Alterlab Statistical Analysis
技能 已验证 活跃Part of the AlterLab Academic Skills suite. Guided statistical analysis with test selection and reporting. Use when you need help choosing appropriate tests for your data, assumption checking, power analysis, and APA-formatted results. Best for academic research reporting, test selection guidance. For implementing specific models programmatically use statsmodels.
To assist academic researchers in choosing and performing appropriate statistical tests, validating data assumptions, and generating professional, APA-style reports.
功能
- Guided statistical test selection
- Automated assumption checking (normality, variance, linearity)
- Power analysis and sample size determination
- APA-style statistical reporting
- Support for various tests (t-tests, ANOVA, regression, Bayesian)
- Comprehensive reference materials and examples
使用场景
- When needing help choosing the right statistical test for data.
- When requiring assistance with checking statistical assumptions.
- When needing to perform power analysis for study planning.
- When generating APA-formatted results and figures for publications.
非目标
- Implementing specific statistical models programmatically (recommendation: use statsmodels).
- Performing raw data manipulation beyond what's needed for analysis.
- Providing a general-purpose data analysis platform.
Trust
- info:Issues Attention2 issues opened, 0 closed in the last 90 days, indicating maintainer responsiveness may be slow or infrequent.
安装
npx skills add AlterLab-IEU/AlterLab-Academic-Skills通过 npx 运行 Vercel skills CLI(skills.sh)— 需要本地安装 Node.js,以及至少一个兼容 skills 的智能体(Claude Code、Cursor、Codex 等)。前提是仓库遵循 agentskills.io 格式。
质量评分
已验证类似扩展
Literature Review
100Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research synthesis, or comprehensive literature searches across biomedical, scientific, and technical domains. Creates professionally formatted markdown documents and PDFs with verified citations in multiple citation styles (APA, Nature, Vancouver, etc.).
Researchers Journalism
100Researches investigative articles, interviews, and news coverage. Use when research needs journalistic sources for cross-referencing or additional context.
Survey Theoretical Literature
99Survey and synthesize theoretical literature on a specific topic, identifying seminal papers, key results, open problems, and cross-domain connections. Use when starting research on an unfamiliar theoretical topic, writing a literature review for a paper or thesis, identifying open problems and research gaps, finding cross-domain connections, or evaluating the novelty of a proposed theoretical contribution against existing work.
Experiment Designer
99Use when planning product experiments, writing testable hypotheses, estimating sample size, prioritizing tests, or interpreting A/B outcomes with practical statistical rigor.
Statistical Analyst
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Generate Statistical Tables
99Generate publication-ready statistical tables using gt, kableExtra, or flextable. Covers descriptive statistics, regression results, ANOVA tables, correlation matrices, and APA formatting. Use when creating descriptive statistics tables, formatting regression or ANOVA output, building correlation matrices, producing APA-style tables for academic papers, or generating tables for Quarto and R Markdown documents.