It improves their performance in combat, by how much though I'm not sure anyone has really crunched the numbers. To do so you would probably also need to track your leadership skill carefully, since it also affects combat performance, but most importantly there are several random parameters which apparently can greatly effect combat, which make quantifying the other effects from observation extremely difficult.
Poll