Padmini earned a bachelor's degree in physical therapy from MS Ramiah Medical College in Bangalore, India. She completed a master's degree in healthcare administration from Webster University in St. Louis, MO, then a master's degree in physician assistant studies from St. Louis University in St. Louis, MO.