Articles

Predictive Commissioning in Community-Based Care: Using Data to Anticipate Demand, Risk and System Pressure
Predictive commissioning can help Medicaid agencies, MCOs, counties, funders and community-based providers anticipate demand, identify emerging risks and strengthen system performance. This article explores how data, AI, dashboards and governance can support earlier intervention across HCBS, LTSS, IDD, behavioral health and human services. Read more...
The Data-Driven State Agency: Workforce, Demand and Outcomes Intelligence in Medicaid and HCBS Commissioning
State agencies, Medicaid authorities, MCOs and human services leaders need better intelligence across workforce capacity, demand, quality and outcomes. This pillar article explores how data-driven commissioning could transform HCBS, LTSS, IDD, behavioral health and community-based care systems. Read more...
AI Predicting Hospitalization Risk: How Predictive Analytics Could Transform Prevention, Care Coordination, and System Performance
AI-powered hospitalization risk prediction could help U.S. healthcare systems identify deterioration earlier, strengthen care coordination, reduce avoidable utilization, and improve population health oversight. Read more...
Could AI Become a Care Coordinator? Using Artificial Intelligence to Prevent Avoidable Hospitalizations Before They Happen
Could AI help identify people at risk of avoidable hospitalization before crisis occurs? This article examines the future of predictive care coordination in HCBS and community-based care, exploring how AI-powered risk detection could help providers, health plans, and care teams identify deterioration earlier, prevent crisis escalation, and support better outcomes across complex populations. Read more...
Building AI-Assisted Escalation Review Without Losing Human Judgment in Complex Care
AI-assisted review can help complex care teams spot escalation risk earlier, but judgment must stay human-led. This article explains safe governance, review controls, and evidence standards. Read more...
Using Smart Home Signals to Detect Early Crisis Risk in Complex Care
Smart home signals can help complex care teams identify hidden risk before escalation becomes visible. This article explains how providers can interpret environmental alerts, coordinate response, and evidence safer prevention. Read more...
Using Wearable Risk Alerts to Improve Rapid Response in Complex Care
Wearable risk alerts can help complex care teams detect early physiological and behavioral change before escalation occurs. This article explains how providers can interpret alerts, confirm action, and evidence safer rapid response. Read more...
Executive controls for catheter-care support pilots, covering episode activation, restoration workflows, avoided deterioration measurement, and board oversight.
Hoist and transfer pilots fail when providers cannot prove baseline mobility-support interruption risk, targeted restoration action, or whether avoided deterioration is strong enough to support payment. Executive leaders need controlled episode activation, auditable transfer-restoration workflows, and board-level settlement assurance to keep value-based innovation defensible under Medicaid and managed care scrutiny. Read more...
Executive Controls for Value-Based Care Pilots That Tie Payment to Timely Restoration of High-Risk Catheter Care Support in Community Services
Catheter-care support pilots fail when providers cannot prove baseline interruption risk, targeted restoration action, or whether avoided deterioration is strong enough to support payment. Executive leaders need controlled episode activation, auditable catheter-support restoration workflows, and board-level settlement assurance to keep value-based innovation defensible under Medicaid and managed care scrutiny. Read more...
Executive Controls for Value-Based Care Pilots That Tie Payment to Timely Restoration of Supervised Dysphagia Mealtime Support in Community Services
Dysphagia-support pilots fail when providers cannot prove baseline supervision risk, targeted restoration action, or whether avoided deterioration is strong enough to support payment. Executive leaders need controlled episode activation, auditable mealtime-restoration workflows, and board-level settlement assurance to keep value-based innovation defensible under Medicaid and managed care scrutiny. Read more...
Executive Controls for Value-Based Care Pilots That Tie Payment to Timely Restoration of Home Infusion Antibiotic Support in Community Services
Home infusion antibiotic pilots fail when providers cannot prove baseline interruption risk, targeted restoration action, or whether avoided deterioration is strong enough to support payment. Executive leaders need controlled episode activation, auditable infusion-restoration workflows, and board-level settlement assurance to keep value-based innovation defensible under Medicaid and managed care scrutiny. Read more...
Executive Controls for Value-Based Care Pilots That Tie Payment to Timely Restoration of Tracheostomy Care Support in Community Services
Tracheostomy-support pilots fail when providers cannot prove baseline airway-care interruption risk, targeted restoration action, or whether avoided deterioration is strong enough to support payment. Executive leaders need controlled episode activation, auditable tracheostomy-restoration workflows, and board-level settlement assurance to keep value-based innovation defensible under Medicaid and managed care scrutiny. Read more...