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Interview Coaching Design

name: interview-coaching-design

description: Design AI-powered mock interview experiences with behavioral/technical question generation, real-time feedback, scoring rubrics, and STAR framework integration. Practice session design with difficulty progression. Use when building mock interview features, designing interview prep curricula, creating scoring rubrics for interview responses, or implementing STAR-based feedback systems.

Interview Coaching Design

Instructions

Design mock interview experiences that prepare candidates through realistic practice, structured feedback, and progressive difficulty.

Interview Types and Question Generation

Behavioral Interviews

Generate questions using the competency-to-question mapping:

Competency Question Pattern Example
Leadership “Tell me about a time you led…” “Describe a situation where you had to lead a team through an unexpected change.”
Conflict Resolution “Describe a conflict where you…” “Tell me about a disagreement with a colleague and how you resolved it.”
Problem Solving “Walk me through how you solved…” “Describe a complex problem you identified before anyone else noticed.”
Failure/Growth “Tell me about a time you failed…” “What’s a professional mistake you made, and what did you learn?”
Initiative “Give an example of going beyond…” “Describe a time you identified and acted on an opportunity without being asked.”

For each question, generate:

  • The question text
  • What the interviewer is really assessing (hidden competency)
  • A strong STAR response outline
  • Common pitfalls candidates fall into
  • Follow-up probing questions (2-3)

Technical Interviews

Structure technical questions by domain and difficulty tier:

Tier Characteristics Time Allocation
Warm-up Concept verification, definitions 5 min
Core Applied problem solving in domain 15-20 min
Deep dive System design, trade-off analysis 20-30 min
Curveball Novel application of known concepts 10 min

STAR Framework Integration

Evaluate responses against STAR structure:

  • Situation (15% of score): Context is specific, concise, and relevant. Red flag: vague or missing context.
  • Task (20% of score): Candidate’s specific role and responsibility are clear. Red flag: using “we” without clarifying individual contribution.
  • Action (40% of score): Steps taken are detailed, specific, and demonstrate target competency. Red flag: generic actions, skipping to results.
  • Result (25% of score): Quantified outcome with business impact. Red flag: no metrics, no reflection on what was learned.

Scoring Rubric

Score Label Criteria
5 Exceptional All STAR elements strong; quantified results; demonstrates leadership and growth
4 Strong Complete STAR; specific actions; clear results with some quantification
3 Adequate STAR present but some elements thin; actions somewhat generic
2 Weak Missing STAR elements; vague actions; no quantified results
1 Poor Rambling, off-topic, or hypothetical rather than experiential

Feedback Design

Structure real-time feedback in three layers:

  1. Immediate (during practice): Flag when the candidate is spending too long on Situation, skipping Action details, or using “we” excessively
  2. Per-question (after each response): STAR score breakdown, strongest element, one specific improvement, rewritten example of a stronger version
  3. Session summary (end of practice): Overall performance pattern, top 3 strengths, top 3 improvements, personalized practice plan

Difficulty Progression

Design a 4-level progression system:

Level Session Design Feedback Style
Foundational Straightforward questions, unlimited time, full STAR template visible Coaching: detailed guidance after each response
Developing Standard questions, suggested time limits, STAR prompts available Balanced: score + 1 improvement per question
Advanced Complex multi-part questions, strict time limits, no scaffolding Interview-realistic: brief notes, summary at end
Simulation Full interview simulation with curveballs, time pressure, follow-ups Interviewer-style: minimal feedback during, full debrief after

Session Architecture

A complete mock interview session includes:

  1. Pre-session: Target role, company research, competency focus areas
  2. Warm-up: 1-2 easy behavioral questions to build confidence
  3. Core practice: 3-5 questions aligned to target competencies
  4. Cool-down: Candidate’s questions for the interviewer (practice asking smart questions)
  5. Debrief: Scored feedback, pattern analysis, next session recommendations

Inputs Required

  • Target role: Job title, level, industry, and company (if known)
  • Interview type: Behavioral, technical, case study, or mixed
  • Candidate experience level: Entry, mid, senior, executive
  • Focus competencies: Specific skills or behaviors to practice
  • Session length: Number of questions or time allocation
  • Difficulty level: Foundational, developing, advanced, or simulation

Output Format

  1. Session Plan: Ordered list of questions with competency mapping and time allocation
  2. Question Bank: Generated questions with hidden assessments and ideal STAR outlines
  3. Scoring Rubric: Per-question and session-level scoring criteria
  4. Feedback Templates: Structured feedback for each scoring tier
  5. Progression Recommendation: Next session focus based on performance patterns

Anti-Patterns

  • Generic questions: Using the same questions regardless of role or industry — tailor to the target position
  • Score without guidance: Giving a number without explaining how to improve — always pair scores with specific, actionable feedback
  • Neglecting follow-ups: Practicing only initial questions without probing follow-ups — real interviews go deeper
  • Perfectionism pressure: Setting expectations that all answers must be 5/5 — focus on improvement trajectory
  • Hypothetical acceptance: Allowing “I would…” responses in behavioral questions — insist on real experiences
  • One-size difficulty: Running advanced simulations for first-time users — match difficulty to readiness
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