FreeStatisticalTools.com
11 free tools

Correlation, Regression and PROCESS Tools

Measure how variables relate and build models that predict an outcome. Includes Pearson, Spearman and Kendall correlations, linear and logistic regression, and PROCESS-style mediation and moderation.

Correlation Coefficient Calculator

Pearson, Spearman or Kendall correlations with p-values and confidence intervals for any set of variables.

Replaces SPSS · Excel

Partial Correlation Calculator

Correlation between two variables after controlling for one or more others.

Replaces SPSS

Simple Linear Regression Calculator

Fit a straight line to predict one variable from another, with the equation, R² and residual plot.

Replaces SPSS · Excel

Multiple Linear Regression Calculator

Predict an outcome from several predictors, with standardized betas, VIF and automatic dummy coding.

Replaces SPSS · Stata

Binary Logistic Regression Calculator

Predict a yes/no outcome with odds ratios, pseudo R², Hosmer-Lemeshow test and a classification table.

Replaces SPSS · Stata

PROCESS Macro Online

Every Hayes PROCESS model, 1 to 76 plus custom models: mediation, moderation and moderated mediation with bootstrap CIs.

Replaces SPSS PROCESS macro

Mediation Analysis Calculator

Simple, parallel and serial mediation (PROCESS Models 4 and 6) with bootstrap CIs, contrasts and covariates.

Replaces SPSS PROCESS macro

Moderation Analysis Calculator

Simple, additive and three-way moderation (PROCESS Models 1–3) with simple slopes and the Johnson-Neyman technique.

Replaces SPSS PROCESS macro

Moderated Mediation Analysis

Conditional indirect effects and the index of moderated mediation for PROCESS Models 7, 8, 14, 15, 21, 58, 59 and more.

Replaces SPSS PROCESS macro

Serial Mediation Analysis

Mediators in a causal chain (PROCESS Model 6) with every specific indirect effect, contrasts and the total indirect effect.

Replaces SPSS PROCESS macro

Three-Way Interaction Calculator

Three-way interactions X × W × Z (PROCESS Model 3) with conditional effects at every combination of moderator values.

Replaces SPSS PROCESS macro

Correlation Coefficient Calculator

Use Pearson’s r for two continuous, roughly normal variables with a linear relationship. Use Spearman’s ρ or Kendall’s τ for ordinal data, outliers or curved but monotonic trends. A point-biserial correlation is Pearson’s r with one variable coded 0/1.

Partial Correlation Calculator

Use it when a third variable may explain part of the relationship between two others.

Simple Linear Regression Calculator

Use it to describe or predict a continuous outcome from one continuous predictor.

Multiple Linear Regression Calculator

Use it to predict a continuous outcome from two or more predictors, or to test one predictor while controlling for others.

Binary Logistic Regression Calculator

Use it when the outcome has two categories and you want to know which predictors raise or lower the odds of the event.

PROCESS Macro Online

Use PROCESS when your hypothesis involves a mechanism (mediation), a boundary condition (moderation), or both (conditional process analysis). Choose the model number that matches your conceptual diagram, or use the custom option to moderate any combination of paths.

Mediation Analysis Calculator

Use mediation analysis to test a mechanism: whether X affects Y by changing M. Model 4 handles one or several parallel mediators; Model 6 handles mediators in a causal chain. Bootstrap CIs are now preferred to the Baron and Kenny steps and the Sobel test.

Moderation Analysis Calculator

Use moderation analysis when theory says the strength or direction of an effect changes with a third variable. Model 1 has one moderator, Model 2 two additive moderators, and Model 3 a three-way interaction (moderated moderation).

Moderated Mediation Analysis

Use moderated mediation when a moderator changes the first stage (Model 7), the second stage (Model 14), both (Models 21 and 58), or the direct effect as well (Models 8, 15, 59).

Serial Mediation Analysis

Use serial mediation when mediators influence each other in a fixed order, for example leadership builds trust, trust builds engagement, and engagement raises performance.

Three-Way Interaction Calculator

Use a three-way interaction when a moderation effect is expected to differ across levels of a second moderator.

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