Data Science for Healthcare | Scheduling & Patient Flow Optimization

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Bernoulli AI™ software by Potentia Analytics™ streamlines patient flow using sophisticated modeling and Machine Learning techniques to simulate and optimize the flow of patients through a healthcare system. In a single cloud-based platform, design flows that match capacity to demand prior to experimenting with the new designs. The optimization engine collects and analyzes granular data, finding factors/flaws that are not visible to the people working in the process including patient and external environmental factors. Once the flows are experimented, confirmed, and implemented, Bernoulli AI presents real time information in a simple manner that enables the people working in the patient environment to see the problems and quickly respond to them to sustain optimal flow on an ongoing basis.

Key Benefits

• Reduce lost revenue
• Maximize productivity
• Insightful operational data
• Proactive problem solving
• Improve patient experience
• Increase provider satisfaction
• Optimize staffing to demand
• Optimized performance metrics
• Real-time data analysis and visualization

Bernoulli AI™ allows virtual reallocation of staff, beds and other resources, along with patient movement through the hospital with the prediction of key metrics. Users can change patient inflow parameters (acuity and volume) to see how your system responds. Use the customized Flow Modeling to leverage multiple data inputs and infuse automation into how you visualize insights. AI and Machine Learning automates insight generation, monetizes your data inventory and fine-tunes decision making.

Using a form of Artificial Intelligence called Deep Learning and considering all the factors that affect flow in each facility, we have been able to achieve prediction accuracies of over 80%.