biswajit56546/eda-hypothesis-experiment-designer
skills/eda-hypothesis-experiment-designer/SKILL.md
Convert research ideas into falsifiable hypotheses and experiment plans with metrics, controls, pass/fail criteria, and confounder mitigation.
data-ai
Updated Apr 16, 2026
$ install --global
skillsauthnpx skillsauth add biswajit56546/edagent eda-hypothesis-experiment-designerInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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SKILL.md
- name:
- eda-hypothesis-experiment-designer
- description:
- Convert research ideas into falsifiable hypotheses and experiment plans with metrics, controls, pass/fail criteria, and confounder mitigation.
EDA Hypothesis Experiment Designer
When to use
Use this skill after idea selection and before method implementation or expensive experiment submission.
Workflow
- Extract key assumptions from idea memo.
- Translate each assumption into a falsifiable hypothesis.
- Build an experiment matrix:
- hypothesis ID,
- manipulation,
- control/baseline,
- metrics,
- expected direction,
- pass/fail threshold,
- confounders and mitigation.
- Define minimum sample panel and runtime budget.
- Mark promotion gate:
- what evidence is required to move from hypothesis to implementation.
Outputs
hypothesis_experiment_matrix.tsvexperiment_design_note.mdpromotion_gate.md
Hard rules
- Each hypothesis must have explicit disproof condition.
- Metrics must match decision question (not just easy-to-collect metrics).
- Include at least one negative-control or ablation check when feasible.
Reference
Load when needed:
references/matrix-rules.md
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