So when you think about testing it raises a bunch of questions. These are pulled from @martinmodrak and @betanalpha 's discussion here: Hypothesis testing, model selection, model comparison - some thoughts
Short summary:
What is the relevance in testing?
What questions are you asking?
What decisions are you going to be making?
What inference are you looking for?