Will apps fail to download if I'm still on iOS6?
It turned out to be a network issue. 
Even though I had reset my home router, it came down to how far away from the router I was. I guess the iPad couldn't get a stable enough connection to meet the needs of the download (even though the wifi icon on the ipad showed full strength). Moving closer to my wireless router resolved the problem.