Review risk adjustment history Understand the basics of risk adjustment as applied to bidding and payment Review risk adjustment implementation timeline Review characteristics o
Trang 1Medicare Risk Adjustment
Steve Calfo, FSA
Trang 2 To explain risk adjustment under:
• Medicare Part C (Medicare Advantage)
• Medicare Part D (Prescription Drug)
Trang 3 Review risk adjustment history
Understand the basics of risk adjustment as applied
to bidding and payment
Review risk adjustment implementation timeline
Review characteristics of the Part C and Part D risk
adjustment models
Discuss Part C frailty adjuster
Describe how to calculate risk scores
Current Topics
Performance
Trang 4AAPCC TEFRA 1985-1999 1.0% Demographic
PIP-DCG BBA 2000-2003* 6.7% Demographic
Inpatient
CMS-HCC BIPA 2004-present 10.5% Demographic
Inpatient Ambulatory
* Blended
Trang 5Risk Adjustment
History
The Balanced Budget Act (BBA) of 1997:
• Created Medicare + Choice (M+C) Part C
Program
• Mandated CMS to implement risk adjustment payment methodology to M+C (now MA)
organizations beginning in 2000 (PIP DCG)
• Payment based on the health status and
demographic characteristics of an enrollee
• Mandated frailty adjustment for enrollees in the Program for All-Inclusive Care for the Elderly
Trang 6Risk Adjustment
History (continued)
Beneficiary Improvement Act of 2000 (BIPA)
• Mandated CMS to implement risk adjustment
payment methodology to M+C (now MA) organizations based on inpatient and ambulatory data beginning in 2004 (CMS HCC)
• Established the implementation schedule to
achieve 100% risk adjustment payments by 2007
• Mandated introduction of risk adjustment to
ESRD enrollee payments.
Trang 7Risk Adjustment
History (continued)
Medicare Prescription Drug, Improvement, and
Modernization Act of 2003 (MMA)
• Created Medicare Part D - new prescription drug benefit program which was implemented in 2006
• Created new program called Medicare Advantage (MA) that replaced M+C program
• Introduced bidding into the MA program and amended the MA payment methodology Also retained most M+C provisions
• Included risk adjustment as a key component of the
bidding and payment processes for both the MA program
Trang 8MMA – Part D
Title I - Medicare Prescription Drug Benefit - Part
D
• Two types of sponsors:
♦ Stand alone prescription drug plan (PDP)
♦ MA plans that offer original Medicare benefits plus the Part D prescription drug benefit (MA-PD)
◦ Each MA organization must provide basic drug coverage under one
of its plans for each service area it covers
• Established reinsurance option and risk corridors to limit risk for participating plans
• 34 Part D regions announced in December 2004
Trang 9Part D Bidding
Plans submit bids representing their revenue needs for
offering the type of Part D coverage (e.g standard or
enhanced) in selected Part D region(s)
The law requires CMS to calculate a national average of the
bids and a national base beneficiary premium
The base beneficiary premium is on average 25.5% of the
national average bid (adjusted for reinsurance)
The basic Part D premium each plan must charge equals the
national base beneficiary premium adjusted for the difference between the plan’s bid and the national average bid amount
MA-PD plans may buy down the basic Part D premium with
rebate dollars
Trang 10MMA – Part C
Title II – Medicare Advantage – Part C
• Medicare Advantage Plan Sponsors could offer
♦ 3 types of local plan options
◦ Coordinated care plans (HMOs, PPOs, PSO); PFFS plans; and MSA plans.
♦ Created MA regional coordinated care plans; 26 MA regions announced in December 2004
• Replaced Adjusted Community Rate (ACR) proposal with bidding process for original Medicare benefits
Trang 11Part C Bid and Review
Process
By law, the Part C basic plan bid is the total revenue needed
to offer original Medicare (Part A & Part B) benefits:
• to enrollees who live in a specific service area (one or more counties)
• who have a certain level of average risk expected by the MAO
• & assuming the plan will charge cost sharing equivalent to FFS
The law establishes rules for determining plan benchmarks –
the upper limit on what the gov’t will pay for each enrollee
The law requires CMS to compare the plan basic bid to the
plan benchmark to determine whether the plan must charge
an enrollee premium or can offer supplemental benefits at a reduced price
For MA plans with bids below benchmarks, 75% of the
difference (“rebate”) must fund coverage of supplemental benefits, e.g reduction in FFS-level cost sharing and/or
coverage of additional non-Medicare covered benefits
Trang 12Part C Bid and Review
Process (Continued)
CMS reviews each bid for actuarial soundness
Ensures that each bid reflects costs of providing proposed
benefit package
Risk adjustment used to standardize bids to determine what
CMS’ payment rate will be to the plan for each enrollee
Risk Adjustment allows direct comparison of bids based on
populations with different health status and other
characteristics
Risk adjustment is also used to pay more accurately by
adjusting the monthly capitated bid-based payments for
enrollee health status
Trang 13What is Risk Adjustment?
A method used to adjust bidding and payment based on
the health status and demographic characteristics of an enrollee
Prospective - Uses diagnosis as a measure of health
status and demographic information
Pay appropriate and accurate payments for
subpopulations with significant cost differences
Purpose: to pay plans accurately for the risk of the
beneficiaries they enroll
Access, quality, protect beneficiaries, reduce adverse
selection, etc.
Trang 14CMS Risk Adjustment
Models
Currently CMS implements risk adjustment in 3 key payment
areas:
• The Part C CMS-HCC Model for aged and disabled beneficiaries
♦ Community, Long Term Institutional Models, New Enrollee
• The CMS-HCC ESRD Model for beneficiaries with ESRD
♦ Dialysis, Transplant, and Post-Transplant
• The RxHCC Part D drug model for all beneficiaries enrolled in Part D
♦ Base Model +
♦ Low Income or Long Term Institutional Multipliers
Risk scores produced by each model are distinct based on
predicted expenditures for that payment method (Part C, ESRD, Part D)
Risk scores are based on diagnoses from either MA plans or
Medicare FFS
Trang 15 Refers to the base years of data used in the
development of the model
Uses diagnosis in a given year to predict Medicare
expenditures in the following year
Recalibrated every 2 years
• Appropriate relative weights for each HCC
• Reflect more recent coding and expenditure
patterns
Trang 16Calibration (continued)
Regression model - weighted - Medicare liability
5% sample – 1.5 million benes – Fee-For-Service
Result of the model are estimated coefficients
Each coefficient shows the incremental predicted
expenditures associated with assigned demographic and
disease components
Coefficients divided by overall mean to get relative factors
Risk scores
• Assigned to each individual
• Developed using the relative factors
• Sum of demographic and disease factors
Normalization – corrects for population and coding changes
between the data years used in the calibration of the model
Trang 17CMS Risk Adjustment and Frailty
Implementation Timeline
Year Implementation Timeline
2004 Part C risk adjustment using new CMS-HCC model
Frailty adjuster for enrollees of PACE and certain demonstrations under Part
C
2005 End-Stage Renal Disease (ESRD) model for ESRD enrollees
2006 Part D risk adjustment model (RxHCC) for the new Medicare prescription
drug benefit (PDP)
2007 Updated CMS-HCC model
Normalization of Part C and Post Graft ESRD risk scores
2008 Updates to ESRD payment models
New/updated normalization factors for all models (Part C, ESRD, and Part D)
Begin frailty payment transition for PACE
Begin frailty payment phase-out for certain demonstration organizations
Trang 18CMS Risk Adjustment and Frailty
Implementation Timeline
Year Implementation Timeline
2009 Updated CMS-HCC model
Updated normalization factors for all models (Part C, ESRD, and Part D)
Updated Frailty adjuster for enrollees of PACE and certain demonstrations
under Part C
2010 Updated normalization factors for all models (Part C, ESRD, and Part D)
2011 Updated Part D Risk Adjustment Model
Updated CMS-HCC Model
Updated ESRD Model
Updated normalization factors for all models (Part C, ESRD, and Part D)
Trang 19Common Characteristics of the
Risk Adjustment Models
Prospective: diagnoses from base year used to predict
payments for following year
Demographic factors
Disease factors
Disease groups contain clinically related diagnoses with
similar cost implications
Hierarchy logic is imposed on certain related disease groups
Diagnosis sources are inpatient and outpatient hospitals, and
physician settings
New enrollee model components
Site neutral
Additive factors
Trang 20Demographic Factors in
Risk Adjustment
Age Sex
Disabled Status
• Applied to community residents
• Factors for disabled <65 years-old
• Factors for disabled and Medicaid
Original Reason for Entitlement
• Factors based on age and sex
• > 65 years old and originally entitled to Medicare due to disability
Medicaid Status (for Part C)
LTI and LIS multipliers (for Part D)
Trang 21Disease Groups/ HCCs
13,000+ ICD-9 codes
Grouped together based on diagnosis that are clinically
related into 804 Diagnosis Groups –DXGs
Each DXG relates to a well specified medical condition ex
Diabetes, congestive heart failure
DXGs are further aggregated into 189 Condition Categories
CCs
CCs are clinically related and have similar Medicare cost
implications
Known as disease category or Condition Category (CC)
Hierarchy logic is imposed on certain disease groups so
model is known as the Hierarchical Condition Category
(HCC) Model
Trang 22Disease Groups/ HCCs(continued)
Most body systems covered by diseases in
model
Each disease group has an associated
coefficient
Model heavily influenced by costs associated
with chronic diseases
• Major Medicare costs are captured
Trang 23Disease Hierarchies
Address multiple levels of severity for a disease with
varying levels of associated costs
Payment based on most severe manifestation of
disease when less severe manifestation also present
Purposes:
• Diagnoses are clinically related and ranked by cost
• Takes into account the costs of lower cost diseases
reducing need for coding proliferation
Disease within the hierarchy are not additive
Hierarchies are applied prior to interactions
Trang 24 6 high cost chronic conditions
There are 6 disease interactions in the Part C model
• 4 two-way, 2 three-way
Trang 25Disease Interactions (example)
Two-disease Interaction for Community-Based Enrollee
Factor 1: Diabetes Mellitus (DM), HCC15 = 0.608
Factor 2: Congestive Heart Failure (CHF), HCC80 = 0.395
Factor 3: Interaction: DM*CHF = 0.204
Risk Score = (demographic) + 0.608 + 0.395 + 0.204
In this case, the enrollee receives an additional interaction
instead of only two factors for HCC15 and HCC80
Trang 26New Enrollee Factors
Newly eligible disabled or age-in with less
than 12 months of Medicare Part B
entitlement during data collection period
Payments are made retroactively for Medicaid
eligibility after enrollment is verified
Trang 27Part C – CMS-HCC Model Distinctions
Separate community and institutional models for
different treatment costs between community and institutional residents
Trang 28Part C – Frailty
Adjuster
Predicts Medicare expenditures for the functionally
impaired (frail) that are not explained by CMS-HCC model
Applies only to PACE organizations and certain
demonstrations
Based on relative frailty of organization in terms of
number of functional limitations
Functional limitations measured by activities of
daily living (ADLs) – from survey results
Trang 29Part C – Frailty Adjuster (continued)
Contract-level frailty score calculated based
on ADLs of non-ESRD community residents age 55 or older
Contract-level frailty score added the risk
score of community residing non-ESRD
beneficiaries > 55 years of age during
payment
Risk + frailty account for variation in health
status for frail elderly
Trang 30Current and Revised
Non-0 -0.089 -0.183 -0.093 -0.18
1-2 +0.110 +0.024 +0.112 +0.035
3-4 +0.200 +0.132 +0.201 +0.155
5-6 +0.377 +0.188 +0.381 +0.2
Trang 31Part C ESRD Models
Used for ESRD enrollees in MA
organizations and demonstrations
Address unique cost considerations of ESRD
population
Implemented in 2005 at 100% risk adjustment
Recalibrated for 2008 using 2002-2003 data
Trang 32Part C ESRD Models
(continued)
Based on treatment costs for ESRD enrollees over
time Three subparts in model:
♦ Higher payment amount for 3 months
♦ Reflects higher costs during and after transplant
• Functioning Graft
♦ Regular CMS-HCC model used
Trang 33Part C ESRD Models
(continued)
Dialysis Model – HCCs with different coefficients
• Multiplied by statewide ESRD ratebook (updated on
transition blend beginning 2008)
Transplant Model – Costs for transplant month +
next 2 months
• National relative factor created by dividing monthly
transplant cost by national average costs for dialysis
• Highest factor is for month 1 where most transplant costs occur
• Payment for 3-months multiplied by statewide dialysis
Trang 34Part C Model Comparison
for 69 year old male
Age-Sex Factor for
88 year old female
1.648 0.364 0.370 0.330 0.637
0.568 0.466 0.308 1.140 0.694
0.161 0.106 0.116 0.775 0.919
Community Institutional Dialysis
Trang 35Part D Risk Adjustment
(RxHCC)
Designed to predict plan liability for prescription
drugs under the Medicare drug benefit
Different diseases predict drug costs than Part A/B
costs
Explanatory power of the RxHCC model is R2=0.25
for plan liability, on par with other drug models and
is higher than similar Part A/B models because drug costs are more stable
Trang 36Part D Risk Adjustment (continued)
Average projected plan liability was ≈ $993 in
2006
Model includes 113 coefficients
• 3 age and disease interactions
• 2 sex-age-originally disabled status interactions
Hierarchies cover 11 conditions
Trang 37Low Income and Long Term Institutional
The Part D model includes incremental
factors for beneficiaries who are low- income (LI) subsidy eligible or long term institutional (LTI)
The multipliers are applied to the base Part D
risk score predicted by the model
LI and LTI are hierarchical:
• If a beneficiary is LTI they can not also receive the LI factor
Trang 38Low Income and Long Term
Group 2 – Partial subsidy eligible
(15%)
Trang 39Part D Risk Adjuster
For implementation, predicted dollars are divided by national mean
Trang 40Risk Adjustment Example (continued)
Step 1 – derive base risk score – 1.22
Step 2 – multiply by either LI or LTI factor if they
apply for the payment month
Full subsidy eligible (group 1): risk score = base risk
Trang 41Simplified Example Illustrating Use of
Risk Adjustment in Bidding
Plan derived costs for benefit package = $1,000
Plan estimated risk score for population = 1.25
Standardized plan bid = $800 ($1,000/1.25)
Plan actual risk score based on enrollment = 1.5
Risk adjusted plan payment = standardized plan bid
* actual risk score = $1,200 ($800*1.5)