Some researchers believe science would improve if we stopped using pvalues. I don’t think it’s so easy. What we need, is for people to understand how to correctly interpret pvalues. In this lecture, you will see how pvalues are a function of the power of the test, and will learn how to interpret pvalues correctly.

This video is part of my free online course on statistics: https://www.coursera.org/learn/statis...

Can't get enough? Some suggestions for additional reading:
The ultimate discussion of pvalues and how to interpret them is provided by:
Nickerson, R. S. (2000). Null hypothesis significance testing: a review of an old and continuing controversy. Psychological methods, 5(2), 241301.