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Statistics Tutorials and Data Analysis Guides

Practical guides for SPSS, R, Python, Excel, Power BI, statistical tests, calculators, dashboards and interpretation.

SPSS Output Regression ANOVA Dashboards
Levene’s Test homogeneity of variance output with SPSS, R, Python, boxplots, variance charts and absolute deviation graphs
Multivariate Analysis

Levene Test: Homogeneity of Variance, Brown-Forsythe Version, R, Python, SPSS and Excel Guide

Learn Levene’s Test with a complete SPSS, R and Python example using student performance data. This guide explains homogeneity of variance, equality of variances, group-level spread, boxplots, absolute deviations and practical reporting.

Read: Levene Test: Homogeneity of Variance, Brown-Forsythe Version, R, Python, SPSS and Excel Guide
Influence Diagnostics regression guide showing Cook’s Distance, leverage, studentized residuals, DFFITS, DFBETAS, COVRATIO and influential cases
Regression Tests and Models

Influence Diagnostics: Cook’s Distance, Leverage, DFFITS, DFBETAS, COVRATIO, SPSS, R and Python

Influence Diagnostics is a practical regression-checking method used to detect cases that strongly affect fitted values, coefficients, standard errors or model conclusions. This guide explains Cook’s Distance, leverage, studentized residuals, DFFITS, DFBETAS and COVRATIO with SPSS, R and Python interpretation.

Read: Influence Diagnostics: Cook’s Distance, Leverage, DFFITS, DFBETAS, COVRATIO, SPSS, R and Python