Chapter 13: Q.13.14 (page 532)
For a one-way ANOVA test, suppose that, in reality, the null hypothesis is false. Does that mean that no two of the populations have the same mean? If not, what does it mean?
Short Answer
No, The fact that the null hypothesis is false does not rule out the possibility of the two populations having the same mean.


