
- "No examples of learning from mistakes"
- "Dismissive of questions"
cultural:
- "Badmouths previous employers"
- "No interest in team dynamics"
- "Unwilling to receive feedback"candidate_experience:
before:
- "Clear job description"
- "Fast initial response (<48h)"
- "Interview prep materials sent"
during:
- "Interviewers prepared and on time"
- "Candidate can ask questions"
- "Respectful, welcoming atmosphere"
after:
- "Timeline communicated"
- "Feedback provided (if rejected)"
- "Offer delivered promptly"candidate_experience:
before:
- "Clear job description"
- "Fast initial response (<48h)"
- "Interview prep materials sent"
during:
- "Interviewers prepared and on time"
- "Candidate can ask questions"
- "Respectful, welcoming atmosphere"
after:
- "Timeline communicated"
- "Feedback provided (if rejected)"
- "Offer delivered promptly"| Problem | Root Cause | Solution |
|---|---|---|
| Not enough candidates | Poor JD, wrong channels | Revise JD, expand sourcing |
| High drop-off after screen | Process too slow, poor experience | Speed up, improve communication |
| Offers declined | Comp, culture, opportunity | Exit survey, adjust offer |
| Bad hires | Weak interview process | Structured interviews, calibration |
| 问题 | 根本原因 | 解决方案 |
|---|---|---|
| 候选人数量不足 | 职位描述质量差、招聘渠道不合适 | 修订职位描述、拓展招聘渠道 |
| 初面后候选人流失率高 | 流程过慢、体验不佳 | 加快流程、优化沟通 |
| 候选人拒绝offer | 薪酬、文化、发展机会问题 | 开展离职调研、调整offer内容 |
| 招聘到不合适的员工 | 面试流程不严谨 | 采用结构化面试、开展校准工作 |
input_validation:
role_level:
type: enum
values: [junior, mid, senior, staff, principal, manager, director]
required: true
urgency:
type: enum
values: [low, medium, high, critical]
default: medium
team_context:
type: object
properties:
size: { type: integer }
current_gaps: { type: array }
required: falseinput_validation:
role_level:
type: enum
values: [junior, mid, senior, staff, principal, manager, director]
required: true
urgency:
type: enum
values: [low, medium, high, critical]
default: medium
team_context:
type: object
properties:
size: { type: integer }
current_gaps: { type: array }
required: false