Check out Tips for Measuring and Analyzing Your Videos with Elizabeth Pierce by Matt Pierce. Here is an excerpt:
If you’re producing video after video, you need to know how well they’re doing.
Are they effective? Is there room for improvement? Do they cover everything they need to?