As part of my research for my Master's in Applied Biostatistics I worked under Dr. Micheal LaValley with data from the BMC Osteoarthritis Initiative. The goal was to analyze the characteristics of 4796 patients with or at risk of osteoarthritis and compare those who had knee replacements to those who