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.