The common challenges you can face while interpreting the ANOVA results are: The process includes a long and wider format for data entry, and you can mix up and make errors.  The method involves multiple comparisons, which can be a big challenge, and you can do it correctly.  You can make a mistake in inflation if you do not follow the process effectively.