Posts

Showing posts from September, 2025

The General Linear Model (GLM)

Image
  The Common Foundation: The General Linear Model (GLM) First, it's crucial to understand that ANOVA, ANCOVA, and MANOVA are all part of the same family: the  General Linear Model (GLM) . They all test for differences between group means, but they differ in the number and type of variables they can handle. Independent Variable(s):  The grouping variable(s) (e.g., drug type, breed, diet). These are categorical (factors). Dependent Variable(s):  The outcome you are measuring (e.g., weight gain, blood cell count, enzyme level). These are continuous. 1. ANOVA (Analysis of Variance) What it is:  ANOVA is used to determine if there are any statistically significant differences between the means of  three or more independent groups  based on  one continuous dependent variable . When to use it: You have  one  categorical independent variable (factor) with  three or more levels . You have  one  continuous dependent variable. You wa...