recruiting-ops

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Recruiting Operations

Recruiting operations is the structured practice of attracting, evaluating, and hiring the right people efficiently and fairly. It spans the full talent acquisition lifecycle - from defining the role through sourcing, screening, interviewing, and extending an offer. This skill provides actionable frameworks for each phase: writing inclusive job descriptions, building multi-channel sourcing strategies, designing structured screening criteria, running calibrated interview loops, managing the offer process, tracking pipeline metrics, and building employer brand. Built for hiring managers and recruiters who want to move from ad-hoc hiring to a repeatable, data-informed, candidate-respecting process.

When to use this skill

Trigger this skill when the user:

• Needs to write or improve a job description for any role
• Wants to build or audit a sourcing strategy for a hard-to-fill position
• Is designing screening criteria, take-home exercises, or phone screen scripts
• Needs to structure an interview loop with defined stages and interviewer roles
• Is managing an offer, negotiating compensation, or closing a reluctant candidate
• Wants to measure recruiting funnel health with metrics like time-to-hire or offer acceptance rate
• Is building or improving employer brand, careers pages, or recruiting content
• Needs a scorecard, rubric, or calibration process for consistent candidate evaluation

Do NOT trigger this skill for:

• Performance management, PIPs, or managing underperforming employees (use people-ops or HR skill)
• Compensation benchmarking as a standalone exercise without a hiring context (use total-rewards skill)

Key principles

1. Structured process reduces bias - Unstructured interviews measure confidence and

likability, not job performance. Every hiring decision should rest on a defined scorecard with consistent signals evaluated the same way across all candidates. Standardize questions, calibrate interviewers, and separate data collection from evaluation to prevent halo effects and affinity bias.

1. Speed is a competitive advantage - The best candidates are off the market in

7-14 days. Slow loops, delayed feedback, and scheduling gaps lose top talent to faster competitors. Measure time-in-stage, eliminate unnecessary interview rounds, and make offer decisions within 24 hours of a final interview.

1. Sell while you evaluate - Every touchpoint is a chance to lose or win a candidate.

Interviewers who show up unprepared, ask hostile questions, or fail to explain the role's impact drive rejection rates up. Train every interviewer on the pitch: mission, team, growth path, and why this role matters now.

1. Data-driven pipeline - Track conversion rates at every funnel stage. If

application-to-screen rate is high but screen-to-onsite is low, the phone screen is miscalibrated. If offer acceptance rate is below 80%, the offer or closing process is broken. Metrics tell you where the process leaks before it costs you headcount.

1. Candidate experience matters - Candidates who have a bad experience - ghosting,

rude interviewers, confusing processes - become vocal detractors. Candidates who have a great experience become fans, even if not hired. Timely communication, clear expectations, and respectful feedback are the baseline.

Core concepts

Recruiting funnel

Sourced / Applied
      |
  Screened (resume + application review)
      |
  Phone / Video Screen
      |
  Technical / Skills Screen  (optional, role-dependent)
      |
  Onsite / Final Loop
      |
  Reference Check
      |
  Offer Extended
      |
  Offer Accepted
      |
  Day 1

Each stage has a target conversion rate. Deviation from baseline signals a broken stage, not a broken candidate pool. Track volume and conversion at every gate.

Sourcing channels

| Channel | Best for | Cost | Time to fill | |---|---|---|---| | Employee referrals | Culture fit, passive candidates | Low | Fast | | LinkedIn Recruiter | Senior / specialized roles | Medium | Medium | | Job boards (LinkedIn, Indeed, Greenhouse) | High-volume, entry/mid-level | Low-Medium | Fast | | Niche communities (Discord, Slack, forums) | Technical / domain-specific roles | Low | Slow | | Recruiting agencies | Executive, urgent, highly specialized | High | Variable | | GitHub / Dribbble / portfolio sites | Engineers, designers | Low | Slow | | Conferences and meetups | Senior, passive, community-active talent | Medium | Slow |

Sourcing rule: Use at least three channels per role. Referrals should be one channel but never the only channel - they homogenize the candidate pool.

Screening criteria

A screening rubric must be defined before outreach begins. It contains:

• Must-haves: Hard requirements. Failing any disqualifies. Keep this list short (3-5 items).
• Strong-to-haves: Differentiating signals that raise conviction. Not disqualifying.
• Anti-signals: Patterns that suggest misalignment with the role or team.
• Selling points: What to emphasize to this candidate profile to drive conversion.

Calibration rule: Every must-have must be directly tied to a core job responsibility. "5+ years of experience" is a proxy, not a criterion. Replace proxies with skills or demonstrated behaviors wherever possible.

Interview loops

An interview loop maps each competency to an interviewer and a set of defined questions. No interviewer should evaluate a competency they were not assigned. No competency should be left unassigned.

Loop design steps:
1. List 5-7 competencies required for success in the role.
2. Assign each competency to exactly one interviewer.
3. Write 3-5 behavioral or technical questions per competency.
4. Define what a strong, acceptable, and weak response looks like.
5. Hold a pre-loop calibration with all interviewers before the first candidate.
6. Hold a debrief within 24 hours of each loop. Collect written scores first,
   then discuss to prevent anchoring.

Common tasks

Write an inclusive job description

Template structure:

[ROLE TITLE]

About [Company]:
  2-3 sentences. Mission, stage, and what makes this team worth joining.
  Avoid superlatives ("best", "world-class"). Use specific, factual claims.

What you will do:
  5-7 bullet points. Focus on impact, not activities.
  Start each bullet with a verb: "Design", "Own", "Partner with", "Drive".
  At least one bullet should describe scope and autonomy.

What we are looking for:
  Must-haves: 3-5 items. Frame as skills or behaviors, not years of experience.
  Nice-to-haves: 2-3 items. Clearly labeled as optional.
  Do NOT include gender-coded language ("rockstar", "ninja", "dominant").

Compensation and benefits:
  State the salary range explicitly. Opacity signals disrespect.
  List equity, benefits, and any remote/hybrid/in-office policy.

How to apply:
  Clear next step. Timeline expectation. Who they will hear from.

Inclusivity checklist before publishing:

• Remove gendered language (run through a gender decoder tool)
• Eliminate jargon or acronyms without context
• List a salary range - candidates from underrepresented groups are less likely to apply

without one

• Review the must-haves list: does every item directly predict job performance?
• Add an explicit accommodation statement for accessibility

See references/job-description-templates.md for engineering, product, and marketing role templates.

Build a sourcing strategy

Channel selection by role type:

Engineering (senior/staff):  LinkedIn Recruiter + GitHub + employee referrals + niche Slack/Discord
Engineering (entry/mid):     Job boards + university pipelines + bootcamp partnerships
Product:                     LinkedIn + referrals + product communities (Lenny's, MindTheProduct)
Design: