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National Rankings for Home Health Agencies ► Data Limitations and Analytic Considerations
Data Limitations and Analytic Considerations
We computed home health care rankings using publicly reported data downloaded from the CMS Medicare website (www.medicare.gov/Download/DownloadDB.asp - last accessed 3/31/08). This data set contains agency-specific, risk-adjusted, performance on 12 quality measures for over 6,995 agencies nationwide. Eleven measures that form the focus of a CMS national initiative were used in this analysis.1 To ensure reliability and stability of the measures reported, CMS suppresses reporting for agencies with small numbers of cases.
The data displayed focuses on three measures related to improvement in getting around, four measures related to meeting the patient’s activities of daily living, three measures related to patient medical emergencies, and two measures related to living at home after an episode of home health care ends. These measures reflect only a portion of the patient care experience. Patient satisfaction measures are not reported. We advise interpreting this information cautiously and supplementing it with information from the ombudsman's office, the State survey agency, or other sources.
| Data limitations: |
- While a great deal of time and study has been devoted developing a clinically valid and reliable public home health performance reporting system, the system is still relatively new. The CMS rollout of the Home Health Compare website was in October 2003. Other national public reporting efforts – within and beyond health care – have experienced a period of instability wherein opportunities for improving data quality were recognized and acted upon.
- Home health performance measures reflect resident outcomes and therefore require rigorous risk adjustment. While the quality measures are risk-adjusted to account for the fact that some agencies treat sicker patients, underlying differences in patient conditions or in the types of care provided by the agencies may not be fully accounted for by risk adjustment strategies. The best achievable rates for these measures is not well understood at this time.
- The data presented on Home Health Compare comes from information collected by Medicare and Medicaid-certified home health agencies. This information is called the Outcome and Assessment Information Set (OASIS). OASIS is a group of elements that represent core items of a comprehensive assessment for an adult home care patient. All of these data are reported by the home health agencies themselves and not formally audited to ensure accuracy.
- The OASIS data displayed on the website are updated monthly and represent a rolling 12 months of data but have a two-three month data lag time. Recent improvements made by the home health agency will not be evident in the rankings.
- Because of differences in the number of patients served by agencies the clinical conditions of the patients they care for, the number of patients used to compute reported performance rates varies by agency and measure. This impacts the precision with which performance can be ranked.
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Analytic considerations: |
- Performance on the measure “Percentage of patients who had to be admitted to the hospital” contributed half to each agency’s national ranking. The remaining measures were given equal weight in the analysis regardless of the eligible number of patients for each agency or of any assessment of the relative importance of the measure.
- While percentile scores, by definition, always range from 0-100, reported performance on a given measure may cluster very tightly.
- A single composite performance score or ranking can mask either strong or weak performance in specific measures.
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| 1 These measures are: |
- Percentage of patients who get better at walking or moving around
- Percentage of patients who get better at getting in and out of bed
- Percentage of patients whose bladder control improves
- Percentage of patients who have less pain when moving around
- Percentage of patients who get better at bathing
- Percentage of patients who get better at taking their medicines
correctly (by mouth)
- Percentage of patients who are short of breath less often
- Percentage of patients who had to be admitted to the hospital
- Percentage of patients who stay at home after an episode of home
health care ends
- Percentage of patients who need unplanned medical care related to a wound that is new, is worse, or has become infected.
- Percentage of patients whose wounds improved or healed after an operation.
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| Click here for a description of the quality measures for home health agencies. |
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