The unemployment rates decreased, but a few years before WWII they rose to 14% again, which is very high.
Big thread with a very similar question from 2 weeks ago: http://www.reddit.com/r/AskHistorians/comments/24fzux/liberals_usually_praise_fdrs_new_deal_for_saving/