Logo
Search
Subscribe
Login
Research
Articles
Tools
About
Connect
Logo
Ralph Choate
Ralph Choate

Ralph Choate is a Medicaid operations and transformation executive who brings more than two decades of Medicaid leadership and more than three decades of operational experience across eligibility, program integrity, provider operations, audit readiness, and large-scale public-sector transformation. His work spans Medicaid eligibility, PERM and MEQC, program integrity, MMIS, member and provider operations, regulatory performance, vendor governance, and large-scale transformation. He has led statewide Medicaid operations serving more than 1.7 million members and administering more than $20 billion annually. Ralph founded PERM Insights & Perspectives to provide independent analysis of Medicaid policy, eligibility accuracy, accountability, operational risk, and fiscal exposure. He brings an operator’s perspective to the intersection of policy and implementation and is available for conferences, panels, executive briefings, podcasts, and other speaking engagements.

Perspectives

Minnesota’s Medicaid Evidence Test

Oct 9, 2026

•

3 min read

Minnesota’s Medicaid Evidence Test

Federal claims. Defensible decisions. Proof that corrections work.

Ralph Choate
Ralph Choate

Perspectives

The First H.R. 1 Medicaid Fiscal-Control Test Arrived October 1—Before the Work Requirements Do

Oct 8, 2026

•

10 min read

The First H.R. 1 Medicaid Fiscal-Control Test Arrived October 1—Before the Work Requirements Do

October 1 showed why Medicaid eligibility accuracy must survive verification, notice, system, and federal-claiming processes.

Ralph Choate
Ralph Choate

Insights

+1

PERM Eligibility Risk: From Audit Event to Operational Discipline

Oct 6, 2026

•

1 min read

PERM Eligibility Risk: From Audit Event to Operational Discipline

An executive framework for Medicaid leaders managing eligibility accuracy, audit defensibility, and fiscal exposure.

Ralph Choate
Ralph Choate

Perspectives

Before 2027: What Recent State Medicaid Control Failures Are Warning Us About

Oct 1, 2026

•

1 min read

Before 2027: What Recent State Medicaid Control Failures Are Warning Us About

A practical readiness test—and a companion checklist—for proving Medicaid corrective actions work.

Ralph Choate
Ralph Choate

Tools

PERM Corrective Action Effectiveness & Closure Checklist

Oct 1, 2026

•

1 min read

PERM Corrective Action Effectiveness & Closure Checklist

A practical worksheet for documenting corrective-action results and supporting a defensible closure decision.

Ralph Choate
Ralph Choate

Perspectives

Beyond Integration

Sep 27, 2026

•

1 min read

Beyond Integration

Building Reliable Eligibility Decisions Through Better Controls

Ralph Choate
Ralph Choate

Perspectives

The PERM Corrective-Action Gap: Fixing the Error Is Not the Same as Proving the Fix Worked

Sep 20, 2026

•

5 min read

The PERM Corrective-Action Gap: Fixing the Error Is Not the Same as Proving the Fix Worked

GAO’s new review of Medicaid eligibility errors raises a larger management question: are states using PERM’s error evidence to prove that corrective actions actually change the result?

Ralph Choate
Ralph Choate

Tools

Medicaid Overpayment Recovery & Federal-Share Reconciliation Checklist

Sep 14, 2026

•

1 min read

Medicaid Overpayment Recovery & Federal-Share Reconciliation Checklist

A practical control standard for final determinations, recovery status, federal/state allocation, CMS-64 reporting, repayment, reconciliation, and evidence closure.

Ralph Choate
Ralph Choate

Insights

Finding the Improper Payment Is Only Half the Control

Sep 14, 2026

•

1 min read

Finding the Improper Payment Is Only Half the Control

A Medicaid overpayment is not resolved until the final amount, recovery status, federal and state shares, CMS-64 adjustment, and supporting evidence reconcile.

Ralph Choate
Ralph Choate

Tools

Medical Frailty Exclusion Control & Audit-Readiness Checklist

Sep 14, 2026

•

1 min read

Medical Frailty Exclusion Control & Audit-Readiness Checklist

A practical control standard for ex parte verification, evidence sufficiency, manual review, notices, reverification, and audit reconstruction.

Ralph Choate
Ralph Choate

Insights

Medical Frailty Is Becoming a Medicaid Data-Engineering Problem

Sep 14, 2026

•

1 min read

Medical Frailty Is Becoming a Medicaid Data-Engineering Problem

Why states need governed data, explicit exception paths, and reconstructable decisions before community-engagement operations scale.

Ralph Choate
Ralph Choate

References

Medical Frailty Litigation: What States Should Track Before Changing Their Controls

Sep 13, 2026

•

1 min read

Medical Frailty Litigation: What States Should Track Before Changing Their Controls

A current-status reference for Medicaid leaders managing medical-frailty implementation while the federal framework remains under legal challenge.

Ralph Choate
Ralph Choate

Tools

Community Engagement Eligibility Handoff Control Checklist

Sep 13, 2026

•

1 min read

Community Engagement Eligibility Handoff Control Checklist

A practical checklist for testing whether cross-system Medicaid eligibility decisions can be reconstructed and defended.

Ralph Choate
Ralph Choate

Insights

When One Medicaid Eligibility Decision Requires Two Systems

Sep 13, 2026

•

1 min read

When One Medicaid Eligibility Decision Requires Two Systems

When Medicaid eligibility depends on multiple platforms, audit risk moves into the handoff.

Ralph Choate
Ralph Choate

Insights

One Federal Rule, Many Medicaid Eligibility Risk Models

Sep 13, 2026

•

1 min read

One Federal Rule, Many Medicaid Eligibility Risk Models

The same federal requirement will create different audit risks depending on how each state operationalizes eligibility control.

Ralph Choate
Ralph Choate

Insights

PERM’s Center of Gravity Is Moving to Eligibility

Sep 13, 2026

•

1 min read

PERM’s Center of Gravity Is Moving to Eligibility

The 2027 eligibility-only PERM cycle is temporary. The management lesson should not be.

Ralph Choate
Ralph Choate

References

Medicaid Medical Frailty: The New Community Engagement Control Framework

Sep 8, 2026

•

2 min read

Medicaid Medical Frailty: The New Community Engagement Control Framework

An operational reference to CMS guidance on ex parte verification, claims and encounter data, condition-list governance, manual review, annual reverification, and the 2028 self-declaration transition.

Ralph Choate
Ralph Choate

References

Section 71109 Medicaid Implementation: Where Eligibility Ends and Federal Claiming Begins

Sep 8, 2026

•

1 min read

Section 71109 Medicaid Implementation: Where Eligibility Ends and Federal Claiming Begins

A control reference for the October 1 transition covering redeterminations, noncitizen eligibility, SSI/SSA dependencies, state-only coverage, emergency Medicaid, systems changes, and FFP claiming.

Ralph Choate
Ralph Choate

Perspectives

The First H.R. 1 Medicaid Fiscal-Control Test Arrives October 1—Before the Work Requirements Do

Sep 8, 2026

•

8 min read

The First H.R. 1 Medicaid Fiscal-Control Test Arrives October 1—Before the Work Requirements Do

PERM Insights & Perspectives | Perspective | Updated October 7, 2026

Ralph Choate
Ralph Choate

Perspectives

PERM Measures Medicaid and CHIP, but H.R. 1 Puts Them on Different Fiscal Paths

Aug 27, 2026

•

6 min read

PERM Measures Medicaid and CHIP, but H.R. 1 Puts Them on Different Fiscal Paths

The same eligibility-control failure can affect both programs, but Medicaid's 3% disallowance threshold and newly constrained good-faith waiver create a different federal recovery regime.

Ralph Choate
Ralph Choate

References

CMS Medicaid Fraud War Room: First 88 Days

Aug 27, 2026

•

1 min read

CMS Medicaid Fraud War Room: First 88 Days

Primary CMS reporting on an emerging federal-state Medicaid program-integrity model using advanced analytics and coordinated enforcement.

Ralph Choate
Ralph Choate

References

CMS Section 71109 Eligibility Implementation Resources

Aug 27, 2026

•

1 min read

CMS Section 71109 Eligibility Implementation Resources

Primary federal resources for implementing the October 1, 2026 Medicaid and CHIP federal matching changes associated with Section 71109.

Ralph Choate
Ralph Choate

References

CMS Eligibility Redeterminations: Section 71107

Aug 27, 2026

•

1 min read

CMS Eligibility Redeterminations: Section 71107

Primary federal guidance for implementing six-month Medicaid eligibility redeterminations beginning with affected renewals scheduled on or after January 1, 2027.

Ralph Choate
Ralph Choate

References

CMS PERM RY2027 and RY2028 Cycle Resources

Aug 27, 2026

•

1 min read

CMS PERM RY2027 and RY2028 Cycle Resources

Primary federal resources for states managing two active PERM timelines: an eligibility-only RY2027 cycle and the RY2028 Cycle 1 sampled-claim review period already underway.

Ralph Choate
Ralph Choate

References

CMS Community Engagement Implementation Resources

Aug 27, 2026

•

1 min read

CMS Community Engagement Implementation Resources

Primary federal resources governing implementation of Medicaid community-engagement requirements beginning no later than January 1, 2027.

Ralph Choate
Ralph Choate
Load more

PERM Insights & Perspectives

Independent research and practical analysis of Medicaid eligibility accuracy, operational accountability, and fiscal exposure.

EXPLORE

Research

Articles

Tools

CONNECT

Subscribe

Contact

About

Privacy


© 2026 PERM Insights & Perspectives LLC.
beehiivPowered by beehiiv