a coalition approach to data
TRANSCRIPT
A Coalition Approachto Data:
If people are at the heart,then data is the blood,restless questions are the beat,and if it stops, the work is dead.
Data?1. How we think about it2. The 2 roles it serves:
Convening & Insight3. From claims data…4. …to segmentation…5. …to integration
Data?1. How we think about it2. The 2 roles it serves:
Convening & Insight3. From billing data…4. …to segmentation…5. …to integration
5
A core value of the Coalition is to be data-drivenA core value of the Coalition is to be data-driven
The mission of the Coalitionis to improve the health of all Camden residents
by increasing the capacity, quality, and accessibility
of the city’s healthcare delivery system.
The mission of the Coalitionis to improve the health of all Camden residents
by increasing the capacity, quality, and accessibility
of the city’s healthcare delivery system.
Where’s the data in the mission?
Data?1. How we think about it2. The 2 roles it serves:
Convening & Insight3. From billing data…4. …to segmentation…5. …to integration
Camden City Hospital All-Payer Claims• 2002 – 2011 with Lourdes, Cooper, Virtua data
• 500,000+ records with 98,000 patients• 50 % population use ER/hospital in one year
of residents use the
hospital in one year
/ 12
Spatial Analysis of Camden Hospital
Costs
Several buildings(e.g.) annually generate $1-$3 million in hospital costs.
6% of city blocks account for 18% of patients and 37% of receipts.
January 2002 – June 2008
Identifying, locating, and treating the sickest, most expensive patients
Hotspotting:
top diagnosesRespiratory AbnormalityChest PainAbdominal PainSepticemiaAcute Renal FailureUrinary Tract InfectionPneumoniaChronic Systolic Heart Failure
≈1% of population >5 chronic conditions
averages: 57 years old4.5 ED visits
5.3 inpatient hospitalized 54 days____
$673,000 charges$73,143 receipts
Who uses Camden’s
hospitals most?
Switzerland
Providers
Social Services
Government
Residents /Community
Data?1. How we think about it2. The 2 roles it serves:
Convening & Insight3. From claims data…4. …to segmentation…5. …to integration
continuousstandardized
high-stakes
temporaldiagnostic
financial spatial
≈ behavioral
oper
ation
al
ClaimsClaims
Data?1. How we think about it2. The 2 roles it serves:
Convening & Insight3. From billing data…4. …to segmentation…5. …to integration
a data driven process for the timely identification of extreme patterns in a defined region of the healthcare systemused to guide targeted intervention and follow up to better address patient needs, reshape ineffective utilization, and reduce cost.…Segmentation!
Hotspotting:
Healthcare Does Segment
Inte
rven
tion
Para
digm
s
Trad
ition
al M
edica
l Diabetes Heart Failure COPD ESRD
Complex People… in complex systems
Hots
potti
ng
Hierarchical Clustering Explained
1
most diversity within groups
clustersmost diversity between groups
23456“12”
High Cost
High Utilization
4-clustersolution withper-patient averages
1 ED0 INP<$10k0 chronicage 40
4 ED0 INP
$33k 1 chronic
age 40
4 ED3 INP
$400k3 chronic
age 55
13 ED1 INP$58k
1 chronicage 40
Data?1. How we think about it2. The 2 roles it serves:
Convening & Insight3. From billing data…4. …to segmentation…5. …to integration
Education & Employment
Official ID & Vital Records
Food & Nutrition
Reproductive Health
$
MentalHealth
Medication & Medical
SuppliesProvider
Relationships
Health Maintenance
Substance Use Disorder
Other
Benefits & Entitlements
Shelter
Legal
Transport
Advocacy & Activism
Family, Personal & Peer Relationships
Health Data
IntegratedDataWarehouse the observed world
ClaimsClaims
Health Data
Claims
Other Data
?
Health PlanIntegratedDataWarehouse
EMR
Social Service Data
Housing School
Justice Child Services
Public Data
Property
Census
the observed world
Existing Data Sharing:1) hospital claims from 5 regional health systems
2) Camden County Police Department (arrest, call-for-service, & overdose)
3) Camden City School District (enrollment, truancy, absenteeism, & suspension data)
4) Camden County Jail data, NJ State Prison
5) Property Data (citywide vacancy survey)
In Discussion:6) Homelessness Management Information Systems7) Mortality Data
ARISE so far:(Administrative Records Integrated for Service Excellence)
Why? Qualitative Evaluation at the Coalition• Describe complex phenomena• Beyond “Is there an effect?” How? Why? • Give more recognition to the patient and staff experience• Helps us understand what the work means to participants• Challenges the preconceptions of our metrics
Does Integrated Data Matter?
An example using administrative data from both policing and health.
70%
no police in-volvement
44%
policeinvolvement
Does Integrated Data Matter? Yes!Care Management Patient Graduation rate!
18,755 people with police encounters
93,344 people with
hospital claims12,541
peopleoverlap
5 years, ever having a Camden address
226 people with “dual sector high utilization”
12,541 dual system patients
16+ emergency department visits
12,541 dual system patients
arrests
7+ police encounters
226 people with dual sector high utilization
226 people with dual sector high utilization
Thank You!