“In April 2014, the Centers for Medicare & Medicaid Services (CMS) published detailed information on the $77 billion that 880 000 health care practitioners billed for some 6000 Medicare Part B services in 2012. This commentary by a former CMS administrator discusses how these data can be helpful, what is missing that might lead to misinterpretation, and why such transparency is here to stay.”