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block design
randomly allocate treatments to experimental units within a block
Tukey Multiple Comparisons
a post-hoc test used to determine which means are significantly different after ANOVA.
Box-Cox power transformation
Used to address problems with homogeneous error variance in a fitted module.
In designed studies we use blocking in order to what?
Control for potential confounding variables
What is the purpose of the ANOVA F-test in multiple regression?
Statistically test if the fitted model improves over the null model: Y =β0 + ε.
What is the proper order of events when performing an analysis using models?
EDA → fit model → check/address assumptions → use model for inference
What does the ANOVA F-test statistic measure?
The ratio of the variability explained by the model to the variability left unexplained
F-statistic
Tests the null hypothesis that all regression coefficients are equal to zero.