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What are some tests that can be run after running an ANOVA test?
Levene’s test: Checks whether two or more groups have equal variances, verifying the homogeneity of data
What is the importance of F value?
Statistical test that compares variation between groups with variation within groups; larger value suggests that group differences are less likely to occur by chance
What is the importance of F ratio?
Ratio of the two mean square values, so if the F value is close to 1 then there is no difference between the groups.
A large F raio means that the variation among group means is more than you’d expect to see by chance.
What is required before running an ANOVA test?
ANOVA should be used when there are more than two populations being investigated
Data should be continuos
Data should be derived randomly and the significances are determined by the difference between the means and variance around the means
What does a large or small p value mean?
Large P Value
means that the observed differences could easily occur by random sampling
not the same as saying that the true means are the same, you just don’t have compelling evidence that they differ
Small P Value
means that you can reject the null hypothesis and that there is statistical difference between the groups
What are some examples of a post-hoc test?
Tukeys- compares every mean with every mean
Bonferroni- compares every mean to the control mean
What is a degree of freedom?
Independent value that can differ without influencing its constraints