Hiring patterns
Skill Mattakushi432/Claude-Code-Skills-Custom-DevTools-Pack/plugins/devtools-pack/skills/hiring-patterns
When to activate: job description writing, structured interviews, hiring rubrics, interview panel design, offer calibration, candidate pipeline management, recruiting processFrom its SKILL.md
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Hiring Patterns
Job Description Template
[Title] — [Team] at [Company]
About the role (3–4 sentences):
What will this person own? What does success look like in 12 months?
What makes this role uniquely interesting?
What you'll do (5–7 bullets — outcomes, not tasks):
- [Outcome-oriented bullet: "Own X to achieve Y"]
- [Outcome-oriented bullet]
- [Outcome-oriented bullet]
What we're looking for (split must-have from nice-to-have):
Must-have:
- [Specific skill / experience — be concrete, avoid vague adjectives]
- [Minimum years of relevant experience, if necessary]
Nice-to-have (do NOT gatekeep on these):
- [Domain knowledge]
- [Tooling familiarity]
What we offer:
- Salary range: $X–$Y (be transparent — it widens your funnel)
- Equity: [range or description]
- Benefits: [2–3 lines]
- Location: [remote / hybrid / onsite + timezone expectations]
Interview process (set expectations up front):
1. Application review (1 week SLA)
2. Recruiter screen — 30 min
3. Hiring manager interview — 45 min
4. Technical / skills assessment — [format]
5. Panel interviews — 3 × 45 min
6. Offer
[Company] is an equal opportunity employer.
JD Anti-Patterns to Avoid
- "Rock star," "ninja," "wizard" — exclusionary
- 10+ years required for junior roles
- Long lists of technologies without context
- No salary range — reduces diverse applicant pool
- Culture-fit language without definition
- "Fast-paced" / "dynamic" with no substance
Structured Interview Design
Interview-to-Criteria Mapping
Map each interview to specific competencies. No competency assessed twice unless it's critical.
| Interview | Competencies assessed | Format |
|---|---|---|
| Recruiter screen | Communication, baseline fit, logistics | Phone/video, 30 min |
| Hiring manager | Role motivation, strategic thinking, leadership | Behavioral, 45 min |
| Technical | Domain skill, problem-solving, code quality | Skills assessment |
| Cross-functional | Collaboration, communication style | Behavioral, 45 min |
| Values / culture | Integrity, growth mindset, values alignment | Behavioral, 30 min |
Behavioral Question Formula (STAR)
"Tell me about a time when you [situation requiring competency]."
- Situation: what was the context?
- Task: what were you responsible for?
- Action: what specifically did you do?
- Result: what was the measurable outcome?
Sample Questions by Competency
Execution / Ownership
- Tell me about a project where you drove something to completion despite significant obstacles.
- Describe a time you took ownership of something outside your formal role.
Strategic Thinking
- Walk me through how you'd prioritize [relevant problem] if you had limited resources.
- Tell me about a decision you made that required thinking 12+ months ahead.
Collaboration
- Describe a time you had to influence someone without authority over them.
- Tell me about a disagreement with a peer or manager — how did you handle it?
Growth Mindset
- What is a significant professional mistake you've made? What did you learn?
- How do you stay current in [relevant domain]?
Values-Based
- Tell me about a time you had to choose between what was easy and what was right.
- Describe a situation where you had to deliver difficult feedback.
Hiring Rubric
Scoring Scale
| Score | Label | Definition |
|---|---|---|
| 4 | Strong Yes | Exceptional evidence; would advocate loudly |
| 3 | Yes | Clear evidence; comfortable hiring |
| 2 | No | Weak or missing evidence; significant concerns |
| 1 | Strong No | Disqualifying signals |
Rubric Template per Competency
Competency: [Name]
Definition: [2-sentence description of what this looks like in practice]
4 — Strong Yes:
[Concrete behavioral description of exceptional performance]
3 — Yes:
[Concrete behavioral description of solid performance]
2 — No:
[Concrete behavioral description of insufficient evidence]
1 — Strong No:
[Concrete behavioral description of disqualifying behavior]
Debrief Protocol
- All interviewers submit scores before debrief (no anchoring)
- Recruiter reads scores aloud — highest first, lowest last
- Start with dissenters: ask "Strong No" to share reasoning first
- Hiring manager gives final recommendation
- Document decision rationale in ATS for every candidate
- No hiring committee majority required if hiring manager has clear conviction + no Strong No from functional expert
Panel Design
Interview Panel Composition (5-person example)
| Panelist | Relationship to role | Focus |
|---|---|---|
| Hiring manager | Direct supervisor | Role fit, strategy, leadership |
| Senior peer | Daily collaborator | Technical depth, collaboration style |
| Cross-functional stakeholder | Partner team lead | Cross-functional working style |
| Skip-level manager | Future growth manager | Long-term potential, values |
| HR / recruiter | Process owner | Values, culture, logistics |
Panel Coordination Rules
- Brief every panelist before interviews (share role criteria, JD, candidate context)
- Each panelist covers different competencies — no duplicates
- Panel feedback submitted within 24h of interview
- Hiring manager is final decision authority, not consensus vote
Offer Calibration
Offer Components
| Component | Considerations |
|---|---|
| Base salary | Market data (Levels.fyi, Radford, Option Impact), internal equity, location |
| Equity | Stage-appropriate, strike price, vesting schedule (4yr / 1yr cliff standard) |
| Bonus | Target %, metrics, payout frequency |
| Signing bonus | Use to bridge unvested equity gap — make explicit in offer |
| Benefits | Health, dental, vision, 401k match, PTO policy |
| Start date | Negotiate — candidates need time for transitions |
Compensation Bands
- Maintain salary bands per level per function
- Publish bands internally (reduces inequity)
- Offer within band — exceptions require VP+ approval
- Review bands annually vs. market data
Offer Delivery Best Practices
- Deliver verbally first — gives you ability to negotiate in real-time
- Follow up in writing within 24h
- Set a deadline (5–7 business days standard)
- Assign a buddy to answer questions during decision period
- Close the loop immediately if declined — ask for specific reason
Pipeline Management
ATS Stage Definitions
| Stage | Definition | SLA to advance or disposition |
|---|---|---|
| Applied | Application received | 5 business days |
| Recruiter screen | Scheduled or completed | 3 business days post-screen |
| HM interview | Scheduled or completed | 3 business days post-interview |
| Assessment | Sent or in progress | 5 business days |
| Panel | Scheduling or in progress | 5 business days |
| Offer | Extended, negotiating, or closed | 7 business days |
| Closed | Hired / rejected / withdrew | — |
Pipeline Health Metrics
| Metric | Formula | Target |
|---|---|---|
| Time to fill | Req open date → accepted offer | < 45 days |
| Offer acceptance rate | Accepted / offers extended | ≥ 85% |
| Pipeline conversion | Hired / total applicants | Benchmark by role type |
| Diverse slate rate | % roles with diverse finalist | ≥ 50% |
| Interviewer calibration | % scorers whose ratings correlate with performance | Track quarterly |
Candidate Experience Standards
- Acknowledge every application within 5 business days
- No interview ghost — disposition every candidate you interview
- Provide feedback when declined post-panel (if legal / policy allows)
- Send surveys after each stage — act on low scores
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