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US · guidance

CMS SOM App. A, Tag A-0273

Data Collection & Analysis

activein force · 2026-07-22 – presentas-observed

§§482.21(a), 482.21(b)(1), 482.21(b)(2)(i), & 482.21(b)(3)

§482.21(a) Standard: Program Scope

(1) The program must include, but not be limited to, an ongoing program that shows

measurable improvement in indicators for which there is evidence that it will improve health

outcomes….

(2) The hospital must measure, analyze, and track quality indicators…and other aspects of

performance that assess processes of care, hospital service, and operations.

§482.21(b) Standard: Program Data.

• The program must incorporate quality indicator data including patient care data, and

other relevant data such as data submitted to or received from Medicare quality reporting and

quality performance programs, including but not limited to data related to hospital

readmissions and hospital-acquired conditions.

• The hospital must use the data collected to--

• Monitor the effectiveness and safety of services and quality of care; and….

• The frequency and detail of data collection must be specified by the hospital’s governing

body.

Interpretive Guidance §§482.21(a), 482.21(b)(1), 482.21(b)(2)(i), & 482.21(b)(3)

Quality Indicators and Data Analysis

A QAPI program should include the continuous collection and analysis of quality indicators/data and

corrective actions as appropriate to remedy processes, operations, and services that will improve

patient outcomes. The quality indicator data should include patient care data such as adverse events

and other data such as that received from Medicare quality reporting and performance programs.

Examples of those measures may include, but not limited to, Hospital Consumer Assessment of

Healthcare Providers and Systems (HCAHPS) data, maternal morbidity, sepsis, and safe opioid

practices. The data gathered for quality indicators should be used to determine if the services provided

by the hospital are effective toward delivering safe, quality care to the patients it serves. There may also

be considerations for cultural competence as hospitals develop these measures. The hospital should

demonstrate that the quality indicators it has selected, along with the associated data, are used to

monitor quality and safety and to also identify opportunities for quality improvement.

An analysis of the data should demonstrate that the quality indicators used produce measurable

improvement related to the specific quality indicator. For example, a medication error indicator

included in the program must demonstrate a decrease in medication errors. The care process of proper

hand hygiene (handwashing) must demonstrate increased staff compliance with hand hygiene standards

of practice. A central line infection indicator must demonstrate a decrease in the incidence and

prevalence of central line infections. Measurable improvement is evidenced by quantifiable data. For

example, a hospital may have identified 10 medication errors in one month in its ICU. After analysis of

the errors and implementation of medication administration changes, it tracks medication errors over

the next 6 months. The 6 months of data show that there was only 1 medication error in the ICU over

the entire 6 months. In this example, this is measurable improvement evidenced by data. CMS does not

prescribe thresholds for acceptable improvement and expects hospitals to determine these thresholds in

accordance with national standards of practice.

Additionally, a hospital is allowed to develop its own measures and indicators that are based on the

scope and complexity of its their services, and on considerations for the health equity of its specific

patient population. Under the QAPI CoP, a hospital is not required to use any specific set of measures

or indicators.

Governing body responsibility for frequency and detail of data collection

The governing body is responsible for specifying the frequency and the detail of the data collection,

which may include, but is not limited to, what data will be collected, what the data is intended to

measure, in what areas of the hospital the data will be collected, and how frequently the various types of

data will be collected. This does not mean that the governing body is expected to have a high degree of

technical expertise in the area of quality data collection. However, the governing body must have

information that describes the hospital’s QAPI data collection program in sufficient detail so that the

governing body is able to determine what program data requirements to approve.

There must be evidence that the governing body has had an active role in the development and ongoing

planning of the frequency and detail of QAPI data collection. Such evidence may be documentation in

the governing body meeting minutes that it has reviewed and approved the frequency and detail of the

QAPI data collection program.

Survey Procedures §482.21(a)

• Ask QAPI staff to provide a list of the quality indicators they are currently tracking.

• Verify that this includes the tracking of adverse events.

• Verify that the quality indicator data include patient care data, and other relevant data such

as that received from Medicare quality reporting and performance programs, including, but

not limited to, data related to hospital readmissions and hospital-acquired conditions.

• Verify that the quality indicators are reflective of the hospital’s patient population.

• Ask QAPI staff to provide evidence (measurement data) of measurable improvements in the quality

indicators it has selected for its program.

• Verify that improvements are ongoing (several data analyses showing improvement over

time) and not just one-time events.

• If the evaluation did not show improvements or sustained improvements, is there evidence

that the hospital implemented a revised or new solution?

Survey Procedures §482.21(b)

• Ask to see evidence that the governing body has specified the frequency and detail of QAPI program

data collection

• Look at governing body meeting minutes.

• Do QAPI program reviews include this information?

• Verify the hospital is using the data being collected to monitor the safety and quality of care.

• Select a sample of data being collected and ask the governing body or other appropriate

leadership to explain how the collection of the particular data is used to monitor quality and

safety.

• Verify the hospital is using the data being collected to identify opportunities for improvement

• Select a sample of data being collected and ask the governing body or other appropriate

leadership to give examples of how the specific data has identified opportunities for

improvement.

• Ask to see documented evidence of the opportunities the hospital has identified for

improvement based on the collection of data

History

Rev. 238; Issued: 03-20-26; Effective: 09-05-25; Implantation: 09-05-25

Provenance

Source
cms.gov
Retrieved
2026-07-22
Edition
som-2026-07-22
Content hash
f9db7e9a0299a18635c2fa21309e88a10a5dfead3735444120670debdbb63ebe
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