This piece is a nice reminder not only, as the authors conclude, that sentiment analysis has not fully matured, but also that sentiment analysis and social media analysis probably don’t accomplish what they think they are accomplishing:

http://www.retargeter.com/political-advertising/why-social-media-couldnt-predict-super-tuesday