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hiring-talent

Business
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Use when designing hiring processes, evaluating candidates, or building talent strategy.

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How to use this skill

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Source SKILL.md: https://github.com/majiayu000/claude-skill-registry/blob/HEAD/skills/business/hiring-talent/SKILL.md

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Overview

Hiring talent is the foundational discipline of organizational growth. This skill replaces "gut feel" and Demographic-based hiring with a rigorous, data-driven process focused on identifying undervalued traits (energy, obsession, persistence) through structured behavioral interviews and work sample tests.

Guiding Principles

Principle 1: Hire for Energy and Obsession (Source: Cowen, Talent)

High intelligence is common; high intelligence plus high energy and "stamina" is rare. Prioritize candidates who demonstrate an "obsessive" interest in their field—those who tinker, read, and build in their free time.

Principle 2: Structured Interviewing (Source: Bock, Work Rules!)

Unstructured "conversational" interviews are useless at predicting performance. Use a consistent set of questions for every candidate, and score their answers against a pre-defined rubric to remove unconscious bias.

Principle 3: The Rule of Four (Source: Bock, Work Rules!)

Four interviews are sufficient to predict performance with 86% confidence. Diminishing returns set in after four. Optimize for speed and candidate experience by capping the interview loop.

Principle 4: Work Samples are the Best Predictors (Source: Bock, Work Rules!)

The most accurate way to predict how someone will do the job is to give them a task that is the job. Use work sample tests (e.g., coding challenges, writing assignments, case studies) as the primary evaluation filter.

Principle 5: The Scorecard First (Source: Johnson, Scaling People)

Before you post a job, define the "Scorecard"—the 3-5 specific outcomes the person must achieve in their first year. Interview for the results needed, not just the skills listed.

When to Use This Skill

  • When designing a hiring process for a new role or department.
  • When evaluating a high-stakes candidate for a leadership position.
  • When the current hiring "bar" is slipping and turnover is increasing.
  • When building a talent strategy to identify "undervalued" individuals in a competitive market.

When NOT to Use This Skill

  • For simple task-based contract work where a "trial period" is more efficient than a full interview loop.
  • For internal rotations where the candidate's performance data is already known and validated.

Core Process

Step 1: Define the Scorecard and "The Bar"

  1. Outcomes: List 3-5 specific, measurable results the person must deliver. (Source: Johnson, Ch. 4)
  2. The Bar: Define what "better than average" looks like for the current team. (Source: Bock, Ch. 3)

Step 2: Design the Structured Loop

  1. Select Questions: Choose 4-5 behavioral questions that map directly to the Scorecard (e.g., "Tell me about a time you solved X...").
  2. Create the Rubric: Define what a "1" (Poor), "3" (Average), and "5" (Excellent) answer looks like for each question. (Source: Google re:Work)

Step 3: Implement the Work Sample Test

  1. The Task: Design a 1-2 hour task that mimics the day-to-day work of the role.
  2. Evaluation: Use the same rubric to score the output. Ensure the task is evaluated blindly (if possible) to remove persona bias. (Source: Bock, Ch. 5)

Step 4: Conduct the Interview (Searching for Alpha)

  1. The "Morning" Question: Ask "What did you do this morning?" to reveal natural curiosity and energy. (Source: Cowen, Ch. 3)
  2. The Obsession Probe: Ask about the candidate's personal projects or "rabbitholes" they've gone down lately. (Source: Cowen, Ch. 1)

Step 5: The Hiring Committee and Reference Check

  1. Committee Review: Use a small group (including people outside the direct team) to review the scores and work samples. This prevents "desperation hiring." (Source: Johnson, Ch. 4)
  2. Reference Discovery: Ask references: "How can I support this person to be successful in their first 90 days?" (Source: Johnson, Ch. 4)

Frameworks & Models

The Talent/Persistence Matrix (Source: FS Blog)

  • High Talent / Low Persistence: Fragile; likely to quit when things get hard.
  • Low Talent / High Persistence: The "Tinkerer"; likely to eventually succeed through iteration.
  • High Talent / High Persistence: The "Animal Spirit"; the target for every high-growth hire.

The Bar Raiser Mechanism (Source: Bryar, Working Backwards)

A neutral third party (the "Bar Raiser") has veto power over the hire to ensure the long-term quality of the team isn't sacrificed for short-term headcount needs.

Cross-Skill Invocations

  • REQUIRED SUB-SKILL: first-90-days — To ensure the "Scorecard" outcomes are realized.
  • RECOMMENDED SUB-SKILL: feedback-coach — To provide constructive rejection or offer negotiation feedback.
  • RECOMMENDED SUB-SKILL: ownership-coach — To identify candidates who will take "Extreme Ownership."

Common Mistakes

  1. Hiring for "Cultural Fit": This is often a proxy for bias. Hire for "Cultural Contribution"—what can this person add that we don't have? (Source: Bock, Ch. 3)
  2. The Halo Effect: Letting a candidate's prestige (e.g., "Worked at Google") overshadow their actual performance in the work sample. (Source: Cowen, Ch. 5)
  3. Desperation Hiring: Lowering the bar because a role has been open too long. (Source: Johnson, Ch. 4)
  4. Neglecting Persistence: Hiring for "flashy" intelligence but failing to test for the "animal spirits" required to finish hard projects. (Source: Graham, "Hiring")

Diagnostic Checklist

  • Have we defined the 3-5 specific outcomes (The Scorecard) for this role?
  • Are we using a structured interview loop with a pre-defined rubric?
  • Is there a "Work Sample Test" in the process?
  • Are we capping the loop at 4-5 interviews to ensure speed?
  • Have we identified the "undervalued" trait or "obsession" of the candidate?

Sources

  • Cowen & Gross, Talent, Ch. 1, 3, 5 — Intelligence/Energy, Morning Question, Alpha.
  • Bock, Work Rules!, Ch. 3, 5 — Rule of Four, Structured Interviews, Work Samples.
  • Johnson, Scaling People, Ch. 4 — Scorecards, Hiring Committees, References.
  • Paul Graham, "How to Hire" — Hiring for startups and user-focus.
  • Farnam Street, "Talent is Persistence" — Process over outcome.