No wonder Blockbuster Inc.’s CEO is upset. Instead of rubber stamping a fat incentive-based bonus to him, the movie-rental chain’s board decided to trim it big time.

Even though pay for performance is supposed to be just that, few boards across corporate America exercise their power to lower bonus compensation when things aren’t going as well as they think they should.