hiring-scorecard

Generate structured hiring scorecards with weighted scoring and interview questions.

Updated Aug 27, 2026
One-click install
npx skills add https://github.com/pmkshar/marqaiskills --skill hiring-scorecard
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: hiring-scorecard
Source: https://github.com/pmkshar/marqaiskills/tree/main/hiring-scorecard
Command: npx skills add https://github.com/pmkshar/marqaiskills --skill hiring-scorecard

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires pandas, numpy, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill streamlines the creation of comprehensive hiring scorecards, ensuring consistent, evidence-based decisions for any role.

Core Features & Use Cases

  • Structured Scorecards: Generates structured scorecards with weighted scoring rubric, interview questions, evaluation matrices, and reference check questions.
  • Customization: Tailors scorecards to job roles, team context, and competencies.
  • Use Case: Ideal for interview panels looking to make consistent, data-driven hiring decisions.

Quick Start

Generate a hiring scorecard for the 'Software Engineer' role with the 'Technical Individual Contributor' focus.

Frequently Asked Questions about hiring-scorecard

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

FAQPage Schema
How do I create a structured hiring scorecard with weighted scoring for interview panels?

Create a structured hiring scorecard by generating a weighted scoring rubric, interview questions, and evaluation matrices tailored to specific job roles. This ensures consistent, evidence-based hiring decisions across the interview panel.

What is included in an automated evaluation matrix for the hiring process?

An automated evaluation matrix for the hiring process includes weighted scoring criteria, role-specific interview questions, and reference check questions. It uses Python scripts for data extraction and automated analysis to evaluate candidates.

Can I customize interview scorecards for different job roles and team contexts?

Yes, you can customize interview scorecards for different job roles and team contexts. The scorecards are tailored to specific competencies, ensuring the evaluation criteria match the requirements of the position.

Do I need pandas and numpy to generate automated hiring scorecards?

Yes, you need pandas and numpy to generate automated hiring scorecards. These dependencies are required for the Python scripts to perform the data manipulation and statistical analysis needed for the weighted scoring.

How do I generate a hiring scorecard for a specific role like Software Engineer?

Generate a hiring scorecard for a specific role by providing the job title and focus, such as 'Software Engineer' and 'Technical Individual Contributor'. The system produces a complete scorecard with evaluation criteria and reference questions.

What is the best way to standardize reference check questions during the hiring process?

The best way to standardize reference check questions is to generate them as part of a structured hiring scorecard. This integrates reference questions with weighted scoring rubrics and evaluation matrices for consistent candidate assessment.

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