interview-designer

Create structured, bias-free interview guides from job descriptions and candidate resumes.

1|Updated May 1, 2026
One-click install
npx skills add https://github.com/e2662020/QuickMovie --skill interview-designer-e2662020
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: interview-designer
Source: https://github.com/e2662020/QuickMovie/tree/main/skills/interview-designer
Command: npx skills add https://github.com/e2662020/QuickMovie --skill interview-designer-e2662020

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill eliminates the risk of biased, inconsistent hiring decisions caused by ad-hoc interview planning and confirmation bias, replacing guesswork with a standardized, evidence-based workflow that ensures fair, objective candidate assessment.

Core Features & Use Cases

  • 3-Phase Evidence-Based Methodology: Uses Scorecard definition, Forensic resume scanning, and Future performance simulation to create comprehensive, role-aligned interview guides.
  • Dynamic Expert Panel: Automatically tailors question design to the role using insights from Geoff Smart (Topgrading), Lou Adler (performance-based hiring), Daniel Kahneman (bias mitigation), and role-specific domain experts.
  • Balanced Assessment Outputs: Generates both Red Flags (concerns/gaps) and Green Signals (highlight verification) to avoid one-sided evaluation.
  • Use Case: For example, when hiring a senior software engineer, use this Skill to first define the role's 12-month success outcomes, scan the candidate's resume for gaps against that scorecard, then design pressure tests for past performance concerns and future simulation scenarios for role-specific challenges.

Quick Start

Use the interview-designer skill to create a structured, bias-free interview guide for the [insert target role] position, using the provided job description and candidate resume as inputs.

Frequently Asked Questions about interview-designer

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

FAQPage Schema
How do I create an unbiased interview guide from a resume and job description?▼

An evidence-based interview guide replaces ad-hoc assessments by combining scorecard-defined standards, forensic resume analysis, and future performance simulation to ensure standardized, bias-free candidate evaluation across all professional roles.

What is the best way to mitigate confirmation bias during candidate assessment?▼

Mitigating confirmation bias requires applying balanced red flag and green signal frameworks alongside forensic resume scanning, ensuring interviewers evaluate evidence-based performance metrics rather than subjective impressions during candidate assessment.

How do I design performance-based interview questions for role-specific challenges?▼

Design performance-based questions by defining role-specific success outcomes on a scorecard, scanning the resume for gaps, then generating pressure tests for past performance and future simulation scenarios to evaluate role-specific challenges.

Can I use scorecard-defined standards for hiring assessments across all professional roles?▼

Yes, scorecard-defined standards apply to recruitment workflows for all professional roles, enabling objective candidate evaluation by aligning 12-month success outcomes with forensic resume analysis and future performance simulation frameworks.

Does structured interview design work for senior software engineer hiring simulations?▼

Structured interview design works for senior software engineer hiring by defining 12-month success outcomes, scanning resumes for gaps, and designing pressure tests alongside future simulation scenarios for role-specific technical challenges.

Why does ad-hoc interview planning lead to inconsistent hiring decisions?▼

Ad-hoc interview planning causes inconsistent hiring decisions by lacking standardized scorecard definitions and bias mitigation frameworks, resulting in subjective candidate evaluation rather than evidence-based, structured assessment.