SKILL

product-research

Use when planning or synthesizing user research: choosing the method, deciding how many participants, or turning coded notes into insights. Runs study_designer.py, saturation_planner.py and insight_synthesizer.py, which refuses single-source insights.

Target: Learning & research. Automatically collected · unverified.

Excerpt from the author’s documentation

Extracted from a fixed version of SKILL.md in its original language. This is the author’s documentation; installation, compatibility and runtime results have not been verified by this site.

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Topics in the source

  • product-research
  • Purpose
  • When to use
  • Workflow
  • Scripts
  • Onboarding & customization
  • Optimize with autoresearch (opt-in)
  • References

Product / user research as an operational discipline: choosing the right method, sizing it honestly, and synthesizing findings into governed insights. The core rule: method must match the goal, and an insight requires recurrence across independent participants — a single quote is an anecdote. Product researchers, ResearchOps teams, and PMs running discovery need method rigor and an insight repository they can trust. This skill structures three decisions: Three deterministic tools: 1. studydesigner.py — Maps (research goal × product stage) to an appropriate method and emits a method-matched plan skeleton (objective, participant criteria, guide structure, success criteria). Redirects live A/B to product-team/experiment-designer. 2. saturationplanner.py — Method-based sample guidance with an explicit confidence label: Nielsen problem-discovery (5/segment), Guest et al. thematic saturation (12), and evaluative coverage. Never claims a prevalence rate from a small-n usability test. 3. insightsynthesizer.py — Clusters coded observations by tag, counts distinct participants, ranks by cross-participant recurrence, and flags any candidate below the source threshold as an ANECDOTE, never pro

This is an excerpt. Refer to the complete source and its current requirements.

Source repository
alirezarezvani/claude-skills
Source file
research-ops/skills/product-research/SKILL.md
Fixed revision
8f082544116fc0d014188e521ca40304cdfc86b0
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Author: alirezarezvani/claude-skills · original repository metadata. Documentation review: Not reviewed. Last source check: 2026-11-09T14:01:47.555Z.

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