Data Quality

The calculation of behavioral health quality measures at the clinic level holds great promise for monitoring clinic performance over time, and for providing information for clinics to use to revise their processes and procedures to improve their performance.

Executive Orders No. 13985 (2021) and 14091 (2023) require federal agencies to ensure that their policies and services, including data collection, advance equitable outcomes for all populations. The Assistant Secretary for Planning and Evaluation (ASPE) and the U.S.

This report is the third in a series of reports commissioned by the Office of the Assistant Secretary for Planning and Evaluation (ASPE) from the RAND Corporation addressing state all payer claims databases (APCDs). APCDs include medical, pharmacy, and dental claims, as well as enrollment and provider files collected from private and public payers by states, usually as part of a State mandate.

RAND identified use cases on identifying frailty using electronic health record (EHR) data in health systems in the US and examples from other countries, which demonstrate applications in both primary and specialist care. The final EHR implementation guide summarizes the learnings from participants in the EHR Learning Network and the identified use cases.

This report presents findings from an interim qualitative assessment that examined the ways in which OS-PCORTF projects collectively advanced the ability of researchers to conduct patient-centered outcomes research (PCOR) by (1) improving the quality of data; (2) providing more relevant, comprehensive data; (3) enhancing analytical resources; and (4) reducing barriers to data access and use.

To enhance transparency in health care markets, in December 2022, the Centers for Medicare & Medicaid Services (CMS) publicly released comprehensive data on the ownership of all U.S. hospitals that are enrolled in Medicare. This report provides an overview of the available data, a methodology for assigning hospitals to chains, and several preliminary analyses to showcase the data.

The authors conducted a landscape scan to identify environmental data suitable for health services research (HSR) and patient centered outcomes research (PCOR). Additional research was done to uncover examples of and opportunities for data linkage with other HHS data.

This project focused on validating an established claims-based frailty indexes (CFI) using linked claims-EHR databases of multiple large health systems. Additionally, the project assessed and compared the EHR and claims data of these data sources to ensure sufficient data quality for frailty analysis.

This posting includes a report prepared by the RAND Corporation, “State All Payer Claims Databases Understanding the Current Landscape and Challenges to Use,” which builds on a 2021 report “The History, Promise and Challenges of State All Payer Claims Databases.” The new report provides additional detail on the objectives of and use cases for APCDs, the current APCD landscape, and implementatio

This analysis applies the Federal Committee on Statistical Methodology's Data Quality Framework to assess the data quality of federal data for understanding and responding to the COVID-19 pandemic, focusing on five COVID-19 indicators: testing, cases, hospitalizations, deaths, and vaccinations.