Cognitive Science Power Analysis
CommunityPower-analysis guidance for cognitive science.
Education & Research#neuroscience#cognitive-science#sample-size#effect-size#experimental-design#power-analysis#statistical-planning
AuthorHaoxuanLiTHUAI
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill provides domain-specific power analysis guidance for cognitive science and neuroscience, incorporating modality-aware effect size priors and sample size recommendations to improve study planning.
Core Features & Use Cases
- Modality-specific priors: Customize effect size priors and sample sizes for behavioral, EEG/ERP, fMRI, and clinical studies.
- Power-analysis workflows: Analytic solutions for simple designs and simulation-based approaches using tools like SIMR, Superpower, fMRIpower, and NeuroPowerTools.
- Preregistration-ready reporting: Includes a structured power analysis reporting template and best-practice pitfalls to avoid.
- Reference libraries: Access curated effect-size libraries and detailed sample-size guidelines by modality.
- Example use: When designing a new fMRI study, the skill guides the researcher to select priors and determine participant numbers per group.
Quick Start
Define your study design and run a power analysis using modality-specific priors and recommended tools.
Dependency Matrix
Required Modules
None requiredComponents
references
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: Cognitive Science Power Analysis Download link: https://github.com/HaoxuanLiTHUAI/awesome_cognitive_and_neuroscience_skills/archive/main.zip#cognitive-science-power-analysis Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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