It is one thing to feel guilty about buying a $5,000 handbag these days. But are the rich also feeling guilty about giving to charity?

New data compiled by the Chronicle of Philanthropy show a rising number of anonymous donors, perhaps out of a newfound desire to stay out of the wealth spotlight.