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Making sense of the
numbers game

by Rick Dana Barlow

As an art form, benchmarking can polish a healthcare facility’s image and preen its executives’ egos or poke gaping holes in both. As a science, benchmarking can make or break a healthcare facility’s expense and revenue streams – particularly if the data are solid, reliable and measurable.

However, ensuring that the data being collected and analyzed among internal departments and with similar external facilities is reliable and therefore valid and valuable, remains an ongoing quandary.

It’s no secret that benchmarking gleams as a concept and glows on paper but it can gum up administrative, clinical and financial operations when true "apples to apples" comparisons aren’t achieved. Trying to establish and define a benchmark or any of its components has its own hurdles. One of the fundamentals is convincing the myriad players in healthcare to accept a particular standard and its defined parameters, regardless of who originated it or will benefit from it. In short, the intention may be fine but the execution tends to suffer.

As a result, Healthcare Purchasing News Senior Editor Rick Dana Barlow met with Harry Kirschner, a director with the Advisory Board Company, a Washington, DC-based consulting firm that helps hospitals and healthcare systems improve management and clinical operations performance through such strategies and tactics as benchmarking. As one of the firm’s resident supply cost reduction and revenue cycle management experts, Kirschner knows first-hand about the pros and cons of benchmarking practices in healthcare, and agreed to share some of his insights.

HPN: Because benchmarking seems so variable, how can it be meaningful, and therefore, valuable?

KIRSCHNER: In order to ensure benchmarks are valuable it is important to understand the factors that make can make benchmarks variable. The best benchmarking resources are able to reduce variability across two different dimensions. First, they clearly define how the financial metrics within the benchmarking study are calculated. Many organizations define supply expense or even net revenue in different ways, so it can be challenging to create a common definition that every organization can support. Secondly, the best benchmarking studies enable participants to ‘right size’ the financial metrics for their organization by considering factors such as bed size, region, and CMI. This is only possible and statistically relevant for studies that include a large number of participants. Overall, benchmarks can be extremely valuable if you are confident the financial metrics within the benchmarks were calculated using a consistent definition and you are able to ensure a true ‘apples to apples’ comparison to like peer institutions.

"I’ve seen current benchmarks that enable a decent ‘apples-to-apples’ comparison, but I think we are a few years away from differentiating between a Granny Smith and a Red Delicious."

Unfortunately, most current bench-marking studies do not provide enough visibility for organizations to rely on the data as a single end point to inform decision making. Benchmarks should really be viewed as one piece of the performance management puzzle. Essentially, they are just one of the many opportunities for organizations to assess performance and should be used in combination with other internally generated performance metrics and indicators. Some institutions tend to start and stop with a benchmark. Given the current variability in most external benchmarks, they should serve as a barometer or directional indicator rather than an end point. 

With all the variables that come into play, such as geographic market service area, patient mix, clinical pathway deviations, and so forth, how can a facility truly find a ‘peer’ institution? In manufacturing and retail, it’s quite a bit more defined and regimented, and therefore easier. Do you agree? Why?

Ultimately, no organization, inside or outside of healthcare, is truly the same.
Benchmarks in other industries appear to be criticized with the same fervor. 

That being said, one of the main supply chain differences between healthcare and other industries is that healthcare providers cannot forecast exactly what supplies they’ll need to treat the next patient that walks through the door. In most other industries, supply chain executives have a much better ability to forecast demand. Also, healthcare is one of the few, if not the only, remaining industries where the purchasing organization lacks control of their own data. For the most part, hospitals are reliant on external supply chain constituents to answer basic questions such as, what I am buying, who am I buying from, and did I pay the right price. These challenges make it even more challenging for healthcare providers to provide reliable data in support of benchmarking activities.

I do think that healthcare over exaggerates the fact that every hospital is different. Despite regional and organizational differences in payer mix, case mix and volumes, most healthcare organizations ultimately operate on the same core financial principles and they generally use a similar mix of supplies. A good benchmarking database should enable hospitals to ‘right size’ the compare group so they are relatively confident they are comparing themselves to someone in the same ball park. I’ve seen current benchmarks that enable a decent ‘apples-to-apples’ comparison, but I think we are a few years away from differentiating between a Granny Smith and a Red Delicious. Understanding this, hospitals should utilize benchmarks with a grain of salt, but can and should use them confidently to provide a directional indication of their current performance. It’s all about making sure that you understand the methodology behind the benchmarks and how they relate to the way your organization calculates the same metrics. This visibility into the benchmarking methodology is critical to evaluate the reliability of the data and ultimately the conclusions you derive about current performance.

Everyone seems to have their own favorite benchmarking mechanism for supply chain management. So is there one universal benchmark that can be applied reliably to any facility, as in a standard? Or are there certain benchmarks that work better than others in specific clinical, financial or operational areas? What are they?

I don’t think there is one universal benchmark that can meet the needs of every institution. It really comes down to relying only on metrics that can be defined and validated with enough confidence to support your needs. Best practice institutions review multiple metrics as a way to think more broadly about how supply chain performance is affected by other macro-level trends. It is important to understand the relationship between the different metrics because most supply chain performance benchmarks almost always rely on some non-supply chain indicator for part of the calculation (i.e., net revenue, operating expense, admissions, discharges). Looking at multiple metrics can help organizations understand how the non-supply chain indicator impacted performance.

How does a materials manager make sure that the benchmark on which he/she relies is meaningful, as in an accurate apples-to-applies comparison? Does such a benchmark truly exist?

There is no way to ensure a 100 percent apples-to-apples comparison unless all data collection can be automated. Not only would this require industry standard definitions for calculating metrics, but it would also require that all benchmark participants are sending automatic feeds of data from a common IS platform. In the meantime, materials managers should be critical in understanding how the benchmarks are developed. Consider questions such as: How many participants similar to my organization were included in the study? How did they define the underlying metrics that support each metric? Did the benchmarking provider audit the results for accuracy or was the data self-reported? Is the information updated and how frequently will it be updated on an ongoing basis?

But it’s possible to automate data that are slightly different, based on subjective determinations, which would undermine the objectivity and reliability of the benchmark, right?

It’s possible to automate collection of things like PO data for the purposes of price benchmarking. As long as the PO line items are compared using the same categorization schema the benchmarks can be quite valuable. 

It is a bit more difficult for performance benchmarks because there is no industry standard definition for the core financial metrics that support the benchmarks. With no standard definition, hospitals are required to interpret the definition provided by the benchmark provider (if even provided) and then assess if their reporting systems can calculate the data in line with the definition. It all comes down to how well the benchmarking provider defines the metrics used to calculate the benchmarks and their ability to audit or test that hospitals accurately report them.

Which benchmarking strategy makes more sense – internal (comparing individuals or departments within a facility or organization) or external (comparing departments, facilities or organizations to one another)? What purpose does either serve?

Both strategies can be valuable for organizations. The key to making any benchmark or metric valuable is to consistently review the same metric or calculation trended over a period of time. Whether the benchmark is internal or external, organizations are best served by creating a repeatable reporting process that utilizes a consistent method for calculating the information. This consistency will help them accurately track and measure trends impacting their business over time. It is also important to think about how you intend to use the benchmarks. For the most part, current benchmarks are most useful in helping to establish goals or to inform opportunities for improvement from more of a directional perspective. 

 How do you differentiate between such terms as benchmarking, analytics, indicators and metrics? What does each term mean and how can each be used effectively?

Unfortunately, all of these terms are used synonymously today. From my perspective
there are three main ways to look at benchmarks and metrics. 1.) Performance benchmarking – Comparison of high level performance metrics across similar peer organizations that can be useful to understand directionally how you organization stacks up. Sample metrics might include supply cost as a percentage of net revenue, supply cost as a percentage of operating expense or supply cost as a percentage of CMI adjusted admissions or discharges. 2.) Price benchmarking – Comparison of specific prices paid for unique items across similar peer organizations. 3.) Internal metrics/indicators – Month over month internal tracking metrics and indicators to evaluate of actual versus goal performance. Metrics might be similar to the performance benchmarks, but can also get more granular to evaluate category management (i.e., market share and volume goals, standardization opportunities, and budget performance), supplier performance (i.e., fill rates, cancelled orders), and purchasing effectiveness (i.e., average number of purchase order lines per order, total POs per month). Most organizations currently participate in some form of performance benchmarking, all are hungry for accurate and updated price benchmarks, and few have the capabilities or infrastructure to support broad and consistent utilization of internal metrics/indicators for materials management and supply chain performance.

A growing number of companies and organizations seem to have ventured into the benchmarking business so how do you determine which one is the most reliable and useful?

Key questions to ask are: How do you get your data? Is it self reported? Do you audit all or some of the figures? Can the data be pulled directly from existing systems or financials versus manually entered? How frequently do you update your informa-tion? How often will we need to submit data? How do we submit data? How many participants are included in the study? How can we filter the data to ensure we compare ourselves to similar institutions? 

Also, review the definitions they provide to inform how to calculate the metrics. Are they specific enough (avoid the need to make judgment calls about what data to include) or too specific (systems don’t support the level of granularity needed to meet their definition)? HPN

Harry Kirschner is a director with the Advisory Board Company, Washington (DC), a firm that conducts best practices research and provides consulting services to help member hospitals and health systems improve management and clinical operations performance. Kirschner assists clients in margin enhancement projects, with a specific focus on supply cost reduction and revenue cycle management. Prior to joining the Advisory Board Company, Kirschner served as practice leader of the healthcare sector for FreeMarkets, a global leader in supply chain technology and consulting. In this capacity, he managed project teams at hospitals, health systems and group purchasing organizations to facilitate strategic sourcing programs across a broad range of clinical and ancillary supply categories. He specializes in the development and deployment of technology to support elements of cost reduction initiatives including, data analytics, document management, workflow automation, e-sourcing, decision optimization and project implementation. Kirschner also spearheaded efforts to integrate physicians and clinicians into vendor management and negotiation processes by leading training, education and change management initiatives at client sites. Before FreeMarkets, Kirschner was a senior consultant with Deloitte & Touche LLP’s McLean, VA-based consulting practice, interacting with finance executives, managing process improvement and technology implementation engagements to streamline financial reporting and analysis. For more information, visit the Advisory Board Company’s Web site at www.advisoryboardcompany.com.Contact Kirschner via e-mail at kirschnh@advisory.com.

 

April
2006