ND Filter - how to select ?

Hello Everyone,

I would like to try my hand at some long exposure shots such as moving clouds, moving water, etc. My problem is that I'm confused how to select an ND filter. How do I know how many stops I need ? These can be a little pricey, so I'd like to make an educated choice, rather than a lot of trial-and-error.

Would appreciate any help. Thanks !