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A-priori Sample Size Calculator for Hierarchical Multiple Regression

This calculator will tell you the minimum sample size required for a hierarchical multiple regression analysis; i.e., the minimum sample size required for a significance test of the addition of a set of independent variables B to the model, over and above another set of independent variables A. The value returned by the calculator is…

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Hierarchical Multiple Regression F-Value Calculator

Hierarchical Regression F‑Value Calculator Compute the F‑statistic for the incremental change in \( R^2 \) between two nested regression models: $$ F=\frac{(R^2_{\text{full}}-R^2_{\text{base}})/(k_{\text{full}}-k_{\text{base}})}{(1-R^2_{\text{full}})/(n-k_{\text{full}}-1)}. $$ …

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Beta (Type II Error Rate) Calculator for Hierarchical Multiple Regression

Use this calculator to estimate the Beta (Type II Error Rate) in your hierarchical multiple regression analysis. By inputting the number of predictors, effect size, sample size, desired power, and alpha level, you can understand the likelihood of failing to reject the null hypothesis when it is false. For critical decisions, verify results with professional…

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