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Statistical Reporting

Statistical test selection, assumption checking, and APA-formatted reporting. Use when analyzing experimental results or writing results sections.

aiming-lab11,332 星标2026年3月31日

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Statistical Reporting Best Practice

Test Selection Quick Reference

Comparing two groups (independent, normal): Independent t-test
Comparing two groups (independent, non-normal): Mann-Whitney U test
Comparing two groups (paired, normal): Paired t-test
Comparing two groups (paired, non-normal): Wilcoxon signed-rank test
Comparing 3+ groups (independent, normal): One-way ANOVA + post-hoc
Comparing 3+ groups (non-normal): Kruskal-Wallis test
Relationship between continuous variables: Pearson or Spearman correlation
Categorical outcomes: Chi-square or Fisher's exact test
Predicting continuous outcome: Linear regression
Predicting binary outcome: Logistic regression

Assumption Checking

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Statistical Reporting

npx skillvault add aiming-lab/aiming-lab-autoresearchclaw-claude-skills-statistical-reporting-skill-md

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作者: aiming-lab
星标: 11,332
更新时间: 2026年3月31日
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01Statistical Reporting Best Practice

Normality: Shapiro-Wilk test (n < 50) or visual Q-Q plots

Homogeneity of variance: Levene's test before t-tests and ANOVA

Independence: Verify study design ensures independent observations

Linearity: Scatter plots and residual plots for regression

Multicollinearity: VIF < 5 for multiple regression predictors

When assumptions are violated, use non-parametric alternatives or robust methods

APA Reporting Format

t-test: t(df) = X.XX, p = .XXX, d = X.XX
ANOVA: F(df_between, df_within) = X.XX, p = .XXX, eta-squared = .XX
Correlation: r(df) = .XX, p = .XXX [95% CI: .XX, .XX]
Chi-square: chi-square(df, N = XXX) = X.XX, p = .XXX
Regression: beta = X.XX, SE = X.XX, t = X.XX, p = .XXX
Always report exact p-values (not "p < .05") unless p < .001
Use leading zero for values that can exceed 1 (e.g., t = 0.50) but not for those bounded by 1 (e.g., p = .032, r = .45)

Effect Sizes

ALWAYS report effect sizes alongside p-values
Cohen's d for group comparisons: small = 0.2, medium = 0.5, large = 0.8
Eta-squared for ANOVA: small = .01, medium = .06, large = .14
R-squared for regression: report adjusted R-squared for multiple predictors
Odds ratios for logistic regression with 95% confidence intervals
Distinguish statistical significance from practical significance

Common Mistakes to Avoid

Never say "the results were not significant, therefore there is no effect"
Do not confuse correlation with causation in observational data
Apply multiple comparison corrections (Bonferroni, FDR) when running many tests
Report confidence intervals, not just point estimates
State whether tests are one-tailed or two-tailed and justify the choice

02

Test Selection Quick Reference

03Assumption Checking

04APA Reporting Format

06Common Mistakes to Avoid

Goplaces

Query Google Places API (New) via the goplaces CLI for text search, place details, resolve, and reviews. Use for human-friendly place lookup or JSON output for scripts.

Research Ops

Evidence-first current-state research workflow for ECC. Use when the user wants fresh facts, comparisons, enrichment, or a recommendation built from current public evidence and any supplied local context.

Editor

Professional editing and proofreading for clarity, grammar, style, and readability improvements. Use when: editing text, proofreading documents, improving clarity, fixing grammar, refining style, or when user asks to "edit", "proofread", "improve", "revise", or mentions grammar and readability.

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Fact Checker

Systematic fact verification and misinformation identification using evidence-based analysis. Use when: verifying claims, checking facts, identifying misinformation, evaluating source credibility, or when user asks to "fact check", "verify", "is this true", or mentions claims that need validation.

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Deep Research

Comprehensive research assistant that synthesizes information from multiple sources with citations. Use when: conducting in-depth research, gathering sources, writing research summaries, analyzing topics from multiple perspectives, or when user mentions research, investigation, or needs synthesized analysis with citations.

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Academic Researcher

Academic research assistant for literature reviews, paper analysis, and scholarly writing. Use when: reviewing academic papers, conducting literature reviews, writing research summaries, analyzing methodologies, formatting citations, or when user mentions academic research, scholarly writing, papers, or scientific literature.

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Statistical Reporting | Skills Pool