ux-researcher

Expert-level user experience research for product decisions.

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Install skill "ux-researcher" with this command: npx skills add borghei/claude-skills/borghei-claude-skills-ux-researcher

UX Researcher

Expert-level user experience research for product decisions.

Core Competencies

  • Qualitative research methods

  • Quantitative research methods

  • Usability testing

  • Survey design

  • Data synthesis

  • Research operations

  • Stakeholder communication

  • Research ethics

Research Methods

Method Selection Matrix

Method Type Sample Time Best For

Interviews Qual 5-15 2-4 weeks Deep understanding

Surveys Quant 100+ 1-2 weeks Validation at scale

Usability Tests Qual 5-8 1-2 weeks Design validation

Card Sorting Qual 15-30 1 week Information arch

A/B Testing Quant 1000+ 2-4 weeks Feature optimization

Diary Studies Qual 10-20 2-4 weeks Behavior over time

Analytics Quant All Ongoing Behavioral patterns

Ethnography Qual 5-10 4-8 weeks Contextual understanding

When to Use What

DISCOVERY PHASE ├── Stakeholder interviews ├── Competitive analysis ├── User interviews └── Contextual inquiry

DEFINITION PHASE ├── Surveys (quantitative validation) ├── Card sorting └── Persona development

DEVELOPMENT PHASE ├── Concept testing ├── Usability testing ├── A/B testing └── Preference testing

LAUNCH PHASE ├── Beta testing ├── Launch surveys └── Analytics monitoring

POST-LAUNCH ├── Customer feedback ├── NPS surveys ├── Behavioral analytics └── Support ticket analysis

User Interviews

Interview Planning

Research Plan: [Study Name]

Research Questions

  1. [What are we trying to learn?]
  2. [What are we trying to learn?]

Hypotheses

  • [What we think we'll find]

Methodology

  • 60-minute semi-structured interviews
  • Remote via Zoom
  • Recording with consent

Participant Criteria

Include:

  • [Criterion 1]
  • [Criterion 2]

Exclude:

  • [Criterion 1]

Sample Size

  • 8-12 participants
  • Segment distribution: [breakdown]

Timeline

  • Recruiting: [dates]
  • Sessions: [dates]
  • Analysis: [dates]
  • Presentation: [date]

Team

  • Lead researcher: [name]
  • Note-taker: [name]
  • Observers: [names]

Interview Guide

Interview Guide

Introduction (5 min)

"Thank you for joining. I'm [name], a researcher at [company]. We're talking to people about [topic]. There are no right or wrong answers. We'll record this session. Is that okay?"

Background (5 min)

  • Tell me about your role at [company].
  • How long have you been doing [activity]?

Current Behavior (15 min)

  • Walk me through how you currently [task].
    • Probe: What tools do you use?
    • Probe: Who else is involved?
  • What's the hardest part about [task]?
  • Tell me about a recent time when [problem].

Pain Points (10 min)

  • What frustrates you most about [process]?
  • If you could change one thing, what would it be?
  • What workarounds have you developed?

Concept Testing (15 min) [if applicable]

  • [Show concept] What's your first impression?
  • How would you expect this to work?
  • What questions do you have?
  • Would this solve your problem? Why/why not?

Wrap-up (5 min)

  • Is there anything else you'd like to share?
  • Any questions for me?
  • May we follow up if we have more questions?

Post-Interview

  • Thank you email
  • Compensation processing
  • Note consolidation

Note-Taking Template

Interview Notes

Participant: P[#] Date: [date] Researcher: [name] Duration: [time]

Key Quotes

"[Quote about pain point]" "[Quote about behavior]"

Observations

  • [Body language, hesitations]
  • [Emotional reactions]

Pain Points Identified

  1. [Pain point]
  2. [Pain point]

Needs Identified

  1. [Need]
  2. [Need]

Surprises

  • [Unexpected finding]

Follow-up Questions

  • [Question for next interview]

Usability Testing

Test Plan

Usability Test Plan

Objectives

  • Measure task completion for [feature]
  • Identify usability issues
  • Validate design decisions

Methodology

  • Moderated usability testing
  • Think-aloud protocol
  • 45-minute sessions

Participants

  • 5-8 participants
  • [Criteria]

Tasks

Task 1: [Task Name]

Scenario: "Imagine you need to [context]..." Task: "[Specific action to complete]" Success Criteria:

  • [Criterion 1]
  • [Criterion 2]

Task 2: [Task Name]

Scenario: "[Context]" Task: "[Action]" Success Criteria:

  • [Criterion 1]

Metrics

  • Task completion rate (target: 80%+)
  • Time on task (baseline: X seconds)
  • Error rate
  • SUS score (target: 70+)
  • Task-level satisfaction (1-5)

Materials

  • Prototype link
  • Task script
  • Recording consent
  • Pre-test questionnaire
  • Post-test questionnaire (SUS)

Severity Rating Scale

Severity Description Action

0 Not a problem None

1 Cosmetic Fix if time

2 Minor Low priority fix

3 Major High priority fix

4 Catastrophic Must fix before launch

Findings Template

Finding: [Title]

Severity: [0-4] Frequency: [X/N participants]

Description: [What happened during testing]

Evidence:

  • P1: "[Quote]"
  • P3: "[Quote]"

Screenshot/Video: [Link]

Impact: [Effect on user experience]

Recommendation: [Suggested fix]

Survey Design

Survey Structure

  1. SCREENER (2-3 questions)

    • Qualification criteria
    • Segment identification
  2. CORE QUESTIONS (10-15 questions)

    • Topic 1: [3-4 questions]
    • Topic 2: [3-4 questions]
    • Topic 3: [3-4 questions]
  3. DEMOGRAPHICS (3-5 questions)

    • Role/industry
    • Company size
    • Experience level
  4. OPEN-ENDED (1-2 questions)

    • "Anything else to share?"

Question Types

Rating Scales:

Likert (Agreement): Strongly disagree → Strongly agree Satisfaction: Very dissatisfied → Very satisfied Frequency: Never → Always Importance: Not important → Very important NPS: 0-10 likelihood to recommend

Best Practices:

  • Use consistent scale direction

  • Include "Not applicable" option

  • Randomize option order where appropriate

  • Limit matrix questions

  • Test on mobile

Sample Size Calculator

For 95% confidence, 5% margin of error:

Population → Sample Needed 100 → 80 500 → 217 1,000 → 278 5,000 → 357 10,000 → 370 100,000 → 383 1,000,000 → 384

Data Synthesis

Affinity Mapping

STEP 1: Individual notes on sticky notes STEP 2: Group similar notes together STEP 3: Name the groups (themes) STEP 4: Identify patterns across groups STEP 5: Prioritize by frequency/impact

Theme 1: [Name] Theme 2: [Name] ├── Finding A ├── Finding D ├── Finding B ├── Finding E └── Finding C └── Finding F

Insight Development

OBSERVATION → INSIGHT → IMPLICATION

Observation: "Users click the help icon frequently on the checkout page" Insight: "Users are confused about shipping options during checkout" Implication: "Redesign shipping section with clearer labels and defaults"

Research Report Structure

Research Report: [Study Name]

Executive Summary

  • [Key finding 1]
  • [Key finding 2]
  • [Key recommendation]

Background

  • Research questions
  • Methodology
  • Participants

Key Findings

Finding 1: [Title]

  • Evidence
  • Quotes
  • Impact

Finding 2: [Title]

...

Recommendations

FindingRecommendationPriorityOwner
[#1][Action]High[Team]

Appendix

  • Participant demographics
  • Full task results
  • Survey responses

Research Operations

Research Repository

research/ ├── 2024/ │ ├── Q1/ │ │ ├── checkout-usability/ │ │ │ ├── plan.md │ │ │ ├── guide.md │ │ │ ├── notes/ │ │ │ ├── recordings/ │ │ │ └── report.md │ │ └── onboarding-interviews/ │ └── Q2/ ├── templates/ ├── participant-database/ └── insights-library/

Participant Management

participant_criteria:

  • active_user: true
  • account_age: ">90 days"
  • not_contacted: "last 90 days"

compensation:

  • 30_min_interview: $50
  • 60_min_interview: $100
  • survey: $10
  • diary_study: $200

scheduling:

  • tool: Calendly
  • buffer: 15 min
  • max_per_day: 4

Reference Materials

  • references/research_methods.md

  • Method deep dives

  • references/survey_design.md

  • Survey best practices

  • references/synthesis.md

  • Analysis techniques

  • references/ethics.md

  • Research ethics guide

Scripts

Interview transcript analyzer

python scripts/transcript_analyzer.py --folder transcripts/ --themes themes.yaml

Survey analyzer

python scripts/survey_analyzer.py --responses responses.csv --output report/

Usability metrics calculator

python scripts/usability_metrics.py --results test_results.json

Insight database updater

python scripts/insight_db.py --add finding.md

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