Richardson is also of hispanic descent (though not an immigrant himself). He speaks Spanish fluently and will likely help Obama in that segment of the population.
Furthermore, Richardson is a very close friend of the Clintons and worked in their administration. While he had never endorsed Clinton, it seems that this is just another nail in Hillary's political coffin.