I know it's my OCD, but I can't stand to have a deprecated reference in my code.
That said, the Hadoop tutorials, including the "The Definitive Guide" book, uses only deprecated classes JobConf and classes from the mapred package that are all deprecated.
Nowhere can I find any text on how to convert an existing MapReduce job to use the new construct.