Predictive healthcare scheduling to adjust patient outcomes

Abstract

A method of modifying a healthcare employee schedule includes receiving an indication that a pre-scheduled healthcare employee belonging to a first class of healthcare employees will be absent from a scheduled shift at a first healthcare facility, receiving a first plurality of patient health profiles for a first plurality of patients expected to visit the first healthcare facility during the scheduled shift, receiving a first plurality of employee profiles for a plurality of healthcare employees, simulating a first predicted outcome score for each employee of the plurality of healthcare employees using a simulator, selecting a preferred replacement employee from the plurality of healthcare employees based on the simulated first predicted outcome scores, and scheduling the preferred replacement employee during the scheduled shift. Each first predicted outcome score is simulated using a computer-implemented machine learning model configured to generate treatment outcome positivity values based on patient health profiles and employee profiles.