Claude Skill

hiring-and-interviewing

Designs and runs hiring — role definition, sourcing, interview loop design, structured evaluation, and the decision itself. Use this to open a role, write a job description or scorecard, design an interview process, prepare interview questions, calibrate a hiring decision, or dia

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Download cbrock84-headcount-plugins_people_skills_hiring-and-interviewing-98d1c17.zip · 2 KB
Part of cbrock84/headcount — 160 skills

Install

skills CLI npx skills add https://github.com/cbrock84/headcount/tree/main/plugins/people/skills/hiring-and-interviewing
Claude Code claude plugin marketplace add https://llmmart.ai/marketplace.json && claude plugin install cbrock84-headcount@llmmart
Git git clone https://github.com/cbrock84/headcount.git

The skills CLI installs just this skill, for any of its supported agents. Claude Code installs the whole cbrock84/headcount collection as a plugin from our marketplace. Git is the plain clone.

Skill manifest

Hiring and interviewing

Define before sourcing

Write, before posting anything:

  • What this person will accomplish in their first year — outcomes, not responsibilities.
  • The three or four competencies that actually predict those outcomes.
  • What is genuinely required versus what is preferred. Long requirement lists are the most reliable way to shrink and homogenize a candidate pool, and most of the list is never used in the decision.
  • The bar, agreed by everyone on the loop, before the first interview.

Undefined roles produce interview loops where each interviewer evaluates against a private definition, and the decision goes to whoever argues hardest.

Design the loop

Each interview assesses different competencies, stated in advance. Overlapping interviews produce four opinions on the same thing and none on the rest.

  • Structured beats unstructured, consistently and by a wide margin. Same questions, same order, same rubric. Unstructured interviews mostly measure similarity to the interviewer.
  • Work samples predict best. A realistic exercise close to the actual job beats any amount of discussion about it. Keep it time-boxed and pay for anything substantial.
  • Behavioral questions about the past, with follow-ups for specifics: what was the situation, what did you do, what happened, what would you change. Hypotheticals measure articulacy.
  • Fewer, better interviews. Long loops lose good candidates and add little signal after the fourth conversation.

Evaluating

Interviewers write their assessment against the rubric before any discussion. Group discussion first produces convergence on the first confident opinion rather than an aggregation of independent ones.

Debrief on evidence: what did they say or do that supports this rating? "Culture fit" without behavioral evidence is where bias enters, and it should be challenged every time it appears.

Deciding

A yes needs evidence on every required competency, not a strong overall impression. Where evidence is missing, get it — an extra conversation is cheap compared to a mis-hire.

Ambiguity means no. The cost of a bad hire is far larger and lasts far longer than the cost of a longer search, and it is borne by the team, not the hiring manager.

Sources

references/sources.md in this skill lists the outside authorities that settle the questions here — what each one is authoritative for, and what you may do with it. Check them before answering on anything they cover, and cite what you used. Most are free to read and not free to reproduce; the use note on each is binding.

Tooling

Applicant tracking, roughly by scale: Workable, JazzHR or the hiring module of an all-in-one HRIS at small scale; Greenhouse, Lever or Ashby once structured interviewing and reporting matter; Workday Recruiting or SmartRecruiters at enterprise scale, and similar.

Sourcing and scheduling: LinkedIn Recruiter, Gem, GoodTime, and similar.

Put the scorecard in the tracking system rather than beside it. A structured process that lives in a separate document is a structured process that stops being followed in the first busy week.

Never

  • Lower the bar because the search has been long. Reopen the role definition instead.
  • Let one interviewer's strong view override written independent assessments.
  • Skip reference checks on judgment and collaboration, which are exactly what interviews measure worst.
Files (headcount)
  • references
    • sources.md 1.8 KB
      # Sources — `people:hiring-and-interviewing`
      
      <!-- Generated by scripts/build-sources.py from sources/*.toml. Do not edit. -->
      
      Check these before answering on anything they cover, and cite what you used. The use note on each one is binding: most of what a professional cites is free to read and not free to reproduce.
      
      ## 29 CFR Part 1607 — Uniform Guidelines on Employee Selection Procedures
      
      US Equal Employment Opportunity Commission · US · public domain (US government) — quote freely
      
      <https://www.ecfr.gov/current/title-29/subtitle-B/chapter-XIV/part-1607>
      
      **Authoritative for:** What counts as a selection procedure, when adverse impact exists, and what validation evidence an employer must hold to defend one that has it. This is the document that settles disputes about hiring tests, scored assessments and promotion criteria — including automated ones.
      
      ## Artificial Intelligence and the ADA
      
      US Equal Employment Opportunity Commission · US · public domain (US government) — quote freely
      
      <https://www.eeoc.gov/eeoc-disability-related-resources/artificial-intelligence-and-ada>
      
      **Authoritative for:** When an algorithmic assessment screens out a person with a disability, and what accommodation is owed inside an automated hiring flow.
      
      ## EEOC Laws, Regulations, Guidance and MOUs
      
      US Equal Employment Opportunity Commission · US · public domain (US government) — quote freely
      
      <https://www.eeoc.gov/laws-guidance>
      
      **Authoritative for:** Federal anti-discrimination obligation as the agency that enforces it reads it — including guidance on selection procedures, accommodation, and automated decision tools in hiring.
      
      ---
      
      Sources are maintained in `sources/` upstream, not here. If one is wrong, out of date, or missing, fix it there — this file is regenerated and an edit to it is lost.
      
  • SKILL.md 3.8 KB
    ---
    name: hiring-and-interviewing
    description: Designs and runs hiring — role definition, sourcing, interview loop design, structured evaluation, and the decision itself. Use this to open a role, write a job description or scorecard, design an interview process, prepare interview questions, calibrate a hiring decision, or diagnose why a hiring process produces poor outcomes.
    ---
    
    # Hiring and interviewing
    
    ## Define before sourcing
    
    Write, before posting anything:
    
    - **What this person will accomplish in their first year** — outcomes, not responsibilities.
    - **The three or four competencies** that actually predict those outcomes.
    - **What is genuinely required** versus what is preferred. Long requirement lists are the most
      reliable way to shrink and homogenize a candidate pool, and most of the list is never used in the
      decision.
    - **The bar**, agreed by everyone on the loop, before the first interview.
    
    Undefined roles produce interview loops where each interviewer evaluates against a private
    definition, and the decision goes to whoever argues hardest.
    
    ## Design the loop
    
    Each interview assesses different competencies, stated in advance. Overlapping interviews produce
    four opinions on the same thing and none on the rest.
    
    - **Structured beats unstructured**, consistently and by a wide margin. Same questions, same order,
      same rubric. Unstructured interviews mostly measure similarity to the interviewer.
    - **Work samples predict best.** A realistic exercise close to the actual job beats any amount of
      discussion about it. Keep it time-boxed and pay for anything substantial.
    - **Behavioral questions about the past**, with follow-ups for specifics: what was the situation,
      what did *you* do, what happened, what would you change. Hypotheticals measure articulacy.
    - Fewer, better interviews. Long loops lose good candidates and add little signal after the fourth
      conversation.
    
    ## Evaluating
    
    Interviewers write their assessment against the rubric **before** any discussion. Group discussion
    first produces convergence on the first confident opinion rather than an aggregation of independent
    ones.
    
    Debrief on evidence: what did they say or do that supports this rating? "Culture fit" without
    behavioral evidence is where bias enters, and it should be challenged every time it appears.
    
    ## Deciding
    
    A yes needs evidence on every required competency, not a strong overall impression. Where evidence
    is missing, get it — an extra conversation is cheap compared to a mis-hire.
    
    Ambiguity means no. The cost of a bad hire is far larger and lasts far longer than the cost of a
    longer search, and it is borne by the team, not the hiring manager.
    
    ## Sources
    
    `references/sources.md` in this skill lists the outside authorities that settle the questions
    here — what each one is authoritative for, and what you may do with it. Check them before
    answering on anything they cover, and cite what you used. Most are free to read and not free
    to reproduce; the use note on each is binding.
    
    ## Tooling
    
    Applicant tracking, roughly by scale: Workable, JazzHR or the hiring module of an all-in-one HRIS
    at small scale; Greenhouse, Lever or Ashby once structured interviewing and reporting matter;
    Workday Recruiting or SmartRecruiters at enterprise scale, and similar.
    
    Sourcing and scheduling: LinkedIn Recruiter, Gem, GoodTime, and similar.
    
    Put the scorecard in the tracking system rather than beside it. A structured process that lives in
    a separate document is a structured process that stops being followed in the first busy week.
    
    ## Never
    
    - Lower the bar because the search has been long. Reopen the role definition instead.
    - Let one interviewer's strong view override written independent assessments.
    - Skip reference checks on judgment and collaboration, which are exactly what interviews measure
      worst.
    

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