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Value-Based Care Foundations: Decoding Risk

Understanding Risk Adjustment in Value-Based Care Contracts

The shift from fee-for-service to value-based care (VBC) is reshaping the way healthcare is delivered, measured, and paid for. But for many providers, navigating the world of alternative payment models, quality benchmarks, and performance incentives can feel overwhelming. This is especially true when the rules seem to change with each new contract or program.

This blog series is designed to cut through the noise from the provider’s perspective. Whether you are participating in value-based arrangements for your Medicare (MSSP, MA), Medicaid (state MCOs), or commercial populations (ACOs), we will explain key concepts that directly affect your daily practice and your organization’s bottom line. Our focus will always be on what matters most to providers navigating value-based care arrangements.

We’re starting with a topic at the core of almost every value-based arrangement: risk adjustment. While it’s often thought of as a coding exercise, risk adjustment has profound implications for how patient care is funded.

Before we get too far, let’s define risk adjustment within this context. Risk adjustment is a statistical process used to level the playing field when comparing outcomes and costs across patient populations. It accounts for differences in patient complexity, so providers aren't unfairly penalized (or rewarded) simply because of the kinds of patients they see. There are different models and algorithms, but they all generally aim to describe a population’s risk from a financial perspective. Higher patient risk scores typically indicate a need for more care, resulting in greater assumed costs.

You might be thinking “I am in a value-based care arrangement, but our contracts aren’t subject to risk adjustments...”. The truth is that risk adjustments are often hidden in reimbursement calculations. Let’s look at some common arrangement types to outline some areas where risk adjustment algorithms might be hiding:

VBC Type Risk Adjustments
Pay for Performance (P4P) Your P4P quality payment rates are based on historical expenditures with risk adjustments that set up payment gates or tiers.
Capitated Payments Historical expenditures inform benchmarks which are used to derive capitation rates
ACOs (MSSP or otherwise) ACOs typically have shared savings pools. Those pools are derived from the difference between historical expenditures and performance year expenditures. Historical expenditures are risk adjusted.
Bundled Payment Program (TEAM, BPCIA) Bundle Payment rates are calculated using historical expenditures for similar services.

There’s a common trend here. Your payments are in some form based on historical benchmarks that get risk-adjusted. It is often said that no two value-based care contracts are the same; however, there are commonalities between them. Risk adjustments, specifically the cost adjustment calculation based on benchmarks, are a common trend. But what does this really mean? To best explain that, let’s look at some real numbers.

The Math

Let’s suppose that you’re an administrator at ABC Healthcare. At ABC, you’re participating in an MSSP. Last year, you had a roster of 5,000 patients, and CMS reported your health care expenditures were $12,000 per member per year.

Line Item Value Description
1 Benchmark Membership 5,000 Historical population
2 Benchmark Expenditure per Capita $12,000 Historical per member spend – this becomes your target spend per member
3 Benchmark Expenditure Total $60,000,000 Total Historical Spend
4 Benchmark Population Average RAF 1.100 Risk Adjustment Factor (RAF)

So, let’s say you’re looking to close out your current year and you’re wondering how you’re going to do when the contract gets reconciled after the performance year. Let’s look at the same four values, but for the current year:

Line Item Value
5 Membership 4,800
6 Expenditure per Capita $12,500
7 Expenditure Total (Actual Spend) $60,000,000
8 Population Average RAF 1.075

So, how did you do? Your population decreased slightly, your spending increased per capita, and your total overall spending is the same. Additionally, your average population risk dropped very slightly. It looks like you might be breaking even, right? Maybe, you’d predict a slight shift into the red because of risk adjustment, but how can we know for sure? Let’s do some rough math on the given figures above.

Line Item Value Calculation Purpose
9 RAF Ratio 0.977 Ratio of Current RAF / Benchmark RAF Risk Comparison between benchmark population to current year
10 Adjusted Benchmark Expenditure per Capita $11,727 RAF Ratio * Benchmark Expenditure per Capita This is the new risk adjusted expenditure rate, based on the RAF ratio.
11 Adjusted Total Benchmark Expenditure (Target Spend) $56,290,909 Adjusted Benchmark Expenditure per Capita * Current Membership The risk adjusted historical spend based on your current population.
12 Shared Savings / Loss Pool -$3,709,090.91 Target Spend - Actual Spend Risk Adjusted Benchmark expenditure compared to the real expenditure.

Did you predict an almost $4 million drop in the shared savings pool? The above math is roughly how the shared savings pool is calculated for an MSSP contract. Your contract’s calculations might differ slightly; for example, you might use member months instead of total members. Despite these slight differences, the risk adjustment calculation is going to be extremely similar in any other VBC contract. The terminology, input variables, and risk model might differ, but the core fundamentals remain the same.

Now, to complete the story, after the total shared savings pool is calculated, additional calculations are carried out to determine the actual shared savings payment (or loss) based on other factors, such as quality scores. Other arrangements & contracts will have their own specific next steps. We’ll explore those other calculations in future blogs. What we’ve focused on here is the commonalities that most arrangements share with respect to risk adjustments.

For now, here’s an illustrative tool that gives you some hands-on time with the interplay between these variables:

Interactive Risk Adjustment Calculator

Experiment with different values to see how risk adjustment affects your shared savings pool

Cost Analysis Worksheet

Enter your input parameters here:

Benchmark Expenditure
Current Expenditure
Benchmark Membership
Current Membership
Benchmark Risk
Current Risk
 
 
Calculated Variables
Benchmark Cost Per Capita: $12,000
Cost Per Capita: $12,500
Risk Ratio: 0.977
Adj Cost Per Capita: $11,727
Target Expenditure: $56,289,600
Shared Savings (Loss) Pool: ($3,710,400)
 
Current Expenditure $60.0M
Target Expenditure $56.3M

Wrap it Up

Risk adjustment may seem like a technicality, but in value-based care, it’s foundational. It ensures providers are fairly measured, appropriately reimbursed, and empowered to care for complex patients without being penalized for doing so. When risk scores are accurate, patients receive more tailored care, providers are properly resourced, and health systems are better positioned to thrive under value-based contracts.

But risk adjustment is just one part of the VBC puzzle. In the posts to come, we’ll explore other pieces of the ever-changing world of value-based care contracts. As the system shifts around us, understanding these mechanics isn’t optional; it’s essential. The better we understand the rules of the game, the more we can shape outcomes that work for our patients, our teams, and our practices.