Pumps, stilettos, and other high-heeled shoes “In general, heels are a no-no if you have knee osteoarthritis,” Dr. Shakoor says. These types of shoes may even increase your risk of developing osteoarthritis, according to a study published in March 2015 in the Journal of Orthopaedic Research.