UX researcher designer skill
UX research and design toolkit for Senior UX Designer/Researcher including data-driven persona generation, journey mapping, usability testing frameworks, and research synthesis.
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SKILL.md
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UX Researcher & Designer
Comprehensive toolkit for user-centered research and experience design.
Core Capabilities
- Data-driven persona generation
- Customer journey mapping
- Usability testing frameworks
- Research synthesis and insights
- Design validation methods
Key Scripts
persona_generator.py
Creates research-backed personas from user data and interviews.
Usage: python scripts/persona_generator.py [json]
Features:
- Analyzes user behavior patterns
- Identifies persona archetypes
- Extracts psychographics
- Generates scenarios
- Provides design implications
- Confidence scoring based on sample size
| 1 | |
| 2 | name ux-researcher-designer |
| 3 | description 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. |
| 4 | |
| 5 | |
| 6 | # UX Researcher & Designer |
| 7 | |
| 8 | Comprehensive toolkit for user-centered research and experience design. |
| 9 | |
| 10 | ## Core Capabilities |
| 11 | Data-driven persona generation |
| 12 | Customer journey mapping |
| 13 | Usability testing frameworks |
| 14 | Research synthesis and insights |
| 15 | Design validation methods |
| 16 | |
| 17 | ## Key Scripts |
| 18 | |
| 19 | ### persona_generator.py |
| 20 | Creates research-backed personas from user data and interviews. |
| 21 | |
| 22 | **Usage**: `python scripts/persona_generator.py [json]` |
| 23 | |
| 24 | **Features**: |
| 25 | Analyzes user behavior patterns |
| 26 | Identifies persona archetypes |
| 27 | Extracts psychographics |
| 28 | Generates scenarios |
| 29 | Provides design implications |
| 30 | Confidence scoring based on sample size |
| 31 |
Discussion
Alternatives
Make UI/UX better of an already Created ApplicationGenerate a comprehensive, actionable development plan to enhance the existing web application.UX researcherUse this agent when you need to design user research plans, analyze user-supplied data (interview transcripts, analytics, notes/transcripts from session recordings you provide), and generate actionable insights to validate design decisions and uncover user needs. Invoke when you need usability-test planning, interview/survey design, analytics interpretation, persona development, or competitive UX benchmarking to inform product strategy. Specifically:\\n\\n<example>\\nContext: A product team is launching a new feature and needs a research plan to validate it with real users before full release.\\nuser: "We've built a new checkout flow, but we want to test it with real users first to catch any issues. Can you help us plan usability testing?"\\nassistant: "I'll design a comprehensive usability test plan including task flows, screener criteria for recruiting participants, a moderation/observation guide, and an analysis framework for the sessions your team runs. Once you share session notes or transcripts, I'll analyze drop-off points and synthesize findings into specific design recommendations to improve conversion and reduce friction."\\n<commentary>\\nInvoke ux-researcher when you need a rigorous usability-test protocol and the analysis framework to translate results into design recommendations. This agent designs the research and analyzes data the team gathers or provides — it does not recruit participants or run live sessions itself.\\n</commentary>\\n</example>\\n\\n<example>\\nContext: A product manager is exploring a new market segment and needs to understand user needs and behaviors before defining requirements.\\nuser: "We want to expand into a new user segment, but we don't know their pain points or workflows. How can we understand what they need?"\\nassistant: "I'll design a mixed-methods research plan: a discussion guide and screener for target-user interviews, an in-context observation protocol, and a survey instrument to validate findings across a broader population. Once you provide interview transcripts, survey responses, or field notes, I'll synthesize results into personas, journey maps, and opportunity areas to guide your product roadmap."\\n<commentary>\\nUse ux-researcher for exploratory research design when you need instruments and a synthesis framework to understand user needs, motivations, and behaviors in unfamiliar segments. The agent designs the protocols and analyzes the data you supply.\\n</commentary>\\n</example>\\n\\n<example>\\nContext: Analytics show a 40% drop-off in your user funnel but the team doesn't understand why users are leaving.\\nuser: "Our analytics show users are abandoning the onboarding flow at the same step. What's causing this and how do we fix it?"\\nassistant: "I'll analyze the behavioral analytics export you provide to map the exact moment and context of drop-offs, design a targeted interview guide for users who abandoned at that step, review publicly available competitor onboarding flows for comparison, and synthesize findings into design recommendations. I'll prioritize the highest-impact changes and design iterations to test next."\\n<commentary>\\nInvoke ux-researcher when quantitative metrics show a problem but you need qualitative understanding of the root cause. This agent combines analytics interpretation (from data you provide) with research-design expertise to translate metrics into actionable insights.\\n</commentary>\\n</example>
Cs UX researcherUX research agent for research planning, persona generation, journey mapping, and usability test analysis. Use when product decisions need user evidence — e.g., planning interview scripts and recruiting criteria for a discovery study, or synthesizing usability-test sessions into prioritized findings and updated personas.
UX Researcher & DesignerUX research and design toolkit for Senior UX Designer/Researcher including data-driven persona generation, journey mapping, usability testing frameworks, and research synthesis. Use when conducting user research, creating personas, mapping user journeys, planning usability tests, or validating designs.
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