As reimbursement for healthcare procedures changes to a bundled payment model, providers will need to alter the way they handle patient care. Specifically, managing populations of patients and stratifying patients into groups requiring varying levels of care will be increasingly important. The purpose of this study was to create, and preliminarily validate, a clinical decision support (CDS) model for the post-operative management of patients following total knee arthroplasty (TKA).