Workflow predictive analytics engine

A non-transitory computer-readable storage medium including instructions which, when executed by at least one processor, cause the at least one processor to at least:

• combine, using a data access layer including a data access service and a data access controller, healthcare workflow data with non-healthcare data to enrich the healthcare workflow data for analysis with respect to a patient, the healthcare workflow data including at least one of a schedule or a worklist including the patient and an activity in the at least one of the schedule or the worklist involving the patient;
• generate a prediction including a probability of patient no-show to the activity by processing the combined, enriched healthcare workflow data using at least one trained model selected from a plurality of models in an inferencing engine;
• output the prediction;
• and
• trigger a corrective action proportional to the probability of patient no-show.

A method to apply predictive analytics to drive a patient care pathway, the method comprising:

• combining, by executing an instruction using at least one processor with a data access layer including a data access service and a data access controller, healthcare workflow data with non-healthcare data to enrich the healthcare workflow data for analysis with respect to a patient, the healthcare workflow data including at least one of a schedule or a worklist including the patient and an activity in the at least one of the schedule or the worklist involving the patient;
• generating, by executing an instruction using the at least one processor, a prediction including a probability of patient no-show to the activity by processing the combined, enriched healthcare workflow data using at least one trained model selected from a plurality of models in an inferencing engine;
• outputting, by executing an instruction using the at least one processor, the prediction;
• and
• triggering, by executing an instruction using the at least one processor, a corrective action proportional to the probability of patient no-show.