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hcup-us.ahrq.gov/db/nation/nis/NISIntroduction2019.pdf
September 01, 2021 - hospital volume analysis) can no longer be performed. … The NIS is available yearly, beginning with 1988, allowing analysis of trends over time. … For trends analysis using NIS data 2011 and earlier, revised
weights should be used to make estimates … Choosing Data Elements for Analysis
• For all data elements you plan to use in your analysis, first … • The NIS is available yearly, beginning with 1988, allowing analysis of trends over time.
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hcup-us.ahrq.gov/db/nation/nis/reports/NIS_2004_Design_Report.jsp
January 01, 2004 - Login
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Explore Expert Research & Limited … Sampling Frame
Final Hospital Sample
Subsamples
Sample Weights
Weight Data Elements
Data Analysis … SAMPLE
SAMPLE WEIGHTS
Hospital Weights
Discharge Weights
Weight Data Elements
DATA ANALYSIS … For example,
nearly all SAS (Statistical Analysis System) procedures incorporate weights. … In addition, several statistical analysis programs have been developed to specifically
calculate
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hcup-us.ahrq.gov/toolssoftware/ccs/ccs.jsp
September 01, 2025 - Login
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Explore Expert Research & Limited … special archival version of the single-level CCS for diagnoses is available for users doing longitudinal analysis … National estimates of hospital utilization by children with gastrointestinal disorders: analysis of the … Perioperative complications and mortality after spinal fusions: analysis of trends and risk factors. … National estimates of hospital use by children with HIV infection in the United States: analysis of data
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hcup-us.ahrq.gov/db/nation/nis/nisrelatedreports.jsp
February 01, 2025 - Login
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Explore Expert Research & Limited … To do trends analysis using earlier data years, use NIS Trend Weights
The following
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hcup-us.ahrq.gov/db/nation/nis/reports/NIS_2003_Design_Report_Edited_012506.pdf
January 01, 2003 - .......................................................................................... iv
Data Analysis … Data Analysis
Missing Values
Missing data values can compromise the quality of estimates. … In order to facilitate
analysis of trends using multiple years of NIS data, an alternate set of NIS … DATA ANALYSIS
Missing Values
Missing data values can compromise the quality of estimates. … In order to facilitate
analysis of trends using multiple years of NIS data, an alternate set of NIS
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hcup-us.ahrq.gov/db/nation/nis/reports/NIS_2004_Design_Report.pdf
January 01, 2004 - .......................................................................................... iv
Data Analysis … Data Analysis
Missing Values
Missing data values can compromise the quality of estimates. … In order to facilitate
analysis of trends using multiple years of NIS data, an alternate set of NIS … DATA ANALYSIS
Missing Values
Missing data values can compromise the quality of estimates. … In order to facilitate
analysis of trends using multiple years of NIS data, an alternate set of NIS
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hcup-us.ahrq.gov/reports/statbriefs/sb219-Opioid-Hospital-Stays-ED-Visits-by-State.pdf
October 31, 2016 - Types of hospitals included in HCUP State Inpatient Databases
This analysis used State Inpatient Databases … Excluded for this analysis are
long-term care facilities such as rehabilitation, psychiatric, and alcoholism … Types of hospitals included in HCUP State Emergency Department Databases
This analysis used State Emergency … Unit of analysis
The unit of analysis for inpatient data is the hospital discharge (i.e., the hospital … The unit of analysis for ED data is the ED visit, not a person or patient.
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hcup-us.ahrq.gov/reports/statbriefs/sb219-Opioid-Hospital-Stays-ED-Visits-by-State.jsp
October 31, 2016 - Login
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Explore Expert Research & Limited … Types of hospitals included in HCUP State Inpatient Databases
This analysis used State Inpatient Databases … Excluded for this analysis are long-term care facilities such as rehabilitation, psychiatric, and alcoholism … Unit of analysis
The unit of analysis for inpatient data is the hospital discharge (i.e., the hospital … The unit of analysis for ED data is the ED visit, not a person or patient.
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hcup-us.ahrq.gov/reports/statbriefs/sb185-Hospital-Intensive-Care-Units-2011.jsp
December 01, 2014 - Login
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Explore Expert Research & Limited … The analysis considered 16.9 million inpatient stays from 1,882 hospitals. … This analysis was limited to those stays with ICU services. … This analysis was further limited to general medical/surgical hospitals. … Unit of analysis
The unit of analysis is the hospital discharge (i.e., the hospital stay), not a person
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hcup-us.ahrq.gov/tech_assist/faq.jsp
September 01, 2025 - What is HCUP's unit of analysis? … Can I perform multi-year or trend
analysis using the NIS? … Can I use the NASS for longitudinal analysis?
The NASS can be used for longitudinal analysis. … Can I conduct a multi-year analysis with
the NRD? … How should the CCIR for ICD-10-CM be used for an analysis that counts chronic conditions?
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hcup-us.ahrq.gov/datainnovations/clinicaldata/poatoolkit.jsp
July 01, 2021 - Login
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Explore Expert Research & Limited … aims to provide a comprehensive set of materials needed for all-payer POA indicator collection and analysis
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hcup-us.ahrq.gov/db/nation/nass/NASS_Introduction_2020.jsp
January 01, 2020 - Login
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Explore Expert Research & Limited … Will not identify or attempt to identify any individual, including by the use of vulnerability analysis … It is essential to check all procedure codes used for analysis to ensure that the codes are in effect … It is critical to check all ICD-10-CM codes used for analysis to ensure that the codes are in effect … In contrast, some HCUP State databases may be used for this type of analysis.
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hcup-us.ahrq.gov/reports/statbriefs/sb283-COVID-19-PediatricHosptl.pdf
August 23, 2021 - This analysis is limited to discharges for pediatric patients treated
in community, nonrehabilitation … This analysis is
limited to patients treated in community, nonrehabilitation hospitals in 13 States … Types of hospitals included in HCUP State Inpatient Databases (and quarterly inpatient data)
This analysis … Excluded for this analysis are long-term care
facilities such as rehabilitation, psychiatric, and alcoholism … Unit of analysis
The unit of analysis is the hospital discharge (i.e., the hospital stay), not a person
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hcup-us.ahrq.gov/datainnovations/clinicaldata/3MSummaryResultsReportFinal.jsp
October 03, 2010 - Login
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Explore Expert Research & Limited … The rows in the analysis are the different ranges of the laboratory test result being examined. … Each model was run against the Florida analysis dataset. … RESULTS
APR DRG Classification of the Florida Administrative Discharge Analysis Dataset
The 188, … 555 administrative records in the analysis file were grouped and assigned an Admission and Discharge
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hcup-us.ahrq.gov/db/nation/neds/NEDS_Introduction_2009.jsp
January 01, 2009 - Login
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Explore Expert Research & Limited … One of the most distinctive features of the NEDS is its large sample size, which allows for analysis … Structure the information for efficient storage, manipulation, and analysis. … Return to Introduction
HOW TO USE THE NEDS FOR DATA ANALYSIS
This section provides a brief … In contrast, the HCUP state databases may be used for this type of analysis.
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hcup-us.ahrq.gov/reports/statbriefs/sb259-Potentially-Preventable-Hospitalizations-2017.pdf
January 01, 2017 - Data Source
The estimates in this Statistical Brief are based upon an analysis done for the National … SID meeting the following
inclusion criteria were included in the nationally weighted analysis file: … In data year 2017, the nationally
weighted analysis file includes data from 36 SID and 30,744,878 discharges … Unit of analysis
The unit of analysis is the hospital discharge (i.e., the hospital stay), not a person … Introduction
Definitions
Unit of analysis
Costs and charges
Expected payer
Region
Reporting of
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hcup-us.ahrq.gov/reports/factsandfigures/2009/sources_methods.jsp
January 01, 2009 - Login
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Explore Expert Research & Limited … INFO
ACKNOWLEDGMENTS
CITATION
FACTS & FIGURES 2009 PDF
SOURCES AND METHODS
Unit of Analysis … The unit of analysis is the hospital stay rather than the patient. … CCS codes are used extensively in this report to define groups of diagnoses and procedures for analysis
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hcup-us.ahrq.gov/db/nation/neds/NEDS_Introduction_2007v2.jsp
November 01, 2015 - Login
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Explore Expert Research & Limited … One of the most distinctive features of the NEDS is its large sample size, which allows for analysis … Structure the information for efficient storage, manipulation, and analysis. … Return to Introduction
HOW TO USE THE NEDS FOR DATA ANALYSIS
This section provides a brief … In contrast, the HCUP state databases may be used for this type of analysis.
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hcup-us.ahrq.gov/db/nation/neds/NEDS_Introduction_2006v2.jsp
November 01, 2015 - Login
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Explore Expert Research & Limited … One of the most distinctive features of the NEDS is its large sample size, which allows for analysis … Structure the information for efficient storage, manipulation, and analysis. … Return to Introduction
HOW TO USE THE NEDS FOR DATA ANALYSIS
This section provides a brief … In contrast, the HCUP state databases may be used for this type of analysis.
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hcup-us.ahrq.gov/reports/statbriefs/sb301-ED-Substance-Use-Disorders-Race-2019.pdf
January 01, 2019 - Because the analysis included
patient county of residence designations, the population was limited to … Because the analysis
included patient county of residence designations, the population was limited to … Because the analysis included patient county of residence designations,
the population was limited to … Because the analysis included patient county of residence designations, the population was limited to … Unit of analysis
The unit of analysis is the ED visit, not a person or patient.