Related Experiment Video
Updated: Jan 18, 2026

Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Hospitals in Some States Under Report Medicaid Discharge Counts in Cost Report Data
Kelsey Chalmers1, Omkar Waghmare1, Valérie Gopinath1
1Lown Institute, Needham, Massachusetts, USA.
Objective:
To investigate discrepancies in Medicaid enrollees' hospital discharges reported in two data sources widely used in health services research: the CMS Hospital Cost Report Information System (HCRIS) and the T-MSIS Analytic Files (TAF).
Study Setting And Design:
This is a descriptive study comparing inpatient discharges reported in the two data sets. We included inpatient admissions at general hospitals in 2020-2021.
Data Sources And Analytic Sample:
We used HCRIS data covering reporting periods starting in 2020 and ending sometime in 2021 (this varied by hospital) and extracted the reported total and Health Maintenance Organization (HMO) funded Medicaid discharges and patient days. We used the 2020 and 2021 TAF inpatient files and included inpatient admissions within each hospital's HCRIS reporting period, and calculated discharges for each hospital.
Principal Findings:
There were 25 states where some hospitals had higher TAF discharge counts than HCRIS, and these same hospitals had inconsistent reporting of HMO-funded Medicaid discharges and patient days in HCRIS. This included California, New York, and Texas. There were 20 states with similar values reported in both HCRIS and TAF, and 9 of these were in states with < 5% of their enrolled Medicaid population in a comprehensive managed care plan.
Conclusions:
The discrepancies between HCRIS and TAF data indicate that HCRIS may not reliably capture hospital discharge volumes for Medicaid patients, particularly those funded by managed care. These inconsistencies can misinform policy decisions and evaluations of hospital performance. Policymakers and researchers should exercise caution when using HCRIS data for Medicaid discharge counts and consider supplementing it with TAF or other sources.
Related Concept Videos
Discharge Summary Forms
Here's a detailed look at the key components and guidelines for preparing a discharge summary:
Data Reporting and Recording
Types of Reports II: Incident or Occurrence Report
Purposes:
In the healthcare industry, reports play a crucial role in documenting incidents within an agency. The primary objective of these reports is to ensure patient safety, uphold the...
Documentation of Nursing Diagnosis
In some settings, data-driven computerized decision support systems are in place, allowing for more accurate nursing diagnoses. The database within one of these systems includes diagnostic labels defining characteristics, activities, and indicators for nursing. A nurse enters...
Introduction to Documentation and Reporting
Nursing documentation records essential information and details regarding a patient's care and treatment in written or electronic form. It is a critical aspect of nursing practice that involves documenting assessments, interventions, outcomes, and other relevant details about a patient's health status.
Documentation maps the patient's health journey by creating a comprehensive...
Health Information Technology and Healthcare Information System
Health Information Technology, commonly called HIT, integrates advanced information systems and technology in healthcare settings. Its primary functions include:

