Articles

Avoided Costs Without a False Counterfactual: Practical Attribution in Community-Based Care
Avoided-cost claims fail when providers can’t explain “what would have happened otherwise” in a way that stands up to scrutiny. This article shows practical, audit-ready attribution methods for HCBS and LTSS—cohort rules, time windows, leading indicators, and governance routines that link outcomes to real workflows. Read more...
Avoided Costs Isn’t Just Lower Utilization: Guardrails That Prevent Risk Displacement
Utilization can fall for the wrong reasons—restricted access, unmet need, or shifting risk to families and emergency services. This article explains the guardrails and governance routines that make avoided-cost claims credible, including access measures, safeguarding signals, and cohort integrity checks. Read more...
Avoided Costs & Demand Reduction: How to Prove Value Without Overclaiming Savings
“Avoided cost” is persuasive only when it’s defined, governed, and tied to delivery practice. This article shows how HCBS and LTSS providers evidence demand reduction credibly using clear counterfactuals, leading indicators, and audit-ready governance that commissioners and MCOs can trust. Read more...