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PERM Insights & Perspectives

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

Featured Work

References

Medicaid Payment Error Rate Measurement (PERM): A Primer

Oct 13, 2026

•

1 min read

Medicaid Payment Error Rate Measurement (PERM): A Primer

Reference | October 2026 edition | A starting point for congressional, policy, and Medicaid readers.

Ralph Choate
Ralph Choate

Insights

Same Federal Rule, Different Evidence Architecture

Oct 13, 2026

•

8 min read

Same Federal Rule, Different Evidence Architecture

Insight | Updated October 13, 2026. Compare Missouri 1 / Nebraska 1 / Iowa 2 / Indiana 3 and their community-engagement evidence, verification, and audit-reconstruction demands.

Ralph Choate
Ralph Choate

Perspectives

Minnesota’s Medicaid Evidence Test

Oct 9, 2026

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3 min read

Minnesota’s Medicaid Evidence Test

Federal claims. Defensible decisions. Proof that corrections work.

Ralph Choate
Ralph Choate

Start here: Medicaid Payment Error Rate Measurement (PERM)

Education, not Advocacy. Three current resources, free to read without a website subscription.

01 — Understand the basics

Medicaid Payment Error Rate Measurement: A Primer

What to know before your state legislators call. Updated October 9, 2026.

Read the primer (PDF)

02 — Apply the framework

PERM Eligibility Risk: From Audit Event to Operational Discipline

Connect eligibility decisions, evidence, and operational accountability. Updated October 8, 2026.

Read the framework (PDF)

03 — Test the fix

Corrective Action Effectiveness & Closure Checklist

A practical worksheet for testing results and documenting closure. October 1, 2026 edition.

Open the checklist (PDF)

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Reference Library

Research in Progress

Our first national study examines administrative architecture, pandemic legacy, and Medicaid eligibility payment error measurement. Findings and methods are in development; independent peer review has not yet been completed.

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Have a source we should review, a correction to suggest, or local organizational insight to share? We welcome suggested sources, corrections, and practical perspective from the field.

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