SECRETS TO STAR RATINGS SUCCESS - Gorman Health Group · 2018. 5. 24. · MELISSA SMITH Senior Vice...
Transcript of SECRETS TO STAR RATINGS SUCCESS - Gorman Health Group · 2018. 5. 24. · MELISSA SMITH Senior Vice...
MELISSA SMITH
Senior Vice President, Sales, Marketing, Strategy & Stars
SECRETS TO STAR RATINGS SUCCESS:
Using the Right Data to Drive Your Star Ratings Strategy
Copyright © 2018 Gorman Health Group2
DATA & ANALYTICS
What’s Working?
Integrating medical and pharmacy measures and data
Marriage of adherence and disease control measure data to target interventions
Contract-level monitoring/modeling Provider profiling and prioritization Member profiling and segmentation Monthly adjustment of focus areas
What Sometimes Works?
Predictive modeling Leveraging non-standard data
sources (HRAs, proxy surveys) Bidirectional data exchanges with
sophisticated provider partners Data-driven focus on outcomes Narrow selection of measures and/or
focus areas Data-driven retail pharmacy targeting
What Isn’t Working?
Cut point predictions Multi-variate intervention
evaluation Denial of CAHPS and HOS data Uncoordinated data infrastructure Leveraging EMR extracts, customer
service notes, medical record notes Insistence on evidence-based ROI
as justification for initiatives
Right member. Right intervention. Right setting. Right timing.
Copyright © 2018 Gorman Health Group3
5-STAR DATA INTEGRATION REQUIRES 5-STAR DATA
Pharmacy Data
Enrolled Days, Covered Days, Days Needed for 80% PDCDays to nonrecoverable, last day for InterventionDrug-drug interactions, opioid use
Provider Data
Credible PCP Attribution/AssignmentsMembers not assigned to providersEngaged/unengaged providersCAHPS proxy dataProviders requesting suppressionMembers receiving episodic care from non-PCPs
“5-star” Data
Onboarding response dataHRA responses
CDC, RWJF, KFF, Healthy People 2020, CHNAsMember call data (CS, CM, MM, Rx)
Clinical Data
Rising risk indicators, members in health crisisMembers newly diagnosed with impactful conditions
Unengaged and “never numerator” membersHEDIS IDSS dataHOS proxy data
Enrollment and Demographic Data
Accurate addresses and phone numbersLanguage and literacy
Do not call/ preferred communication channelsProgram enrollment data (CM, DM, fitness, etc)
Copyright © 2018 Gorman Health Group4
CONTRACT-LEVEL MONITORING
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Is the source of your data current enough to allow you to adjust priorities?
Are you disclaiming your basis for cut point predictions?
If available, are you using CAHPS/HOS proxy survey data?
Are you looking for outlier measures which could prevent you from earning Reward Factor?
Are you factoring in potential new, removed and changed measures?
Are your executives using this as “directionally reasonable” rather than as a precise measure of performance?
Copyright © 2018 Gorman Health Group5
CASE STUDY: USING PERFORMANCE TO SET PRIORITIES
5
20
18
PE
RFO
RM
AN
CE
INCREASING RISK (weight, distance to next star, etc)
Copyright © 2018 Gorman Health Group6
CASE STUDY: PREDICTING PERFORMANCE AMIDST UNCERTAINTY
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SEQUENTIAL SCENARIO
2017 CUTPOINTS
(NO ADJUSTMENTS)
W/1 RATING DROP ON
ANY MEASURE W/IN 1%
OF NEXT LOWER
CUTPOINT
MEASURE TREND
CUTPOINT MODEL
INDIVIDUAL
CUTPOINT TREND
MODEL
2016 STAR
RATINGS
2015 STAR
RATINGS
2014 STAR
RATINGS
1. Use of validated measure rates √ √ √ √ √ √ √
2. Addition of Post-Discharge Medication Reconciliation (4) and Bladder Control (2) √ √ √ √ √ √ √
3. Removal of 2 topped out measures
- 1x-weighted 5 star measures
- 1.5x-weighted 5 star measures √ √ √ √ √ √ √
- 3x-weighted 5 star measures √ NO √ √ √ √ √
2018 SENSITIVITY ANALYSIS
# 3x-weighted incremental ratings away from dropping below 4 star rate (from #3)
# of measures management has assumed performance equal to prior year
# of measures management has provided no source data to validate rate
# of new measures for which no data exists to support predictions
2019 Rollforward: From worst case 2018 Scenario
4. Add 3 single-weighted new measures
- with 2 star performance
- with 3 star performance √ NO √ √ √ √ √
5. Removal of 3 additional topped out measures
- 1x-weighted 5 star measures
- 1.5x-weighted 5 star measures √ NO NO √ √ √ √
- 3x-weighted 5 star measures √ NO NO √ √ √* √*
2019 SENSITIVITY ANALYSIS
# 3x-weighted incremental ratings away from dropping below 4 star rate (from #5)
# of measures management has assumed performance equal to prior year
# of measures management has provided no source data to validate rate
# of new measures for which no data exists to support predictions
* No additional 5 star measures available to remove. Modeled based on removal of next highest performing 3x-weighted measure.
2 4 8 5 8N/A
NO
NO
N/A
6
NOTE:
ALL SCENARIOS COMPUTED WITHOUT IMPROVEMENT MEASURES TO EVALUATE LIKELIHOOD OF ATTAINING 4 STAR BASE RATING TO TRIGGER "HOLD HARMLESS" PROVISION.
STRONG PERFORMANCE ON IMPROVEMENT MEASURES AND/OR EARNING OF REWARD FACTOR COULD POSITIVELY IMPACT THESE MODELS
3 N/A 1 3
7
3
1 4
√ √ √ √ √
NO √ √ √ √
ATTAINMENT OF OVERALL 4 STAR CALCULATED RATING USING:
√ √ √ √ √ √
2017 CUTPOINTS 2018 GHG PROJECTED CUTPOINTS HISTORICAL CUTPOINTS:
√
√
14
7
2
14
√
Copyright © 2018 Gorman Health Group7
EXAMPLE: PROVIDER PROFILINGFROM 1,300 PCPS TO THE 104 WITH IMPACT
7
Copyright © 2018 Gorman Health Group8
EXAMPLE: PROVIDER PROFILINGFROM 1,300 PCPS TO THE 104 WITH IMPACT
8
WHO DO I NEED TO INTERVENE WITH?
WHAT DO I NEED TO ASK?
Copyright © 2018 Gorman Health Group9
DATA-DRIVEN INTERVENTION PLANNING “THE ART OF THE POSSIBLE” IN COMPLEX POPULATIONS
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Healthy Stable At Risk Multiple Chronic Complex
• <3 screening, testing or similar gaps, and
• ≥1 medication adherence denominator(s) with PDC >80% on each, and
• ≥1 compliant intermediate outcomes measure
• 3 screening or testing gaps, or• ≥2 medication adherence
denominators with PDC <80% on ≥1 adherence measure, or
• ≥1 intermediate outcomes measure with 1+ non-compliant test result
• >3 screening or testing gaps, or • >1 intermediate outcomes
measure with >1 current year non-compliant test result, or
• ≥6 medications, or• Members diagnosed with
drug/alcohol dependence, or• Members <65, or• Low-income members (≥75% LIS
coverage), or• ≥2 hospitalizations or emergency
room visits in past year
• ≥3 chronic conditions, regardless of total number of gaps in care
• complex or catastrophic disease states as defined by existing CM program description, regardless of the number/type of Star Ratings measure gaps who are not actively engaged with CM
Copyright © 2018 Gorman Health Group10
EXAMPLE: DATA-DRIVEN MICROTARGETING
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Is member adherent to oral diabetes
meds?
Is member compliant on Diabetes A1c control
measure?
YES
NO
YES NO: NO TEST NO: NO RESULT NO: A1c >9%
Copyright © 2018 Gorman Health Group11
EXAMPLE: DATA-DRIVEN MICROTARGETING
11
Is member adherent to oral diabetes
meds?
Is member compliant on Diabetes A1c control
measure?
YES
NO
YES
No Action Needed;
suppress A1c
control gap
Copyright © 2018 Gorman Health Group12
EXAMPLE: DATA-DRIVEN MICROTARGETING
12
Is member adherent to oral diabetes
meds?
Is member compliant on Diabetes A1c control
measure?
YES
NO
NO: NO RESULT
Locate test result;
update
microtargeting
Copyright © 2018 Gorman Health Group13
EXAMPLE: DATA-DRIVEN MICROTARGETING
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Is member adherent to oral diabetes
meds?
Is member compliant on Diabetes A1c control
measure?
YES
NO
NO: NO TEST
Locate test result or
schedule appt for
test; update
microtargeting
NO: NO TEST
Locate test result or
schedule appt for test
& conduct adherence
intervention
Copyright © 2018 Gorman Health Group14
EXAMPLE: DATA-DRIVEN MICROTARGETING
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Is member adherent to oral diabetes
meds?
Is member compliant on Diabetes A1c control
measure?
YES
NO
NO: A1c >9%
MD intervention
requesting review of
medication regimen
NO: A1c >9%
MD and/or member
intervention/
coaching
Copyright © 2018 Gorman Health Group15
EXAMPLE: DATA-DRIVEN MICROTARGETING
15
Is member adherent to oral diabetes
meds?
Is member compliant on Diabetes A1c control
measure?
YES
NO
YES
No Action Needed;
suppress A1c
control gap
NO: NO TEST
Locate test result or
schedule appt for
test; update
microtargeting
NO: NO RESULT
Locate test result;
update
microtargeting
NO: A1c >9%
MD intervention
requesting review of
medication regimen
NO: NO TEST
Locate test result or
schedule appt for test
& conduct adherence
intervention
NO: A1c >9%
MD and/or member
intervention/
coaching
Copyright © 2018 Gorman Health Group16
LEVERAGING DATA FOR YEAR-ROUND INTERVENTIONS
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January February March April May June July August September October
November/
December
All MD's
receive P/Y
unclosed Gaps
Stars mtg
w/Top 50 MDs
All MD's receive
Gaps
All MD's receive
Gaps
All MD's receive
Gaps
Schedule
In-home appts
Gaps in Care
Checklist
Member Stars
Focus Groups
Gaps in Care
Checklist
CAHPS Proxy
Srvy
Member Stars
Focus Groups
Schedule
In-home appts
Member
Calendar Newsletter Newsletter Newsletter Newsletter Newsletter
Stars education for all MD's and systems Health Systems receive monthly gaps in care reports/data fi les to allow EMR/care management alignment
1st Quarter
Stars focused mtg w/
Top 50 MD's each month.
Stars focused mtg w/
Top 50 MD's each month.
Implement market-customized, targeted CAHPS CQI Activities
Provide clinical services to patients
30/60/90 Outreach for HRA Completion Schedule Gap Closure Adherence/Outcomes Coaching
Adherence Coaching for any member exceeding pro-rate share of Gap Days
Member outreach for in-home BMD screening post-fracture.
DM/Health & Wellness Coaching Gap Closure by DM/Health and Wellness
Gap Closure in RA & MM home visits
Schedule Gap Closure Appts
Gap Closuere via MTM-like Retail Rx visits
Star Gap coaching in RA home visits Star Gap closure in RA home visits
Pre-HEDIS Data Collection
Welcome Calls
Gap discussion during member calls with Concierge
Stars-focused On-hold Messaging
Member Appreciation Events/CAHPS Campaign
CAHPS Outreach for Red Alerts
Ca
re
Mgm
t
Sta
rsP
hys
icia
ns
Dis
ease
/Sta
rsM
gmt
Ma
rket
ing
Pro
vid
erR
ela
tio
ns
Calendar 2016Calendar 2018 Calendar 2019
Op
era
tio
ns
RA
Copyright © 2018 Gorman Health Group17
Coordinated efforts with the Risk Adjustment team will yield higher results and less provider abrasion
RISK AND QUALITY TIMELINES
Copyright © 2018 Gorman Health Group18
QUALITY TOOL BOX
Member Level Reports Provider Level Reports Plan Oversight
Output Files• All Members-All Gaps• PCP information • Quality and Risk information • Non Compliant and Compliant indicators• Financial indicators • Multiple and weighted measure indicators
Chase Ranking Criteria• Filtering criteria that allows customized
prioritization by measure, provider, impact or risk factors
• Identifies high priority/high risk members• Contains both Quality and Risk Gaps
Multiple Measure/High Impact Reports • CDC and Cardiovascular measures • Med Adherence Measures
Measure & PDE Performance
Provider Prioritization: • Measure, Group, or Within a Health Plan• High Priority Providers
Provider Report Cards
Provider Gap Identification:• Member/Patient Profile • Gaps Open by %• Quality & RA gaps• Ranking of Provider• Low-Performing Providers
Data oversight that allows filtering at: • Plan (All LOB)• Contract• LOB• Provider Entity • Within a Quality Metric
Measure benchmarking and Trending data• Year over Year/Month over Month• Multiple Benchmarks
5-Star
• Reward Factor
• Improvement Measures
• CAI Calculations
• Threshold Performance
Copyright © 2018 Gorman Health Group19
PROVIDER ALERT EXAMPLE: Provide data that is Actionable• Address gaps at the
Member level-including Risk Adjustment
• When possible integrate into providers workflow system such as EMR or provider portal
• Ability for Provider to give feedback or upload medical record data
• Gap list should contain more than compliant/non compliant information
• Suppress or indicate if Gap is non-closeable
• Give Date of Service, Lab detail, or RX claim information when possible
• Start early on providing gaps for new and anticipated measures
Copyright © 2018 Gorman Health Group20
COMPLEX/OVERLAPPING MEASURES REQUIRE DATA ANALYTIC REPORTS THAT ARE ACTIONABLE
Several members cross multiple measures including:
• C13 Comprehensive Diabetes Care (CDC)-Eye Exam-weight of 1
• C14 Comprehensive Diabetes Care (CDC)-Kidney Disease- weight of 1
• C15 Comprehensive Diabetes Care (CDC)-Blood Sugar controlled -weight of 3
• D11 Medication Adherence for DM-weight of 3
• D12-Medication Adherence for Hypertension-weight of 3
• D13- Medication Adherence for Cholesterol -weight of 3
• Display Measure- Statin Use in Persons with Diabetes (SUPD)
• Display Measure- Statin Therapy for Patients with Cardiovascular Disease
Complex Overlap:
• CDC drug list does not overlap with Medication Adherence for Diabetes
• CDC Members must have 2 outpatient visits or RX
• Metformin is not on the RX list for CDC denominator, but is on the list for Medication Adherence for DM
• Insulin is not in the Medication Adherence for DM, but it is on the list for CDC denominator
• SUPD- allows for low impact statin, SPC –must be on Mod/High impact statin
Copyright © 2018 Gorman Health Group21
MULTIPLE MEASURE HIGH IMPACT SAMPLE REPORT
Members Across CDC, Med-Adherence Measures, SPC, and SUPD to assist in identifying High Impact/high target prescribers and members
Copyright © 2018 Gorman Health Group22
UNDERSTANDING OVERLAPPING DENOMINATORS
CDC2 Outpatient Visits
with DX for DM or 1 Prescription for DM
D11
2 Prescriptions for DM
D13
2 Prescriptions for Statin
SUPD
2 or More Prescriptions for DM
and 1 Statin
SPC
Atherosclerotic
Cardiovascular
Disease (ASCVD)
Copyright © 2018 Gorman Health Group23
EXAMPLE PLAN A: COMPREHENSIVE DIABETES CARE AND D11-MEDICATION ADHERENCE FOR DM
CDC Denominator
=1395
Members in CDC not in D11= 817
Med Adherence Measure Diabetes
Denominator (*Age 18-75)= 880
Members in D11 not in CDC=302
In Both CDC and Med Adherence
for DM =578
Compliant (80%) for D11 and CDC =355
NON Compliant for D11 and in
CDC=223
Copyright © 2018 Gorman Health Group24
EXAMPLE PLAN A: CDC AND D11-MEDICATION ADHERENCE FOR DM
In Both CDC and D11=578
Compliant (80%) for D11 and CDC =355
NON Compliant for
D11 and in CDC=223
Compliant HbA1C Less <9
195=55%
Non Compliant HbA1c
160=45%
Missing
Test
23= 14%
Missing
Lab Value
131=82%
Greater than >9 6=4%
Compliant HbA1C Less <9
77=35%
Non Compliant HbA1c
146=65%
Missing
Test
13= 8%
Missing Lab Value 124=85%
Greater than >9 9=6%
Copyright © 2018 Gorman Health Group25
KEY TAKEWAYS=TAKING ACTION
• Lab Result (MRR) and Lab Test
154 Members Compliant for D11 and
Missing HbA1c
• Medication Adherence Intervention
• Rx review for members not in CDC denominator
366 Members
Not Compliant for D11
• Medication Adherence Intervention/RX review
• Provider Performance/Trending
• Disease/Case Management possible target
817 CDC Members
not in D11
• Review members for Exclusions
• Disease/Case Management possible target
• RA Coding Patterns
302 D11 Members
not in CDC
Copyright © 2018 Gorman Health Group26
EXAMPLE PLAN A-D13 MEDICATION ADHERENCE FOR STATINS, CDC, SPC, AND SUPD
SPC Denominator=91
CDC Denominator =1395
CDC and D13=686
CDC and SUPD=768
CDC and SPC=51
D13=2887
D13 and SUPD=638 SPC and D13=56Lower number of Members (686) in both CDC/D13 vs
Members in CDC/SUPD (768).
56% of SPC Members (i.e.
have AVSCD) also in CDC
Denominator.
KEY TAKAWAYS
Copyright © 2018 Gorman Health Group27
Copyright © 2018 Gorman Health Group28
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T
E
T
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Melissa Smith
Senior Vice President, Sales, Marketing, Strategy & Stars
202.420.1346
Kari Hadley
Senior Director, Medicaid and Quality Products
509.939.1332