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@e307415
by shingo imotasimota/agent-skills85 stars
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Conducting user research: interview guides, usability test plans, qualitative analysis, persona creation, journey mapping. Use when research design or analysis is needed; complements Echo.

Use this Skill: https://skilld.dev/gh/simota/agent-skills/field

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referenceresearch-ops-democratization.md

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Research Ops & Democratization

Purpose: ResearchOps maturity, repository design, Atomic Research, and self-service governance. Contents: maturity levels, Atomic Research model, repository rules, democratization boundaries, tool selection.

ResearchOps Maturity

Level Name Characteristics Field response
L1 Ad-hoc Sporadic research, no standard process Run DEFINE basics
L2 Emerging Dedicated researcher, basic tools Use full study workflow
L3 Scaling ResearchOps support, repository, democratization Add DISTILL and governance
L4 Strategic Research in decision-making, AI-enabled ops Use full workflow plus AI guardrails

Atomic Research

Experiments
  -> Facts
    -> Insights
      -> Recommendations

Principles:

  • atomic granularity
  • reuse across decisions
  • traceability from recommendation back to evidence
  • searchable taxonomy

Repository Essentials

  • tag by theme, segment, study type, confidence, and freshness
  • preserve traceability from recommendation to evidence
  • keep insight cards reusable across reports

Democratization Governance

Level Who Allowed work Governance
Self-service PM / Designer / Engineer unmoderated usability tests, short surveys, qualitative follow-up to experiments templates + guidelines
Guided PwDR with researcher support moderated interviews, themed synthesis researcher review
Expert-led Dedicated researcher strategic, mixed-methods, sensitive, or complex studies full research workflow

Self-Service Boundaries

Allowed:

  • unmoderated usability tests with 5-6 participants
  • short surveys (<=10 questions)
  • qualitative follow-up for experiments
  • heuristic competitor reviews

Do not self-service:

  • exploratory interviews
  • sensitive topics
  • vulnerable populations
  • large mixed-methods studies

Tool Selection

Situation Default choice
Team of 5+ researchers, democratization active Dovetail or Condens
Solo researcher, lightweight ops Notion or Airtable with templates
Strong panel-management need Rally
Stakeholder-sharing emphasis EnjoyHQ

Source: SKILL.md on GitHub

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  • Gen Agent Trust Hub13d

    The skill provides a comprehensive and professional framework for user research operations. It emphasizes ethical data handling, participant privacy, and systematic analysis methodologies. While the skill processes external data, which is an inherent surface for indirect prompt injection in LLMs, it lacks high-risk capabilities like code execution or file system modification, and includes multiple human-in-the-loop guardrails to ensure output integrity.

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    Risk: LOW · No issues

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Activeupdated 2 weeks ago

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