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Regression, mediation and moderation

Guides to correlation, multiple and logistic regression, mediation and moderation analysis: how to run them, read the output and report the results.

Free Regression, mediation and moderation tools

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Correlation Coefficient CalculatorFree correlation matrix calculator: Pearson r, Spearman rho or Kendall tau-b with p-values, 95% CIs and a scatter plot. APA-style table.Simple Linear Regression CalculatorFree linear regression calculator: regression equation, slope, intercept, R², ANOVA table, standardized beta, scatter plot with line and residual plot.Binary Logistic Regression CalculatorFree logistic regression calculator: odds ratios with 95% CI, Wald tests, Nagelkerke R², Hosmer-Lemeshow test and classification table.Mediation Analysis CalculatorFree mediation analysis online like PROCESS Models 4 and 6: simple, parallel and serial mediation, bootstrap CIs, contrasts, covariates and path diagram.Moderated Mediation AnalysisFree moderated mediation online: conditional indirect effects and the index of moderated mediation for PROCESS Models 7, 8, 14, 15, 21, 58 and 59.Moderation Analysis CalculatorFree moderation analysis like PROCESS Models 1–3: interaction tests, ΔR², conditional effects, Johnson-Neyman region, HC3 and an interaction plot.Multiple Linear Regression CalculatorFree multiple regression calculator: B, SE, standardized beta, t, p, 95% CI and VIF for each predictor, with R², ANOVA and automatic dummy coding.Partial Correlation CalculatorFree partial correlation calculator: the correlation between two variables controlling for one or more others, with t, df and p-value.PROCESS Macro OnlineRun Hayes’ PROCESS macro models 1 to 76 online, free: mediation, moderation, moderated mediation, bootstrap CIs and index of moderated mediation.Serial Mediation AnalysisFree serial mediation analysis online like PROCESS Model 6: every specific indirect effect through 2–6 mediators, contrasts and total indirect effect.Three-Way Interaction CalculatorFree three-way interaction (moderated moderation) analysis like PROCESS Model 3: X × W × Z test, ΔR², conditional effects and interaction plot.