Articles

Can Value-Based Payment Work in Community-Based Long-Term Services and Supports? Evidence, Incentives and Provider Sustainability
Value-based payment promises to connect Medicaid HCBS and LTSS funding more closely with quality, independence and outcomes, but community-based services face challenges that traditional healthcare payment models often overlook. This article examines federal and state policy, managed care contracts, outcome measurement, workforce costs, provider risk and practical payment design, showing when value-based arrangements can create genuine value and when they may undermine access and sustainability. Read more...
Could Medicaid Move From Paying for Services to Paying for Independence? The Future of Outcome-Based HCBS Funding
Medicaid traditionally reimburses many community-based providers for authorized services and delivered units of support. But could future payment models reward greater independence, personal choice and sustained community living? This flagship analysis examines outcome-based HCBS funding, federal-state Medicaid architecture, managed care, provider economics, workforce incentives, quality measurement and safeguards against inappropriate service reduction. It explores how states and providers could develop payment arrangements that recognize meaningful progress without penalizing people with complex or lifelong support needs. 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...
Measuring Provider Performance Under Shared Savings Models
Shared savings models can reward HCBS providers for reducing avoidable cost, but performance must be measured fairly. This article explains how providers evidence contribution, protect outcomes, adjust for acuity, and maintain commissioner confidence through auditable performance review. Read more...
Medicaid Pay-for-Performance Over Time: How to Keep Outcome Contracts Credible as Cohorts, Risks, and Systems Change
Outcome contracts often degrade after launch because cohort mix, system conditions, and service realities shift while contract logic stays static. This article explains how Medicaid and HCBS commissioners can govern pay-for-performance over time so outcome rules remain fair, auditable, and usable as real-world conditions evolve. Read more...
Outcome Commissioning in County and Medicaid Systems: How to Handle Partial Success Without Gaming the Contract
Many community services create real improvement without reaching a clean binary endpoint. This article explains how Medicaid and county commissioners can handle partial success in outcome-based contracts using staged achievement rules, evidence thresholds, and governance that rewards real progress without opening the door to gaming. Read more...
Pay-for-Performance in Medicaid: Designing Outcome Gateways So Payment Follows Real Improvement, Not Partial Progress
Pay-for-performance models often misfire when payment is triggered too early, before gains are stable or meaningful enough to count as real improvement. This article explains how Medicaid and HCBS commissioners can design outcome gateways that distinguish early progress from payment-worthy results, protecting fairness, continuity, and audit integrity. Read more...
Outcome Commissioning in Medicaid HCBS: Building Review Cycles That Catch Failure Before the Contract Does
Outcome-based contracts often fail slowly because weak performance is noticed only after payment, audit, or renewal decisions are underway. This article explains how Medicaid and HCBS commissioners can build practical review cycles that detect drift early, strengthen provider accountability, and keep outcome commissioning operationally credible over time. Read more...
Pay-for-Performance in HCBS: How to Set Minimum Evidence Standards Before Outcomes Trigger Payment
Outcome payments fail when contracts pay on weak, inconsistent, or non-comparable evidence. This article explains how Medicaid and HCBS commissioners can set minimum evidence standards before outcome-triggered payment applies, protecting data integrity, provider fairness, and audit readiness in pay-for-performance contracting. Read more...
Outcome Commissioning in Medicaid LTSS: How to Build Attribution Rules That Survive Audit and Dispute
Outcome contracts fail when providers and commissioners cannot agree what the service actually caused. This article explains how Medicaid and LTSS commissioners can build defensible attribution rules using cohort boundaries, comparison logic, exception handling, and audit-ready evidence that reflects real delivery conditions. Read more...
Designing Risk-Adjusted Pay-for-Performance in Medicaid: How to Reward Improvement Without Punishing Complexity
Pay-for-performance models can improve accountability, but they fail when payment rules ignore case mix, social risk, and real delivery constraints. This article explains how Medicaid and HCBS commissioners design risk-adjusted payment structures that reward genuine improvement, discourage gaming, and keep providers financially able to serve high-need populations. Read more...
Fair Outcome Commissioning for Complex Referrals: Using Baselines and Distance Traveled in Medicaid HCBS
Outcome-based contracts often fail high-need populations because they reward end states without recognizing starting position or distance traveled. This article explains how Medicaid and HCBS commissioners can use baselines, staged progress, and audit-ready evidence so complex referrals are judged fairly and providers are not penalized for taking the hardest cases. Read more...