a coalition approach to data

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A Coalition Approach to Data: If people are at the heart, then data is the blood, restless questions are the beat,

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Page 1: A Coalition Approach to Data

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.

Page 2: A Coalition Approach to Data

Data?1. How we think about it2. The 2 roles it serves:

Convening & Insight3. From claims data…4. …to segmentation…5. …to integration

Page 3: A Coalition Approach to Data

Data?1. How we think about it2. The 2 roles it serves:

Convening & Insight3. From billing data…4. …to segmentation…5. …to integration

Page 4: A Coalition Approach to Data
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5

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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?

Page 7: A Coalition Approach to Data

Data?1. How we think about it2. The 2 roles it serves:

Convening & Insight3. From billing data…4. …to segmentation…5. …to integration

Page 8: A Coalition Approach to Data
Page 9: A Coalition Approach to Data

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

Page 10: A Coalition Approach to Data

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

Page 11: A Coalition Approach to Data

Identifying, locating, and treating the sickest, most expensive patients

Hotspotting:

Page 12: A Coalition Approach to Data
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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?

Page 14: A Coalition Approach to Data
Page 15: A Coalition Approach to Data

Switzerland

Providers

Social Services

Government

Residents /Community

Page 16: A Coalition Approach to Data

Data?1. How we think about it2. The 2 roles it serves:

Convening & Insight3. From claims data…4. …to segmentation…5. …to integration

Page 17: A Coalition Approach to Data

continuousstandardized

high-stakes

temporaldiagnostic

financial spatial

≈ behavioral

oper

ation

al

ClaimsClaims

Page 18: A Coalition Approach to Data

Data?1. How we think about it2. The 2 roles it serves:

Convening & Insight3. From billing data…4. …to segmentation…5. …to integration

Page 19: A Coalition Approach to Data

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:

Page 20: A Coalition Approach to Data

Healthcare Does Segment

Page 21: A Coalition Approach to Data

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

Page 22: A Coalition Approach to Data

Hierarchical Clustering Explained

1

most diversity within groups

clustersmost diversity between groups

23456“12”

Page 23: A Coalition Approach to Data

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

Page 24: A Coalition Approach to Data

Data?1. How we think about it2. The 2 roles it serves:

Convening & Insight3. From billing data…4. …to segmentation…5. …to integration

Page 25: A Coalition Approach to Data

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

Page 26: A Coalition Approach to Data
Page 27: A Coalition Approach to Data

Health Data

IntegratedDataWarehouse the observed world

ClaimsClaims

Page 28: A Coalition Approach to Data

Health Data

Claims

Other Data

?

Health PlanIntegratedDataWarehouse

EMR

Social Service Data

Housing School

Justice Child Services

Public Data

Property

Census

the observed world

Page 29: A Coalition Approach to Data

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)

Page 30: A Coalition Approach to Data

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

Page 31: A Coalition Approach to Data

Does Integrated Data Matter?

An example using administrative data from both policing and health.

Page 32: A Coalition Approach to Data

70%

no police in-volvement

44%

policeinvolvement

Does Integrated Data Matter? Yes!Care Management Patient Graduation rate!

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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”

Page 38: A Coalition Approach to Data

12,541 dual system patients

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16+ emergency department visits

12,541 dual system patients

Page 40: A Coalition Approach to Data

arrests

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7+ police encounters

226 people with dual sector high utilization

Page 42: A Coalition Approach to Data

226 people with dual sector high utilization

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Page 47: A Coalition Approach to Data

Thank You!