Interview Scorecard Designer

Builds structured interviews: competency questions, scoring rubrics, interview loops and debrief guides.

Use this skill freeTry it in Claude

Free plan: up to 10 private skills and 3 members, no credit card.

What this skill does

It provides competency-based question libraries, scoring rubrics with behavioral anchors, interview loop design, and debrief facilitation guides. Use for interview planning, scorecard creation, or hiring process improvement.

  • interviews
  • hiring
  • scorecards
  • competencies
  • assessment
  • recruiting
  • structured-interviews

SKILL.md

Overview

Transform interviewing from gut-feel conversations into structured evaluation that predicts job success. This skill encodes the frameworks for competency-based questions, scoring rubrics, and interview loop design that improve hiring quality and reduce bias.

When to Use This Skill

  • Scorecard creation — Building evaluation criteria
  • Question development — Creating competency-based questions
  • Interview loop design — Structuring multi-round processes
  • Debrief facilitation — Running hiring decisions

Scorecard Framework

Core Components

ROLE: [Title]

COMPETENCIES TO ASSESS:
1. [Competency 1] - Interview: [Stage]
2. [Competency 2] - Interview: [Stage]
3. [Competency 3] - Interview: [Stage]
4. [Competency 4] - Interview: [Stage]

SCORING SCALE:
4 - Strong Hire: Exceeds bar significantly
3 - Hire: Meets bar
2 - Lean No: Below bar but some positives
1 - No Hire: Significant concerns

Competency Categories

Category Examples
Technical Coding, domain expertise, tools
Problem-solving Analysis, structured thinking
Communication Clarity, listening, influence
Collaboration Teamwork, conflict resolution
Leadership Decision-making, coaching, vision
Values/Culture Alignment with company principles

Question Design

Behavioral Question Formula

STAR Format:

"Tell me about a time when [situation requiring competency]"

Follow-ups:
- "What was the situation?" (Situation)
- "What did you do?" (Task/Action)
- "What was the result?" (Result)
- "What would you do differently?" (Learning)

Questions by Competency

Problem-Solving
  • "Describe a complex problem you solved. Walk me through your approach."
  • "Tell me about a time you had to make a decision with incomplete information."
  • "Give an example of when you identified a problem before it became critical."
Leadership
  • "Tell me about a time you led a team through a difficult situation."
  • "Describe how you've developed someone on your team."
  • "Give an example of when you had to make an unpopular decision."
Communication
  • "Tell me about a time you had to explain something complex to a non-expert."
  • "Describe a situation where you had to give difficult feedback."
  • "Give an example of how you've built consensus across stakeholders."
Collaboration
  • "Tell me about a time you worked with a difficult colleague."
  • "Describe a cross-functional project you led or contributed to."
  • "Give an example of when you had to compromise to move forward."

Scoring Rubrics

Behavioral Anchors

Score Anchor Evidence
4 Strong Hire Multiple clear examples, deep insight, exceptional outcomes
3 Hire Solid examples, good self-awareness, meets expectations
2 Lean No Vague examples, limited depth, concerns present
1 No Hire No examples, contradictory stories, red flags

Example Rubric: Problem-Solving

Score Description
4 Structured approach, broke down complex problem, considered multiple solutions, achieved strong outcome, articulated learnings
3 Clear approach, reasonable solution, achieved expected outcome
2 Some structure but gaps, arrived at solution but unclear how, moderate outcome
1 No clear approach, couldn't articulate reasoning, poor outcome or no example

Interview Loop Design

Standard Loop Structure

Stage Focus Duration Interviewers
Screen Baseline fit 30 min Recruiter
Technical Core skills 60 min 1-2 experts
Hiring Manager Role fit 45-60 min Hiring manager
Team Collaboration 45 min 2 team members
Values/Culture Alignment 30-45 min 1 cross-functional
Executive Final bar 30 min Senior leader

Competency Coverage Matrix

Competency Screen Technical HM Team Values
Technical skill ○ ● ○
Problem-solving ● ●
Communication ○ ● ●
Collaboration ● ●
Leadership ● ○
Values ●

● = Primary | ○ = Secondary

Debrief Process

Debrief Structure

  1. Individual scoring (before meeting): Each interviewer completes scorecard
  2. Round robin (15 min): Each interviewer shares assessment without others' influence
  3. Discussion (15 min): Explore disagreements and concerns
  4. Decision (5 min): Hiring manager makes call

Debrief Rules

  • No peeking at others' scores before the meeting
  • Share assessment before hearing others
  • Focus on evidence, not impressions
  • Hiring manager makes final decision but must address concerns

Red Flag Discussion

If any interviewer sees a red flag:

  • Must be discussed regardless of other scores
  • Flag-raiser explains specific concern
  • Group assesses: Is this disqualifying?
  • Document decision either way

Bias Mitigation

Before Interview

  • Use structured questions (not free-form chat)
  • Score against rubric, not against other candidates
  • Review scorecard immediately after interview

During Interview

  • Ask all candidates the same questions
  • Let candidate finish before probing
  • Take notes on specific statements

After Interview

  • Complete scorecard before discussing with others
  • Focus on evidence, not gut feel
  • Identify which competency each concern relates to

Resources

references/

  • question-library.md — Questions by competency and role
  • rubric-templates.md — Scoring rubrics by competency

assets/

  • scorecard-template.xlsx — Interview scorecard
  • debrief-template.docx — Debrief meeting format

A skill is a written procedure, not a prompt. Add it to your library and it is yours to edit in plain language.

Nearby skills

Others that solve nearby problems

In your Agentman library

A skill you keep, not a prompt you paste

  • Versioned, not pasted

    Edit a skill once and every agent using it follows the new version.

  • Shared with your team

    One library with per-skill access control and a record of who did what.

  • One connection

    A single MCP link works across Claude, ChatGPT, Cursor and Agentman agents.

How Agent Skills work
Questions

Using a skill

What is a skill?

A skill is a written procedure an AI assistant reads before it does a task: the steps, the judgement calls, the standards and what "done" looks like. It lives in a SKILL.md file, sometimes with reference files beside it. A prompt is typed again each time; a skill is versioned and runs the same way for everyone who uses it.

How do I use this skill in Claude, ChatGPT or Agentman?

Create a free Agentman account and add the skill to your library. One MCP connection then makes your library available in Claude, ChatGPT, Cursor and Agentman agents, so you set it up once. To see it work before you sign up, use "Try it in Claude" on this page, which opens a chat that reads the public SKILL.md.

Can I edit the skill after I add it?

Yes. Cloning a skill puts a copy in your workspace that is yours to edit in plain language. Skills are versioned: edit one once and every agent using it follows the new version. The free plan covers up to 10 private skills and 3 members, no credit card.

Make it yours

Add Interview Scorecard Designer to your library, edit it to match how your team works, and use it from Claude, ChatGPT or an Agentman agent. The free plan covers up to 10 private skills and 3 members, no credit card.

Or try it in ChatGPT first.

Use this skill free