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/cs-product-research

Product / user research methodology. Select the right method for the goal (generative vs evaluative vs validation), compute method-based saturation / sample size with an explicit confidence level, and synthesize coded observations into insights while flagging single-source

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claude-skills
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$ npx -y skills add alirezarezvani/claude-skills --agent claude-code

Command definition

cs-product-research.md
disable-model-invocation: true
description: Product / user research methodology. Select the right method for the goal (generative vs evaluative vs validation), compute method-based saturation / sample size with an explicit confidence level, and synthesize coded observations into insights while flagging single-source anecdotes. Never fabricates insight. Direct invocation of the product-research skill.
argument-hint: "<research context: goal, product stage, segments, coded observations>"

/cs-product-research — Study design + saturation + insight synthesis

Run the `product-research` skill on this input:

**$ARGUMENTS**

Three-tool workflow

1. **`study_designer.py`** — Map (research goal × product stage) to an appropriate method and emit a plan skeleton (objective, participant criteria, guide structure, success criteria). Redirects live A/B to `product-team/experiment-designer`.

2. **`saturation_planner.py`** — Method-based sample guidance with an explicit confidence label: Nielsen problem-discovery (5/segment), Guest et al. thematic saturation (~12), evaluative coverage. Never claims a prevalence rate from a small-n usability test.

3. **`insight_synthesizer.py`** — Cluster coded observations by tag, count distinct participants, rank by cross-participant recurrence, and flag any candidate below the source threshold as an ANECDOTE — never promoting it to an insight.

Output

  • Recommended method + plan skeleton (matched to the goal)
  • Sample / saturation plan with confidence + limits
  • Synthesized candidates: INSIGHT vs ANECDOTE with evidence
  • Top 3 next actions

Hard rule

**Method must match the goal, and an insight requires recurrence across independent participants.** A single quote is an anecdote, not a finding.

First run + optimization

  • **Onboard first:** `python3 ${CLAUDE_PLUGIN_ROOT}/skills/product-research/scripts/onboard.py` (product profile, insight source-threshold, saturation method, high-stakes flag) — saved config pre-configures every tool. `--show` lists the questions.
  • **Optimize (opt-in):** only if the user asks to optimize the synthesis/run a loop, hand off to autoresearch via `skills/product-research/scripts/ar_evaluator.py` (`validated_insights`, higher is better).

Distinct from

  • `product-team/ux-researcher-designer` — that produces personas/journey artifacts. This is method + repository discipline.
  • `product-team/product-discovery` — that plans discovery sprints. This designs and synthesizes the research.
  • `product-team/experiment-designer` — that runs live A/B. This runs qualitative/evaluative research.
  • `market-research` (sibling) — that studies the market. This studies users.
Read more
@alirezarezvani
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