So, I have to chime in and say that yes, training at altitudes does benefit you. With less oxygen, your body adapts.

Also, there is an effect on performance. Look at Coors Field in Denver, CO. Baseballs fly out of that park like no other.

Why do you suppose planes fly at 30,000ft? It aint for the scenery.