Making Measurement Matter in Medicaid Managed Care 

For many state Medicaid agencies, the hardest part of performance measurement is not technical. States increasingly have data on access, quality, outcomes, grievances, appeals, and provider networks. They can calculate rates, compare plans, identify variation, and produce dashboards. The more difficult question is what happens next. State leaders have told us that there can be real resistance to measuring problems they do not yet have the resources to solve. If a state knows there are gaps in behavioral health access, transportation, maternity care, or specialty provider availability, does measurement create an obligation the agency cannot meet? 

That concern is understandable, but it can also become a barrier to improvement. Measurement does not have to mean that the state must immediately fund, staff, and directly operate every solution. In Medicaid managed care, measurement can be the beginning of a structured accountability process: identify the gap, validate the root cause, assign responsibility, require a corrective action plan, monitor implementation, and determine whether the intervention is working. The goal is not to punish plans for every shortfall. The goal is to make sure that a known access or quality problem does not remain a problem year after year. 

Managed Care Creates a Practical Path from Findings to Follow-Through 

Managed care is a particularly strong environment for turning measurement into improvement because many of the issues states want to monitor are already embedded in managed care organization contract responsibilities. When a plan accepts a capitated payment, it also accepts responsibility for building and maintaining an adequate provider network, coordinating covered services, meeting access standards, supporting quality improvement, responding to member needs, and reporting performance to the state. In that context, a state does not need to treat every measurement result as a financial responsibility of the state or a new unfunded state initiative. It can treat the result as evidence that a contracted obligation may require closer oversight, a targeted intervention, or escalation. 

Federal managed care rules already point in this direction. Managed care quality oversight is designed as a cycle: states set quality strategies, collect plan performance measures, require performance improvement projects, conduct external quality review, and use those findings to refine priorities and interventions. CMS also requires states to submit managed care monitoring reports, including the Network Adequacy and Access Assurances Report (NAAAR) and Managed Care Program Annual Report (MCPAR), which documents whether each contracted plan has the capacity to serve expected enrollment and meet the state’s access standards. These reporting requirements give states a formal way to identify gaps; the next step is making sure the findings trigger action. 

States Are Beginning to Connect Contract Oversight with Corrective Action 

Several states are already moving in this direction by embedding corrective action, performance improvement, and accountability mechanisms into managed care oversight. Hawaii’s managed care program has used contract expectations, plan reporting, quality monitoring, and improvement activities to connect plan performance with state priorities. Indiana publicly describes quality and outcomes reporting as part of its ongoing managed care contract oversight and continuous quality improvement work, and its current quality strategy includes quality metrics, performance targets, performance improvement projects, and pay-for-outcomes measures. Nationally, the Medicaid and CHIP Payment and Access Commission (MACPAC) has noted that states use a range of accountability mechanisms to respond to plan performance issues, including corrective action plans, financial penalties, enrollment freezes, withholds, incentive payments, and other formal or informal interventions.

These examples show that states do not have to choose between ignoring what they cannot immediately solve and accepting full operational responsibility for every gap they identify. A stronger model is to use managed care measurement as an accountability infrastructure. The state defines what matters, requires plans to report and perform against those expectations, monitors variation, and intervenes when a plan’s performance suggests members may not have meaningful access to covered services. 

What a Corrective Action Process Can Look Like 

An effective corrective action process starts with a measurable finding. For example, a state might identify that one managed care plan falls below the state’s network adequacy standard for pediatric behavioral health providers in several rural counties. The finding may come from time-and-distance analysis, appointment availability data, provider directory validation, secret shopper calls, member complaints, encounter patterns, or a combination of sources. The state’s oversight process should then move the finding through a defined sequence rather than leaving it as a static report observation. 

1. Document the issue with enough specificity to support action: affected plan, geography, provider type, standard, data source, measurement period, magnitude of the gap, and affected members or populations where available.  
2. Notify the plan of the deficiency and required to conduct a root-cause assessment. A network gap may reflect too few contracted providers, inaccurate provider directory data, providers who are technically contracted but not accepting new Medicaid members, insufficient reimbursement, rural workforce shortages, transportation barriers, or poor referral coordination. Each cause points to a different solution, so the process should require the plan to explain not only what happened, but why. 
3. The plan submits a corrective action plan with concrete milestones. For a network adequacy gap, those milestones might include targeted provider recruitment, single-case agreements while network contracting is underway, telehealth expansion where clinically appropriate, member navigation supports, revised referral workflows, provider directory cleanup, appointment availability monitoring, or enhanced reporting to show whether access is improving. The state reviews the proposed actions, requires revisions if the plan has not addressed the root cause, and establishes due dates, interim reporting expectations, and success measures. 
4. Monitor implementation in a structured way. The plan submits status updates, supporting documentation, and refreshed performance data. The state can track whether each milestone is on time, delayed, incomplete, or resolved; whether the plan’s evidence is sufficient; and whether the underlying access measure is improving. If progress stalls, the issue can be escalated through defined management pathways, such as required resubmission, leadership review, intensified monitoring, liquidated damages, enrollment limitations, or other contract remedies available to the state. When the gap is resolved, the state documents closure, retains evidence, and continues monitoring to ensure the improvement is sustained. 

PCG applies this same workflow through our managed care oversight tool, AssuranceCR, which organizes oversight activities around the lifecycle of a finding. The tool brings together measure results, contract requirements, plan submissions, supporting documentation, review notes, due dates, and closure decisions in a single oversight record. This structure helps state teams move from identifying a potential access or quality concern to documenting the issue, requesting plan response, reviewing root-cause information, tracking corrective actions, and maintaining an auditable record of state follow-up. Used in this way, AssuranceCR functions less as a dashboard alone and more as a process-management framework for managed care oversight: it helps ensure that findings are not only visible, but assigned, monitored, escalated when needed, and closed based on evidence. 

Measurement Should Create Momentum, Not Paralysis 

States are right to be thoughtful about what they measure. Measures should be meaningful, actionable, and aligned with program priorities. But the possibility that a measurement will reveal an unmet need should not be a reason to avoid the measurement altogether. In managed care, measurement can be paired with contract oversight so that findings become part of an improvement cycle rather than an unfunded mandate on the state agency alone. 

The next generation of Medicaid managed care oversight will depend on this shift. States do not need perfect data or unlimited resources to begin. They need a practical way to connect measurement to accountability: a defined issue, a responsible contractor, an expected intervention, a timeline, evidence of progress, and a decision point. When states build that bridge, measurement becomes less threatening. It becomes the starting point for improvement.