-
www.ahrq.gov/sites/default/files/wysiwyg/chsp/compendium/2023-hospital-linkage-techdoc.pdf
January 01, 2023 - Data Sources
Although many data sources are useful for studying health system components and their … the two data
sources. … .
o A change in hospital ownership was reflected in the AHA data but not in the
OneKey data … by using multiple data
sources. … Also, AHA data were from 2022, whereas the
OneKey data were from 2023.
-
www.ahrq.gov/practiceimprovement/delivery-initiative/ihs/index.html
December 01, 2017 - Development of the Data Infrastructure
Chapter 4. … Care Delivery Data Project. … Development of the Data Infrastructure
Overview of Data Infrastructure Development
Development … of Specific Data Files for the Data Mart
Data Measures
Chapter 4. … from the IHS National Data Warehouse.
-
www.ahrq.gov/sites/default/files/wysiwyg/chsp/compendium/2022-os-linkage-techdoc-rev.pdf
January 01, 2022 - Data Sources
We use the IQVIA OneKey data to identify outpatient sites in the United States that have … xiii Shortage area data can be downloaded from https://data.hrsa.gov/data/download. … OneKey data and
therefore have missing data for outpatient sites (Table V.1). … Reliance on IQVIA OneKey Data
C. … Limitations of RUCA Data
Appendix A. Data Dictionary – Outpatient Site Linkage File
Appendix B.
-
www.ahrq.gov/research/findings/final-reports/ptflow/section3.html
April 01, 2020 - Hospitals have always been data-driven organizations. … Data to Information
Measurement usually begins with a question and quickly moves to data collection … Data elements should be easy to document, otherwise clinician cooperation wanes and data accuracy suffers … The second phase is data abstraction. During this phase, data are harvested from the system. … between collecting financial data and collecting quality data.
-
www.ahrq.gov/sites/default/files/wysiwyg/professionals/quality-patient-safety/patient-safety-resources/resources/advances-in-patient-safety-2/vol1/Advances-Aydin_2.pdf
January 01, 2021 - CalNOC Data Analysis Subsystem
Data Infrastructure Overview
The entire data infrastructure for the … The data analysis
subsystem has the following major features:
6
• Data input. … • Data quality validation. … processing
center using the data load subsystem, which processes e-mails with data attachments. … • Access to raw data.
-
www.ahrq.gov/sites/default/files/wysiwyg/chsp/compendium/2018-chsp-tin-linkage-file-tech-doc.pdf
January 01, 2018 - file can link the data to data sources other than the
Compendium through two methods. … Data Sources
A. … More information on the MD-PPAS data is available at https://www.resdac.org/cms-data/files/md-
ppas/data-documentation … https://www.resdac.org/cms-data/files/md-ppas/data-documentation
https://www.resdac.org/cms-data/files … Users can link the data to other data sources that use the TIN names from the MD-
PPAS data, such as
-
www.ahrq.gov/policymakers/chipra/demoeval/what-we-learned/highlight01.html
March 01, 2019 - "I like data—but I want data that is relevant, that touches me. … information exchanges) and data submitted by providers (for example, manual chart reviews and EHR data … Involving practices in data collection . All of the States are relying on data from practices. … data are valid. … Collecting data from State-level data systems .
-
www.ahrq.gov/sites/default/files/wysiwyg/pqmp/toolkits/input-file-specifications.xlsx
January 01, 2014 - have mixed ICD9 and ICD10 claims
dx_order The diagnosis code position on the claim. number Note that data … text From HEDIS Data set of asthma-related medications for data year
DESCRIPTION Description of the … drug category text From HEDIS Data set of asthma-related medications for data year
DRUG_ID Unique identifier … of the primary drug text From HEDIS Data set of asthma-related medications for data year
End of Table … Output Data
Example Output Data by Reference Name, Concept Description, Variable Type and Notes
-
www.ahrq.gov/sites/default/files/wysiwyg/nhguide/5_TK2_T2-Concise_Antibiogram_Toolkit_Getting_Started.doc
May 01, 2014 - Potential Data Sources
Laboratory—electronic or paper based
The best way to obtain data for the antibiogram … · Who do you ask for the data? … · What data do you request? … Data Entry Form”). … If you will be adding elements to the laboratory data once you receive it, ask for the data in a spreadsheet
-
www.ahrq.gov/sites/default/files/wysiwyg/pqmp/lessons/lessons-intermediate-progress.pdf
November 04, 2018 - Data availability and lags. … Common data sources include
administrative (claims) data, medical record data, and
other primary data … To address data lags, grantees attempted to identify feasible
measures for more rapid data collection … ⇒ Data lags and variability in the quality of data are inevitable,
however, adapting measures for … Data availability and lags.
-
www.ahrq.gov/patient-safety/settings/long-term-care/resource/hcbs/medicaidmgmt/mm7.html
October 01, 2014 - A State can collect information through administrative data, program data, clinical data, and patient … Data Sources
Data Sources
Positives
Negatives
Administrative Data Claims
Low … Begin collecting data early . … By collecting data early, a State can identify problems with its data or data collection methods before … Allow Ample Time for Data Collection To:
Identify data problems early.
-
www.ahrq.gov/sites/default/files/wysiwyg/pqmp/measures/availability/chipra-236-fullreport.pdf
October 01, 2018 - Administrative data (e.g., claims data). … Data Availability
1. What is the availability of data in existing data systems? … Child enrollment data were drawn from
enrollment files in the data warehouse; utilization data were … The required data were readily available in these data sources, with a missing data rate of <0.001
percent … If data are not available in existing data systems or would be better collected from future
data systems
-
www.ahrq.gov/hai/tools/mvp/modules/technical/ltvv-slides.html
October 01, 2020 - using the LTVV Data Collection Tool. … Understand the definitions of the data elements.
Locate the necessary data elements. … Image; The data collection tool. … LTVV Data collection tool. … Slide 15: Data Measures Guide
Data should drive all quality improvement efforts…
The Data Measures
-
www.ahrq.gov/sites/default/files/wysiwyg/evidencenow/results/research/cpcq-scoring.pdf
May 01, 2017 - Methods for Missing Data in Likert Scales (Attitude Scales)
Missing data arises for many reasons, likely … Outcome Data. … data
points were missing. … with 10% missing data, but only in MCAR simulations
with 30% missing data, MI did not perform acceptably … Outcome Data.
-
www.ahrq.gov/sites/default/files/wysiwyg/antibiotic-use/long-term-care/tracking-measuring-data-slides.pptx
June 01, 2021 - PowerPoint Presentation
Tracking and Measuring
Antibiotic Use Data
Long-Term Care
AHRQ Safety Program … collect and track antibiotic use in the long-term care setting
Become familiar with forms for monthly data … Antibiotic starts
3
Tracking and Measuring
3
Monthly Data Collection Form
Simple data collection … Data collection sheets are available and can be adapted based on outcome targets. … Designate at least two individuals to track data to prevent lapses in data collection.
-
www.ahrq.gov/sites/default/files/wysiwyg/lhs/lhs_case_studies_bsw.pdf
April 01, 2019 - Baylor Scott & White Health is working to build a standardized data platform. … to extract data, the other half is putting the right data in front of people and translating
that information … Likewise, the “right data” for whom? … Data analysts are
looking at role-specific needs and how best to display those data in a manner integrated … , as well as a number of other data
sources and metrics.
-
www.ahrq.gov/sites/default/files/wysiwyg/pqmp/measures/availability/chipra-234-fullreport.pdf
June 17, 2014 - Administrative data (e.g., claims data). … Data Availability
1. What is the availability of data in existing data systems? … Child enrollment data were drawn
from enrollment files in the data warehouse; utilization data were … The required data were readily available in these data sources, with a missing data rate of <0.001
percent … If data are not available in existing data systems or would be better collected from future
data systems
-
www.ahrq.gov/sites/default/files/wysiwyg/pqmp/measures/chronic/chipra-139-fullreport.pdf
May 01, 2017 - claims data. … data: 2012; and Michigan NBS data: 1987-2010. … and MAX data. … Data Availability
1. What is the availability of data in existing data systems? … If data are not available in existing data systems or would be better collected from future
data systems
-
www.ahrq.gov/sites/default/files/wysiwyg/cahps/news-and-events/events/webinars/child-hcahps-introducing-survey-database.pdf
January 01, 2021 - .
• No organization-specific data are ever publicly reported
• Submitters complete a Data Use Agreement … (DUA) to assure data
privacy and protection
14
CAHPS Database Products
AHRQ Data
Tools: Online … data portal for
viewing, printing,
and downloading
data reports
Annual
Chartbooks:
Display
summary-level … Feedback
Reports: Compare
submitter results to
Database averages
Research Datasets:
De-identified data … Files
• The Data Use Agreement (DUA) will provide for approved access
to de-identified hospital data
-
www.ahrq.gov/diagnostic-safety/resources/issue-briefs/state-of-science-2.html
June 01, 2020 - Data Sources and Related Strategies for Measurement of Diagnostic Safety
Data Source
What Can … Variable data quality. … Limited to data systems with large repositories of data that can be queried. … science methods, including natural language processing of EHR data*
Can capture data that may … Limited to data systems with large repositories of data that can be queried.