Dr. Mahmood went to University of Maryland, College Park for her undergraduate degree, and medical school at Drexel University in Philadelphia. She went on to do a year of general surgery at Temple University Hospital in Philadelphia before doing her residency in Orthopaedic Surgery at the Cleveland Clinic Foundation in Cleveland, Ohio. Dr. Mahmood finished her last year of training in Joint Arthroplasty at Emory University.