A great place to start: Emory's guide to Data Resources and Support is a collection of links to data sources and help for commonly used statistical packages (e.g. R, SAS, SPSS, Stata). Links to data sources are organized by subjects such as Health, Environment, Criminal Justice, Social Indicators, Census & Demography, and International Trade.