Many people misunderstand what a P value means. Let's assume that you compared two means and obtained a P value equal to 0.03.
Correct definitions of this P value:
This latter statement is a common mistake. If you have a hard time understanding the difference between the correct and incorrect definitions, read this Bayesian perspective.