evaluating-candidates

Generate candidate evaluation decision packs with scorecards, work samples, and risk assessments.

51|8|Updated Jan 22, 2026
One-click install
npx skills add https://github.com/liqiongyu/lenny_skills_plus --skill evaluating-candidates-liqiongyu
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: evaluating-candidates
Source: https://github.com/liqiongyu/lenny_skills_plus/tree/main/skills/evaluating-candidates
Command: npx skills add https://github.com/liqiongyu/lenny_skills_plus --skill evaluating-candidates-liqiongyu

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill streamlines the complex process of evaluating job candidates, ensuring hiring decisions are based on concrete evidence rather than subjective impressions, thereby reducing bias and improving hiring quality.

Core Features & Use Cases

  • Structured Evaluation: Creates scorecards, signal logs, and decision memos based on defined criteria.
  • Artifact Generation: Designs work samples, trial plans, and reference check scripts tailored to specific roles.
  • Bias Reduction: Employs checklists and rubrics to ensure fairness and objectivity.
  • Use Case: When deciding whether to hire a candidate for a critical role, use this Skill to synthesize interview notes, work sample results, and reference feedback into a comprehensive decision pack, complete with risks and mitigations.

Quick Start

Use the evaluating candidates skill to create a scorecard and decision memo for the attached candidate notes.

Frequently Asked Questions about evaluating-candidates

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I make evidence-based hiring decisions from interview notes?

Make evidence-based hiring decisions by synthesizing interview notes, work sample results, and reference feedback into a structured scorecard and decision memo. This reduces subjective bias and calibrates candidates against a defined hiring bar.

What is a candidate evaluation scorecard and when do I need one?

A candidate evaluation scorecard is a structured rubric that defines hiring criteria and logs assessment signals. You need one to ensure fairness and objectivity when deciding whether to hire a candidate for a critical role.

How do I create a reference check kit for a specific job role?

Create a reference check kit by generating tailored scripts and questionnaires designed for the specific role. This structured approach ensures you gather relevant, job-specific feedback to synthesize into the final hiring recommendation.

Can I use structured evaluation to reduce bias in my recruitment process?

Yes, structured evaluation reduces recruitment bias by employing checklists, defined scorecards, and standardized work samples. This ensures fairness and objectivity by relying on concrete evidence rather than subjective impressions.

How do I assess hiring risks and mitigation strategies for a candidate?

Assess hiring risks by synthesizing diverse evaluation signals into a comprehensive decision pack, which explicitly includes risk assessments and mitigation strategies tailored to the candidate's profile and the specific role.

What is the best way to define a hiring bar before evaluating candidates?

Define a hiring bar by calibrating structured evaluation criteria before assessing candidates. This process establishes clear scorecards and job-relevant work samples, ensuring the final decision memo relies on objective, evidence-based signals.