There have been some studies done on this (for example [0] and [1]) and it does seem that wealthy people are less compassionate.
Anecdotally my experience aligns with the findings in the studies - my richer friends seem far less likely to tip well or give money to a panhandler than my poorer friends who tend to be more inclined to share the wealth, when they have it.