Evaluating the Impact of Value-Based Purchasing

A Guide for Purchasers

(continued)


Managing HEDIS® Measures Through Aggregation

To address the issue of multiple measures, some purchasers combine multiple HEDIS® measures into one overall score or a smaller number of scores representing fewer dimensions, such as prevention, access, and surgical care. They then use these aggregated scores to compare plans to each other, or to compare a specific plan's performance from one period to the next.

To create these dimensions, or categories, one could assign weights to selected HEDIS® measures and group those measures into domains of performance either using ad hoc methods or factor analytic approaches. The exact weight for each of the measures in a domain would reflect organizational objectives and perhaps scientific literature regarding the importance of the measure in affecting health. Once the weights are determined, each plan or provider can receive a score based on its relative performance. This approach is similar to the strategy that some purchasers use to combine individual health plan performance measures into consumer-friendly categories for reporting purposes.

The advantage of this approach is that it allows for the many HEDIS® measures to be collapsed into a smaller subset. The disadvantage is that this approach masks the heterogeneity of the individual HEDIS® measures and makes it difficult to identify specific areas for improvement. For more on reporting categories, go to Scanlon et al., 2001; and www.TalkingQuality.gov.

A Quick Look at CAHPS®. CAHPS®, sponsored by AHRQ, is a family of survey instruments designed to obtain consumer assessments about the quality of the health care services they receive. The core survey contains about 50 standard items that focus on multiple dimensions of the care and services provided by health plans, including getting needed care, getting care quickly, doctor's communication skills, courteousness and helpfulness of staff and customer service and other domains. CAHPS® instruments have been developed and tested for adults and children who are covered by commercial insurers, Medicare and Medicaid. Supplemental items have also been developed to identify and obtain data on the care provided for children and adults with chronic conditions. Other supplemental sets include items on interpreter services and transportation. Though CAHPS® was originally designed for consumer assessment of health plans, an upcoming version has been developed to obtain consumer assessment of providers within group practices. CAHPS® II (beginning in 2002) will also focus on use of CAHPS® information for quality improvement purposes.

The CAHPS® Survey and Reporting Kit contains complete instructions for implementation of the surveys, templates for reporting results to consumers, instructions for data analysis, and other issues such as presenting CAHPS® results to the media.

Like HEDIS®, the CAHPS® survey includes standardized questions and specific protocols for administering the survey so that each plan's results can be compared to the performance of other plans nationally, regionally, or locally. As noted, the NCQA has incorporated the CAHPS® composite measures into its data reporting requirements for HEDIS®. With the exception of the ratings of care and health plan services, most of the CAHPS® items are not direct measures of the other final outcomes discussed in this guide. However, research findings suggest that most of the CAHPS® measures are correlated with some of these outcomes, most likely health status and labor market outcomes. To the extent that CAHPS® captures the quality and appropriateness of clinical care, for example, the survey results would be correlated with health status. Similarly, since CAHPS® asks for enrollees' opinions about their health care plans, these results may be related to labor market outcomes. For example, if employees report that they are happy with their health care plans, one might expect lower employee turnover, although other factors can also lead to turnover.

Because CAHPS® is comprised of so many items, the use of CAHPS® for assessing the impact of VBP activities faces barriers similar to those discussed above for HEDIS®. Namely, individual items have to be aggregated in order to be useful. However, the CAHPS® developers have conducted considerable research regarding the appropriate aggregation of CAHPS® measures and issued guidelines for purchasers and others to follow (CAHPS® 2.0, 1999). In addition, because CAHPS® asks plan enrollees about the care and services of their health plans, the results may not be relevant to specific VBP activities that are more provider-oriented. This issue may be resolved by the upcoming introduction of G-CAHPS® (group-level CAHPS®), which focuses on consumers' experiences with physicians and medical practices.

To obtain the CAHPS® Survey and Reporting Kit free-of-charge, or to learn more about CAHPS®, contact the CAHPS® Survey Users Network (SUN) at 1-800-492-9261 or at www.cahps-sun.org. The SUN also provides limited technical assistance.

Task 3: Analyze the Data

For most evaluations, the analyst is not the same individual or group of individuals who made the initial decision to embark on the evaluation. In many cases, the purchaser may wish to contract with external consultants or individuals affiliated with academic institutions to assist in the analysis. This is particularly true for more complex analyses that require statistical expertise and familiarity with methods and software for conducting experimental and observational research. Outside analysts also offer the benefit of objectivity, since they have no stake in the results of their research.

Ideally, the analysts should be involved in all of the steps outlined in this guide, particularly in the choice of research design and issues of data collection and measurement, but in practice this is not always the case. Regardless of whether the analysts have been involved in the development and planning of the evaluation, it is important that they understand the details of the VBP program, the short-term and long-term objectives of the purchaser, and how the purchaser hopes to use the findings so that the analysis will result in information that is germane and useful.

Step 5. Summarize the Results and Interpret Implications for Purchasing Activities

Once the analysis has produced evidence regarding the impact of VBP activities on relevant outcomes, the next step is to ensure that those findings are communicated in a way that is helpful to you, and potentially to the larger community of value-based purchasers and health services researchers. For this to happen, the purchaser must first make sure that the analysts do not simply hand over hundreds of pages of output from regression models. Rather, the analysts should be directed to present senior-level management with a succinct list of key results and findings that are pertinent to the overarching goals and objectives of the organization. This document would be similar in concept to a legal brief or one-page business memo, both of which are designed to facilitate quick and accurate decisionmaking.

The second part of this step is to use these findings to draw out the implications for the VBP activity; this task may be performed by the analysts or by the purchaser. However, in practice, this work is often neglected or forgotten. In some cases, the results of an evaluation never make it to this step because of problems with the research or how the findings have been communicated (e.g., when analysts provide senior-level decisionmakers with information that is voluminous, too confusing to understand, or impossible to sort through). But purchasers need to determine what the results of the analysis mean for the VBP activity: whether it is working, where it is failing, whether and how it can be refined. Ultimately, this is the step where the transition from analysis to decisionmaking occurs, using the results of the VBP evaluation as the bridge.

The final task, of course, is for the purchaser to incorporate the results of the VBP evaluation into decisions. Because all organizations have different structures and processes for making decisions, and because information from the evaluation is just one of many inputs, this guide does not delve into this topic. However, purchasers are strongly encouraged to involve key stakeholder groups in discussing how to interpret and use the results. A key principle of "utilization-focused" evaluation (i.e., an evaluation that is attempting to produce results that will be useful to specific audiences) is that people outside of the evaluation team need to be involved in discussions of draft results and in decisions that derive from those results.

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References

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Bailey DM. Research for the Health Professional: A Practical Guide, 2nd ed. Philadelphia, PA: F.A. Davis Company; 1997.

Battistella R, Burchfield D. The Future of Employment-Based Health Insurance. Journal of Healthcare Management 2000;45(1):46-57.

Buchmueller TC, Feldstein P. The Effect of Price on Switching Among Health Plans. Journal of Health Economics 1997, 16(2):231-47.

CAHPS® 2.0 Survey and Reporting Kit. Rockville, MD: Agency for Health Care Policy and Research; 1999. AHRQ Publication No. 99-0039.

Campbell DT, Stanley JC. Experimental and Quasi-Experimental Designs for Research. Dallas, TX: Houghton Mifflin Company; 1963.

Castles AG, Milstein A, Damberg CL. Using Employer Purchasing Power to Improve the Quality of Perinatal Care. Pediatrics 1999;103(1):248-54.

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Dudley RA, Bae RY, Johansen KL et al., When and How Should Purchasers Seek to Selectively Refer Patients to High Quality Hospitals? Prepared for a National Academy of Sciences workshop, "Interpreting the Volume-Outcome Relationship in the Context of Health Care Quality," May 11, 2000, Washington, DC; 2000.

Farley DO, Short PF, Elliot MN et al., Effects of CAHPS® Health Plan Performance Information on Plan Choices by New Jersey Medicaid Beneficiaries. Health Services Research 2002 (in press).

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Meyer JA, Wicks EK, Rybowski LS et al., Report on Report Cards: Initiatives of Health Coalitions and State Government Employers to Report on Health Plan Performance and Use Financial Incentives. vol. I. Washington, DC: Economic and Social Research Institute; 1998.

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Patton MQ. Utilization-Focused Evaluation, 3rd ed. Thousand Oaks, CA: Sage Publications; 1997.

Quality vs. Costs? A Survey of Healthcare Purchasing Habits and Concerns. Healthcare Financial Management 2000;54(7):68-72.

QualityMetric Incorporated. SF-36® Health Survey. Lincoln, RI; 2001. http://www.qmetric.com

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Scanlon DP, Darby C, Rolph, E et al., The Role of Performance Measures for Improving Quality in Managed Care Organizations. Health Services Research 2001;36(3):619-41.

Schauffler HH, Brown C, Milstein A. Raising the Bar: The Use of Performance Guarantees by the Pacific Business Group on Health. Health Affairs 1999;18(2):134-42.

Schultz J, Thiede Call K, Feldman R et al., Do Employees Use Report Cards to Assess Health Care Provider Systems? Health Services Research 2001;36(3):509-30.

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Sofaer S. Qualitative Methods: What Are They and Why Use Them? Health Services Research 1999;34(5; Part II):1101-18.

Uhrig JD. Beneficiaries' Use of Quality Reports for Choosing Medicare Health Plans. [Ph.D. Dissertation]. The Pennsylvania State University; 2001.

Wennberg JE, Gittelsohn A. Small Area Variations in Health Care Delivery. Science 1973;82(117):1102-8.

Yeaton W, Camberg L. Program Evaluation for Managers. Boston, MA: Management Decision and Research Center, Health Services Research and Development Services, Office of Research and Development, Department of Veterans Affairs; 1997.

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Selected Resources and Web Sites for Purchasers' Quality Improvement Activities

In addition to this guide, AHRQ has several other resources that may be helpful for purchasers seeking to improve the quality of health care. The Web sites listed below provide more information about these resources.

AHRQ Quality Indicators (QIs)

The AHRQ QIs software is a set of measures of health care quality that is designed for use in conjunction with hospital administrative data to highlight potential quality concerns, identify areas that need further study and investigation, and track changes over time. More details on the AHRQ Quality Indicators are available at http://www.qualityindicators.ahrq.gov.

CONQUEST

CONQUEST (COmputerized Needs-oriented QUality Measurement Evaluation SysTem) is quality improvement software that draws on two databases—one for clinical performance measures and one for conditions. CONQUEST helps users identify, understand, compare, evaluate, and select measures to assess and improve clinical performance. More details on CONQUEST are available at http://www.ahrq.gov/qual/conquest.htm.

CAHPS®

CAHPS® is an easy-to-use kit of survey and report tools that provides reliable and valid information to help consumers and purchasers assess and choose among health plans and providers. All CAHPS® products are available from the CAHPS® Survey Users Network at www.cahps-sun.org.

National CAHPS® Benchmarking Database (NCBD)

Initiated in 1998, the NCBD provides benchmarks to facilitate comparisons across health plans by users of the CAHPS® survey. Users can access the database at http://ncbd.cahps.org.

Making Health Care Safer: A Critical Analysis of Patient Safety Practices

This evidence report, compiled by AHRQ's Evidence-based Practice Center at the University of California San Francisco/Stanford University, reviews the evidence on a total of 79 patient safety practices. Making Health Care Safer: A Critical Analysis of Patient Safety Practices describes 11 practices that the researchers considered highly proven to work but which are not performed routinely in the Nation's hospitals and nursing homes. The report is available online at www.ahrq.gov/clinic/ptsafety/ or in printed format from the AHRQ Publications Clearinghouse.

National Guideline Clearinghouse™ (NGC)

The National Guideline Clearinghouse is a comprehensive database that provides objective, detailed information on evidence-based clinical practice guidelines at www.guideline.gov.

TalkingQuality Web Site

Launched in March 2002, the TalkingQuality Web site provides easy-to-use information on health care quality at www.talkingquality.gov. The site is sponsored by AHRQ, CMS, and the U.S. Office of Personnel Management.

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AHRQ Publication No. 02-0029
Current as of May 2002


Internet Citation:

Evaluating the Impact of Value-Based Purchasing: A Guide for Purchasers. AHRQ Publication No. 02-0029. May 2002. Agency for Healthcare Research and Quality, Rockville, MD. http://www.ahrq.gov/about/cods/valuebased/


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