The Generosity Commission is a non-partisan organization that promotes research on changes in the level of volunteering and charitable giving in the United States.
In a recent grant RFP they included a nice appendix summarizing some of the most useful public databases for nonprofit scholarship. It’s a great place to direct PhD students or scholars getting started on a new topic and looking for data sources to measure variables of interest.
The list can be downloaded HERE.