A/B Testing Flashcards
What variables are used
Binary (yes/no), continuous variables (duration)
Fisher’s Exact Test
Binary variable, small sample size (34). Random sample, independent observations.
Pearson’s Chi-Square Test
Binary variable, large sample size (214). Random sample, independence, cell frequency of 5 or more.
Student’s t-test, F-test
Continuous variable, large sample size (or small sample size (31), but normal distribution) variance unknown, similar/equal variance (F_critical = 1.525, so if F<F_critical, equal variances)
Normal distribution can be tested by …
Histogram, box plot
Equal variance can be tested by …
F-test, Levene’s test
Welch’s t-test
Continuous variable, large sample size (or small sample size (38), but normal distribution) variance unknown, NOT similar/equal variance
Mann-Whitney U test
Continuous variable, small sample size, NOT normal distribution