{"enrichment":{"faq":[{"a":"Statistics Verifier provides structured checklists and frameworks for validating statistical claims by guiding you through claim verification protocols, red flags in reporting, and common statistical pitfalls. It helps you systematically audit data analysis and fact-check research findings against established standards.","q":"How does Statistics Verifier help fact check statistical claims?"},{"a":"Statistics Verifier identifies analytical errors, biases, and methodological flaws through systematic review of study design, sample selection, and analysis procedures. It flags issues like selection bias, confounding variables, p-hacking, and HARKing that can distort results and compromise research validity.","q":"What methods does Statistics Verifier use to detect bias in data analysis?"},{"a":"Yes. Statistics Verifier assesses study quality by evaluating sample size adequacy, statistical significance testing, effect sizes, and confidence intervals. It provides guidance on significance testing, power analysis, and reproducibility checklists to validate whether research methodology meets scientific standards.","q":"Can Statistics Verifier help verify research findings methodology?"},{"a":"Statistics Verifier applies causation assessment criteria, including Bradford Hill causation principles, to evaluate whether claimed causal relationships are justified. It helps you identify confounding variables and assess whether study design supports causal inference or merely shows correlation.","q":"How does Statistics Verifier distinguish correlation from causation?"},{"a":"Statistics Verifier highlights misleading statistics red flags including improper p-value interpretation, multiple comparisons without correction, inadequate sample sizes, and data visualization integrity issues. It also flags reproducibility concerns and checks for common reporting errors that undermine research credibility.","q":"What red flags does Statistics Verifier identify in statistical reporting?"},{"a":"Statistics Verifier evaluates data visualization integrity and reporting standards to ensure charts, graphs, and tables accurately represent underlying data. It checks for misleading scales, omitted context, and visual distortions that could misrepresent statistical findings or manipulate interpretation.","q":"How can Statistics Verifier improve data visualization integrity assessment?"}],"shadow_tags":["fact-checking-framework","research-validation","analytical-error-detection","statistical-rigor","evidence-quality-assessment","methodology-audit","bias-mitigation","data-integrity-checks","reproducibility-standards","causal-inference"],"summary_rewrite":"Statistics Verifier provides structured checklists and frameworks for validating statistical claims, assessing research methodology, and identifying analytical errors. It covers claim verification protocols, red flags in reporting, common statistical pitfalls, significance testing guidance, and causation assessment criteria to help you audit data analysis and fact-check research findings."},"files":[{"bytes":15763,"path":"skills/statistics-verifier/SKILL.md","sha256":"a0d380ea6f44318f100a2f570f26183f341cddf8c2e982ae86088338098943b8","url":"https://skillfed.io/files/travisjneuman/.claude/statistics-verifier/1665894b/SKILL.md"}],"id":"travisjneuman/.claude/statistics-verifier","links":{"html":"https://skillfed.io/travisjneuman/.claude/statistics-verifier","md":"https://skillfed.io/travisjneuman/.claude/statistics-verifier.md","repo":"https://github.com/travisjneuman/.claude"},"meta":{"agents_supported":[],"first_seen":"2026-07-28","forks":20,"language":"JavaScript","last_updated":"2026-07-17","license":"MIT","name":"statistics-verifier","publisher":"travisjneuman","stars":85},"relations":{"similar":[{"id":"LeonChaoX/qinyan-academic-skills/scientific-critical-thinking"},{"id":"xintaofei/codeg/scientific-critical-thinking"},{"id":"foryourhealth111-pixel/Vibe-Skills/scientific-critical-thinking"},{"id":"beita6969/ScienceClaw/scientific-critical-thinking"},{"id":"synthetic-sciences/openscience/scientific-critical-thinking"},{"id":"nicepkg/auto-company/scientific-critical-thinking"},{"id":"drshailesh88/integrated_content_OS/scientific-critical-thinking"},{"id":"K-Dense-AI/scientific-agent-skills/scientific-critical-thinking"},{"id":"mims-harvard/ToolUniverse/tooluniverse-epidemiological-analysis"},{"id":"beita6969/ScienceClaw/paper-analysis"}]},"slug":{"owner":"travisjneuman","repo":".claude","skill":"statistics-verifier"},"version":"1665894b"}