Seems like velocity of money theory doesn't take into account that the rich and poor (and businesses) have different spending or investing habits.

In my opinion the velocity of money for consumer and retail products is more or less constant because a large portion of the population doesn't (or can't) save a significant percentage of their income, while the 'asset money' category like real estate and stock market is hugely affected by velocity of money driven by falling interest rates.