interview-designer

Generate structured interview guides with scorecards and scenario-based questions.

Updated Jun 1, 2026
One-click install
npx skills add https://github.com/atro2829-hub/APPLE-NET-NEW --skill interview-designer-atro2829-hub
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: interview-designer
Source: https://github.com/atro2829-hub/APPLE-NET-NEW/tree/main/skills/interview-designer
Command: npx skills add https://github.com/atro2829-hub/APPLE-NET-NEW --skill interview-designer-atro2829-hub

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps you build structured interview guides that reduce bias and improve hiring decisions. It turns a vague review of a resume into a disciplined process for defining success, checking evidence, and testing future performance.

Core Features & Use Cases

  • Scorecard Definition: Establish mission, outcomes, and competencies before reviewing candidate materials.
  • Forensic Resume Scan: Compare resume claims against the scorecard to surface gaps, highlights, and verification targets.
  • Pressure Tests and Future Simulation: Generate questions that probe past decisions and ask candidates to solve realistic job scenarios.
  • Use Case: A hiring manager preparing for a critical role can use this Skill to produce a balanced interview guide with red flags, green signals, and decision criteria.

Quick Start

Use the interview designer skill to create a structured interview guide for this role using the job description and candidate resume.

Frequently Asked Questions about interview-designer

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

FAQPage Schema
How do I design a structured interview to reduce hiring bias?

Reduce hiring bias by defining a role scorecard with mission, outcomes, and competencies before reviewing resumes, then generating structured past-performance and scenario-based questions to validate evidence and control bias.

What is a forensic resume scan and how does it work for candidate evaluation?

A forensic resume scan compares candidate resume claims against a predefined role scorecard to surface gaps, highlights, and verification targets, ensuring candidate evaluation is grounded in evidence rather than subjective impressions.

How do I create an interview scorecard with competency validation?

Create an interview scorecard by establishing the role mission, required outcomes, and core competencies first, which then serves as the baseline standard for generating pressure-test prompts and assessing candidate evidence.

Can I generate scenario-based interview questions for future performance simulation?

Yes, you can generate scenario-based questions that ask candidates to solve realistic job scenarios, testing future performance simulation alongside pressure-test prompts that probe past decisions and behavioral evidence.

Does this interview design approach work for hiring preparation across different roles?

Yes, this structured interviewing approach applies to hiring preparation and candidate assessment across any roles where bias control, competency validation, and evidence-based evaluation are critical to making accurate decisions.

What are the limitations of using structured interview guides for candidate assessment?

Structured interview guides require a clearly defined scorecard and detailed candidate resume to function effectively, meaning they cannot generate accurate pressure-test prompts or red-flag and green-signal criteria without prior role standard definition.