What assumptions are made when conducting an ANOVA test?

  • Independent observations, no outliers, equal sample sizes
  • Independent observations, normal distribution of variables, no outliers
  • Independent observations, normally distributed residuals, homoscedasticity
  • No missing data, normally distributed residuals, no outliers
ANOVA makes three key assumptions: 1) Observations are independent. 2) Residuals (the differences between the observed and predicted values) are normally distributed. 3) The variance of the residuals is the same for all groups (homoscedasticity).
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