Agent skill
ux-research
Conduct comprehensive UX research to understand user needs and inform design decisions. Use for: user interviews, usability testing, surveys, field studies, persona creation, journey mapping, research synthesis, and data-driven design validation.
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SKILL.md
UX Research
Conduct comprehensive user research to understand needs, behaviors, and motivations, informing data-driven design decisions.
Overview
UX research encompasses methods and techniques for understanding users through observation, feedback, and analysis. It informs design decisions with real-world insights rather than assumptions.
Research Dimensions
Attitudinal vs. Behavioral
Attitudinal Research (What People Say):
- Stated beliefs and perceptions
- Self-reported preferences
- Expectations and opinions
- Methods: Interviews, surveys, focus groups
- Limitations: May not match actual behavior
Behavioral Research (What People Do):
- Observed actions and interactions
- Actual usage patterns
- Real-world behavior
- Methods: Usability testing, analytics, field studies
- More reliable for predicting actual use
Qualitative vs. Quantitative
Qualitative Research:
- Answers "why" and "how"
- Direct observation and conversation
- Rich, detailed insights
- Small sample sizes
- Methods: Interviews, usability tests, field studies
- Generates hypotheses
Quantitative Research:
- Answers "how many" and "how much"
- Numerical data and statistics
- Large sample sizes
- Statistical significance
- Methods: Surveys, analytics, A/B tests
- Tests hypotheses
Context of Use
Natural Use:
- Minimal interference
- Real-world context
- High external validity
- Methods: Field studies, diary studies
Scripted Use:
- Controlled tasks
- Focus on specific features
- Methods: Usability testing, benchmarking
Not Using Product:
- Broader context
- Brand perception
- Competitive analysis
- Methods: Interviews, surveys
Research Methods
User Interviews
Purpose:
- Understand user needs and motivations
- Explore problems and pain points
- Gather qualitative insights
- Build empathy
Interview Types:
- Structured: Fixed questions, consistent
- Semi-structured: Flexible, conversational
- Unstructured: Open-ended exploration
Best Practices:
- Prepare interview guide
- Ask open-ended questions
- Listen more than talk
- Probe for details ("Tell me more...")
- Avoid leading questions
- Record with permission
- Take notes
Sample Questions:
- "Tell me about your experience with..."
- "What challenges do you face when..."
- "Walk me through how you..."
- "What would make this easier?"
Usability Testing
Purpose:
- Identify usability issues
- Observe real user behavior
- Validate design decisions
- Measure task success
Testing Process:
- Define tasks and scenarios
- Recruit representative users
- Prepare test environment
- Observe users completing tasks
- Ask follow-up questions
- Analyze findings
- Prioritize issues
Moderated Testing:
- Facilitator present
- Can probe and clarify
- Rich qualitative data
- Think-aloud protocol
Unmoderated Testing:
- Users test independently
- Scalable and cost-effective
- Quantitative metrics
- Less contextual insight
Metrics:
- Task completion rate
- Time on task
- Error rate
- Satisfaction ratings
- System Usability Scale (SUS)
Surveys
Purpose:
- Collect data from large samples
- Measure attitudes and satisfaction
- Quantify user preferences
- Track metrics over time
Survey Design:
- Clear, concise questions
- Avoid bias and leading language
- Mix question types (multiple choice, scale, open-ended)
- Logical flow and grouping
- Test before deploying
Question Types:
- Multiple choice: Predefined options
- Likert scale: Agreement/satisfaction ratings
- Open-ended: Free-form responses
- Ranking: Prioritize options
- Matrix: Multiple items, same scale
Distribution:
- Email to user base
- In-app prompts
- Website intercepts
- Social media
- Panel services
Field Studies
Purpose:
- Observe users in natural context
- Understand real-world usage
- Identify environmental factors
- Discover unarticulated needs
Ethnographic Research:
- Immersive observation
- Extended time in user environment
- Cultural and contextual understanding
- Rich qualitative data
Contextual Inquiry:
- Observe and interview simultaneously
- Users perform actual tasks
- Ask questions in context
- Understand workflow and environment
Best Practices:
- Minimize disruption
- Observe before asking
- Take detailed notes
- Photograph environment (with permission)
- Look for workarounds and pain points
Diary Studies
Purpose:
- Track behavior over time
- Capture experiences in the moment
- Understand patterns and changes
- Longitudinal data
Process:
- Recruit participants
- Provide diary format (app, journal, video)
- Define logging frequency and prompts
- Participants record experiences
- Collect and analyze entries
- Follow-up interviews
Applications:
- Daily habits and routines
- Product usage over time
- Emotional responses
- Behavior change
Card Sorting
Purpose:
- Understand user mental models
- Inform information architecture
- Organize content and navigation
- Validate structure
Types:
- Open: Users create categories
- Closed: Predefined categories
- Hybrid: Mix of both
Process:
- Prepare cards (content items)
- Users sort into groups
- Users label groups (open sorting)
- Analyze patterns and clusters
- Inform site structure
Tools:
- Physical cards
- Online tools (Optimal Workshop, UserZoom)
- Remote or in-person
Tree Testing
Purpose:
- Test information architecture
- Measure findability
- Validate navigation structure
- Identify confusing labels
Process:
- Create text-based hierarchy
- Define tasks (find specific items)
- Users navigate tree structure
- Measure success and paths taken
- Identify problem areas
Metrics:
- Success rate
- Directness (optimal path)
- Time to complete
- Where users get lost
A/B Testing
Purpose:
- Compare design variations
- Measure impact on behavior
- Data-driven decisions
- Optimize conversion
Process:
- Identify element to test
- Create variations (A and B)
- Randomly assign users
- Collect data
- Analyze statistical significance
- Implement winner
What to Test:
- Headlines and copy
- Call-to-action buttons
- Layout and design
- Images and media
- Form fields
Requirements:
- Sufficient traffic
- Clear success metric
- Statistical significance
- Controlled variables
Research Synthesis
Affinity Mapping
Purpose:
- Organize research findings
- Identify patterns and themes
- Collaborative sense-making
- Generate insights
Process:
- Write observations on sticky notes
- Place on wall or board
- Group similar items
- Label groups with themes
- Identify relationships
- Synthesize insights
Personas
Purpose:
- Represent user segments
- Build empathy
- Guide design decisions
- Communicate user needs
Persona Components:
- Name and photo
- Demographics
- Goals and motivations
- Behaviors and preferences
- Pain points and frustrations
- Technology proficiency
- Quote or scenario
Creating Personas:
- Analyze research data
- Identify patterns and segments
- Define 3-5 primary personas
- Develop detailed profiles
- Validate with stakeholders
- Use throughout design process
Journey Maps
Purpose:
- Visualize user experience over time
- Identify pain points and opportunities
- Understand emotional journey
- Align team on user perspective
Components:
- Stages or phases
- User actions
- Thoughts and emotions
- Pain points
- Opportunities
- Touchpoints
Creating Journey Maps:
- Define scope and user
- Research user experience
- Identify stages
- Map actions and emotions
- Highlight pain points
- Identify opportunities
- Visualize and share
Research Planning
Research Questions
Defining Questions:
- What do we need to learn?
- Why is this important?
- How will insights inform decisions?
- What are our assumptions?
Good Research Questions:
- Specific and focused
- Answerable with chosen methods
- Relevant to design decisions
- Unbiased and open-ended
Method Selection
Considerations:
- Research questions
- Project phase (discovery, design, evaluation)
- Time and budget
- Available resources
- User access
Combining Methods:
- Triangulate findings
- Qualitative + quantitative
- Multiple perspectives
- Validate insights
Recruiting Participants
Defining Criteria:
- Target user characteristics
- Demographics
- Behaviors and experience
- Screener questions
Recruitment Methods:
- Existing user base
- Social media and forums
- Recruitment agencies
- Guerrilla recruiting
- Panel services
Sample Size:
- Qualitative: 5-8 per segment
- Quantitative: Statistical significance
- Usability testing: 5 users find 85% of issues
- Surveys: Hundreds to thousands
Analysis and Reporting
Data Analysis
Qualitative Analysis:
- Transcribe recordings
- Code and categorize data
- Identify themes and patterns
- Generate insights
- Support with quotes
Quantitative Analysis:
- Clean and organize data
- Calculate metrics
- Statistical analysis
- Visualize with charts
- Identify trends
Insight Generation
From Data to Insights:
- Observations: What we saw/heard
- Patterns: Recurring themes
- Insights: Why it matters
- Recommendations: What to do
Good Insights:
- Actionable
- Specific
- Supported by data
- Relevant to goals
- Surprising or validating
Research Reports
Report Structure:
- Executive summary
- Research objectives
- Methodology
- Key findings
- Insights and recommendations
- Appendices (data, materials)
Presentation Tips:
- Lead with key insights
- Use visuals and quotes
- Tell stories
- Connect to business goals
- Provide clear recommendations
Ethical Considerations
Informed Consent
Requirements:
- Explain research purpose
- Describe what participation involves
- Clarify how data will be used
- Ensure voluntary participation
- Allow withdrawal at any time
Privacy and Confidentiality
Best Practices:
- Anonymize data
- Secure storage
- Limit access
- Follow regulations (GDPR, etc.)
- Respect user privacy
Inclusive Research
Considerations:
- Diverse participant recruitment
- Accessibility accommodations
- Cultural sensitivity
- Avoid bias in questions
- Represent all user groups
Conclusion
UX research provides the foundation for user-centered design. Combine methods, involve users throughout the process, and let insights guide decisions. Continuous research ensures products meet real user needs and deliver value.
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