SkillsLib.ai

Interview Questions

Generate role-specific interview questions with standardized scoring rubrics

4.1(46 reviews)
100+ downloads
Updated Nov 2026
Verified SafeSecurity VerifiedThis skill was analyzed by our AI security scanner for harmful content including data exfiltration, system manipulation, credential theft, and prompt injection. No threats were detected.

What You Can Do

You can build defensible, role-specific interview question banks calibrated to your competency framework, job level, and seniority requirements. Claude generates three question types—behavioral (STAR-format compatible), technical (with difficulty tiers), and cultural/values questions—each paired with explicit scoring rubrics so your entire hiring team assesses candidates against the same standards, reducing bias and improving inter-rater reliability.

Features

Behavioral questions aligned to STAR format for consistent competency evaluation
Technical questions with difficulty tiers (junior, mid-level, senior) and clear evaluation criteria
Cultural and values questions tailored to your company mission and team dynamics
Built-in scoring rubrics for each question to standardize interviewer calibration
Role-specific and seniority-matched questions that reflect actual job requirements
Question bank organization by competency cluster for easy reference during interviews
Bias-reduction framework embedded in question design and rubric language

Example Output

Behavioral Question Example:

Question: "Tell me about a time when you had to collaborate with someone whose working style was very different from yours. What did you do?"

Scoring Rubric:

  • 3 (Exemplary): Describes specific differences, took initiative to understand their approach, adjusted own style, achieved positive outcome
  • 2 (Proficient): Acknowledged differences, made some effort to adapt, outcome was acceptable
  • 1 (Developing): Minimal adaptation, focused on own perspective

Technical Question Example:

Question (Mid-level): "Walk me through how you'd optimize a database query that's running slowly on a table with 10M+ rows."

Evaluation Criteria: Identifies indexing strategy, discusses query execution plan analysis, considers data distribution, explains trade-offs between read/write performance

Cultural Question Example:

Question: "Our team values radical transparency. Can you give an example of when you shared difficult feedback openly? What was the outcome?"

Rubric: Specific example, demonstrates discomfort managed professionally, focuses on impact and learning

What's Included

  • SKILL.md instruction file with behavioral, technical, and cultural question frameworks:
  • Question Bank Template organized by role, level, and competency cluster:
  • Scoring Rubric Framework with 3-4 performance tiers and calibration guidance:
  • Interviewer Calibration Checklist to align hiring team on standards before interviews:
  • STAR Format Guide for behavioral question evaluation and follow-up probes:

Who It's For

  • Recruiting coordinators building standardized question sets for high-volume hiring
  • Hiring managers preparing for structured interviews across direct reports
  • Talent acquisition leaders designing consistent assessment processes across departments
  • HR teams training interviewers on bias-reduction and calibration
  • Executive recruiters conducting calibration exercises for hiring committees

Best For

  • Building question banks for new roles or newly opened requisitions
  • Preparing for high-volume hiring campaigns requiring consistency and defensibility
  • Refreshing outdated question banks misaligned with current job requirements
  • Training and calibration exercises for interviewer alignment
  • Designing structured interview processes that reduce legal and hiring bias risks

You might also like

Spa Service Menu Architect: Package Design, Pricing & Upsell Optimization
$35
Spa Service Menu Architect: Package Design, Pricing & Upsell Optimization

You can design profitable spa service menus with strategic packaging that increases average transaction value, develop dynamic pricing strategies that maximize profit margins while remaining competitive, and create data-driven client upsell workflows that recommend the right services at the right time. Get actionable recommendations for bundling services, tiering offerings by price point, and implementing seasonal pricing that captures peak demand.

Spa Guest Analytics & Personalized Experience Planning
$25
Spa Guest Analytics & Personalized Experience Planning

Analyze your spa guest data to uncover spending patterns, preferences, and loyalty drivers. Generate personalized treatment recommendations and targeted upselling strategies for each guest segment. Create actionable revenue optimization plans that increase booking frequency, average spend per visit, and long-term loyalty.

Group Rate & Yield Optimizer
$30
Group Rate & Yield Optimizer

You can analyze group booking inquiries, compare multiple pricing scenarios, and quantify the revenue impact of accepting groups at various rate levels. The skill evaluates trade-offs between occupancy volume, average daily rate (ADR), and displacement risk—helping you make data-driven decisions on whether to accept, counter-offer, or decline group business.

F&B Menu Engineering & Pricing Optimizer
$40
F&B3.7(3)
F&B Menu Engineering & Pricing Optimizer

This skill analyzes your restaurant menu to identify profitability gaps, recommend data-driven pricing adjustments, and engineer your dish mix for maximum revenue and margins. You'll get specific action items—which dishes to promote, reprice, or remove—plus revenue impact forecasts so you can implement changes with confidence and measure results.

Spa Staffing & Recruitment Optimizer
$25
Staffing3.4(5)
Spa Staffing & Recruitment Optimizer

Generate comprehensive recruitment strategies, interview frameworks, and scheduling solutions tailored to spa staffing challenges. Create retention programs that reduce turnover, develop fair hiring criteria for massage therapists and estheticians, and build team culture initiatives that keep your top talent engaged. You'll get actionable frameworks you can implement immediately at your spa.

Technical Requirement Analysis & Candidate Evaluation
$45
Technical3.5(4)
Technical Requirement Analysis & Candidate Evaluation

You can extract and structure technical requirements from job descriptions, RFPs, or project briefs, then systematically evaluate candidates against those criteria. This skill generates detailed scoring matrices, identifies skill gaps, highlights candidate strengths, and produces hiring recommendations with clear reasoning for better decision-making.

Spa Treatment Menu Development & Customization
$30
Spa Treatment Menu Development & Customization

You can create customized spa treatment menus that balance client preferences with business profitability. The skill helps you develop consistent treatment protocols with built-in safety guidelines, calculate treatment pricing based on ingredients and time, and generate marketing materials that highlight your unique offerings. From boutique add-ons to signature hour-long experiences, you'll have everything needed to run a professional, compliant treatment program.

Dynamic Room Pricing Optimizer
$25
Rooms3.2(5)
Dynamic Room Pricing Optimizer

Analyze your hotel's historical booking patterns, competitor rates, and market demand to generate data-driven room rate recommendations. The skill evaluates occupancy levels, seasonal trends, and competitive positioning to identify optimal pricing strategies that maximize revenue per available room. You'll get actionable pricing adjustments with revenue impact projections and implementation guidance.

$40.00