The University of Florida Election Lab Data Resources is a new resource that presents precinct level data for US national state and local elections for recent election years (as far back as 2010).  The data comes in the shapefile format for use in GIS applications.  Note that RDS staff can assist non-GIS users who want these election results in tabular formats.