UX research and design toolkit for Senior UX Designer/Researcher including data-driven persona generation, journey mapping, usability testing frameworks, and research synthesis. Use for user research, persona creation, journey mapping, and design validation.
95
Pending
Does it follow best practices?
Impact
90%
1.15xAverage score across 6 eval scenarios
Passed
No known issues
Data-Driven Persona Generation
JSON input format
80%
100%
Script invocation
50%
60%
Human-readable output
100%
100%
JSON output produced
100%
100%
Archetype classification
40%
70%
Frustrations with frequency
0%
0%
Specific actionable goals
0%
16%
Demographic ranges used
100%
100%
Multiple archetypes generated
100%
100%
Design implications present
100%
100%
B2B SaaS Journey Mapping
Scope document
100%
100%
B2B SaaS stages used
100%
100%
Actions layer
100%
100%
Touchpoints layer
100%
100%
Emotions with numeric scores
66%
100%
Pain Points layer
100%
100%
Opportunities layer
0%
100%
Priority formula applied
0%
50%
Opportunities ranked
100%
100%
Emotion curve narrative
100%
100%
Research Synthesis and Usability Test Planning
Coding tags applied
0%
100%
All 5 tag types present
0%
100%
3+ data point patterns
83%
58%
Finding structure complete
100%
100%
Testable research questions
80%
80%
Method selected with participant count
100%
100%
SCENARIO+GOAL+SUCCESS format
90%
100%
Task difficulty progression
100%
100%
Success metrics with targets
100%
100%
Severity ratings in report
60%
100%
Persona anti-patterns and validity criteria
Elastic persona identified
100%
100%
Demographic persona identified
100%
100%
Insufficient data source flagged
62%
100%
Sample size threshold applied
100%
100%
Segment viability checked
100%
87%
Revised persona has specific goals
80%
80%
Revised frustrations with evidence
100%
100%
Revised persona has psychographics
87%
100%
Confidence level stated
100%
100%
Demographic ranges used
100%
100%
Ideal user anti-pattern noted
100%
100%
Design implications included
100%
100%
Usability test moderation guide
Think-aloud script present
100%
100%
Silence prompts included
100%
100%
Non-leading question examples
70%
100%
Help request handling
100%
100%
Stuck participant handling
100%
100%
Post-task questions present
50%
100%
Post-session questions present
100%
100%
Pilot testing recommended
80%
100%
Session structure defined
87%
100%
Consent and neutral framing
100%
100%
Testable research questions
100%
100%
Research confidence scoring and segment viability
Segments identified
100%
100%
Segment size percentages
100%
100%
Viability threshold applied
41%
50%
Primary vs secondary designation
100%
100%
Confidence score calculated
100%
100%
Two data sources required
100%
100%
Sample size thresholds applied
25%
100%
Patterns require 3+ data points
80%
80%
Finding structure includes frequency
100%
100%
Underpowered segment flagged
100%
100%
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Table of Contents
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