Main cause - the hardware on offer was not upgraded - they just tried to sell last years model, for several years in a row. Lack of understanding. Eventually everyone had a (old) console and no one wanted to buy another.
Check out the email on May 19, 1992 for an interesting writeup on Atari's downfall.