user-research-integration

Installation
SKILL.md

User Research Integration

Turn research into decisions, not slide decks that nobody reads.

How to use

  • /user-research-integration Apply research integration constraints to this conversation.
  • /user-research-integration <question> Design a research approach for the described question.

Constraints

When to Research

  • MUST research before building when: the problem is unclear, the solution is novel, or the stakes are high
  • SHOULD research during building when: usability is uncertain or you're choosing between approaches
  • MUST research after building when: adoption is lower than expected or metrics tell a confusing story
  • NEVER research to validate a decision that's already been made. That's confirmation bias with extra steps.
  • NEVER research when the answer is obvious and you're just delaying the decision

Method Selection

  • User interviews: for understanding problems, motivations, and context. Not for asking what features to build.
  • Usability testing: for evaluating whether a solution works. 5 users finds 80% of issues.
  • Surveys: for quantifying things you already understand qualitatively. NEVER use as primary discovery.
  • Data analysis: for understanding what users do. Pair with qualitative to understand why.
  • MUST match method to question. "Do users understand this flow?" needs usability testing, not a survey.

Acting on Findings

  • MUST connect every research finding to a specific product decision or action
  • SHOULD present findings as "here's what we learned and here's what it means for what we build"
  • MUST prioritize findings by impact on user outcomes, not by how surprising they are
  • NEVER let research sit in a doc — synthesize it into the next sprint planning or roadmap review
  • SHOULD share raw research (clips, quotes) with the team, not just synthesized takeaways

Research Quality

  • MUST recruit participants who match your target users, not convenience samples
  • MUST ask about past behavior, not hypothetical future behavior
  • NEVER ask "would you use this?" — people are terrible at predicting their own behavior
  • SHOULD watch what users do, not just listen to what they say
  • MUST distinguish between what one user said and a pattern across multiple users

Anti-Patterns

  • Research Theater: doing research to check a box without intending to change anything
  • The Survey Default: surveying when you should be interviewing
  • Confirmation Research: designing research to validate what you've already decided
  • Research as Delay: researching endlessly to avoid making a decision
  • The Report Graveyard: thorough research that never makes it into product decisions
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1
First Seen
Mar 18, 2026