Is it true that your social security benefits are based on the last few years of your salary?

A friend who is nearing retirement says that she has to earn as much as possible for the last few years before she retires so that she can get the most social security benefits. Is it true that if you change jobs and make less money (in a less stressful job!) that it will affect what you get at retirement?