Patients with estrogen receptor (ER) positive metastatic breast cancer (MBC) starting their first line of endocrine therapy (ET) only have a 30-50% chance of receiving clinical benefit. For the other 50-70% of patients, ET is ineffective and these patients should probably be treated with chemotherapy, as is done for ER negative patients. More importantly, in nearly every clinical trial of ET in ER positive, MBC patients, between 15-30% of enrolled patients progress in the first 2-3 months, regardless of whether they are receiving first or later lines of ET. Currently there is no validated method to identify which ER positive MBC patients will be refractory to ET. Therefore, almost all ER positive patients are treated with serial endocrine therapies before switching to chemotherapy. The investigators propose that a subset of these patients would be better served with chemotherapy, in spite of its increased toxicity profile, rather than delaying chemotherapy during a several month trial of ineffective, albeit less toxic, ET.