Momentum Provider Perspective Series: Preventing Falls, Readmissions & Adverse Events with Predictive Clinical Support
Hospitalizations, falls, and avoidable adverse events continue to place pressure on home-based care providers. As patient acuity rises and value-based expectations expand, organizations are being asked to improve outcomes while operating with limited clinical resources and increasing operational complexity.
At the same time, many providers are sitting on vast amounts of clinical and operational data but still face a difficult question: How can organizations move from reacting to risk after an event occurs to proactively identifying and addressing it earlier?
Predictive clinical intelligence is beginning to change that conversation. By combining real-time data, advanced risk modeling, and clinical oversight, providers now have stronger tools to help care teams identify patients at elevated risk for falls, hospitalizations, and other adverse events earlier, supporting more proactive intervention, stronger care coordination, and more consistent quality outcomes.
But what does that actually look like in practice? How are providers integrating predictive insight into care delivery workflows to better support caregivers and reduce avoidable disruption? And what lessons are emerging from organizations already putting these models into action?
In this Provider Perspective discussion, Momentum Healthcare & Technology Consulting CEO Kristen Duell will moderate a conversation with two leaders who have worked directly at the intersection of predictive insight and home-based care innovation:
Naomi Goldapple, SVP of Data & Intelligence at AlayaCare, will share how predictive AI models are being developed, implemented, and leveraged to support proactive care decisions and quality improvement.
Matt Kroll, Practice President of Assistive Care & Assistive Care State Programs at BAYADA Home Health Care, will provide the provider perspective for how predictive insight, clinical oversight, and operational support can strengthen caregiver decision-making and improve care reliability at scale.
Together, Naomi and Matt will explore how predictive insight, clinical operations, and caregiver support can work together to reduce risk, strengthen reliability, and improve outcomes in home-based care. The discussion will focus on practical implementation and the broader role predictive intelligence may play in the future of home-based care.