I think it's important to find scholarships that have guarantees to carry over to the following years (given that you maintain a certain grade). A school giving you $20k a year with a guarantee, in my opinion, is better than a school giving you $40k your first year without any guarantee for the following years.
That is, in a nutshell, the most important point that I've learned during financial aid sessions at schools I've interviewed at.