http://shankerblog.org/?p=5405 Anecdotes can be dangerous, but ignoring them can be equally dangerous. Value-added models involve rather large measurement error, and policymakers will have to come to terms with the validity of scores when errors label teachers as bad when other indicators say they aren't.