The medical professional data 112 may include demographics, including medical specialty or expertise, medical subspecialty or expertise, age, years in practice, location of practice, practice affiliation to institutions or groups, address, and any other demographic of the medical professional 110 that may be useful in determining qualifications and experience of the medical professional 110.