2017 florida data science for social good big reveal

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017 Data Science Meets Community Impact

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Data Science Meets Community Impact

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

FL-DSSG TeamProgram Directors

Dr. Dan Richard

Psychology, UNF

Dr. Karthikeyan Umapathy

Computing, UNF

Advisory Board Members

Jennifer Chapman

Fidelity Investments in Florida

Arri Landsman-Roos

Jacksonville Jaguars

Robert Marsh

NLP Logix

Industry Sherpas and Faculty Leads

Dr. Emma Apatu

Public Health, UNF

Dr. Sandeep Reddivari

Computing, UNF

Jay Lewis

Everbank

Kellen Blumberg

Jacksonville Jaguars

Dr. Bogdan Visinescu

Mathematics, UNF

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

2017 FL-DSSG Interns

Evan Copello

Psychology, UNF

Rachel Carpenter

Psychology, UNF

Gregory Rousis

Psychology, UNF

Jason Smith

Computing, UNF

Hinal Pandya

Computing, UNF

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Data Science for Social Good (DSSG)

Data Science for

Social Good

(DSSG)

Impactful Problems

with Nonprofits

Summer

Internship

Training Data

Scientist Interns

DSSG concept formed and started at the University of Chicago in 2013.

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Florida Data Science for Social Good

Nonprofit Center for

Northeast Florida

Seed fund for the 2017 Pilot

Nonprofit Organizations

Working on wicked problems with

social impact

Data-driven decision making

3 Nonprofits -Mayo Clinic,

Changing Homelessness, and

Yoga 4 Change

UNF Students

5 students from Computing and

Psychology

Working 20hrs per week

10 Week internship - June 5th to

August 11th

FL-DSSG Team

2 Program Directors

3 Advisory Board Members

2 Industry Mentors

3 Faculty Fellows

For more info: http://dssg.unf.edu

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Identify a

Nonprofit with a

”Wicked Problem”

Gather Data and

Formulate a Plan

Analyze the

Data

Improve Decision

Making Process

for our Nonprofit

Client

DSSG Process

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Last week of Jan 2017

Call for project proposal

submissions.

Information Webinar on

DSSG Project selection.

Second week of Feb 2017

Last week of Feb 2017

Project proposal submissions due

date.

Client interviews and proposal evaluations.

March and April 2017

Last Week of April

Project selections announced.

Client provides data to DSSG.

First week of June 2017

Project Selection Timeline

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

2017 FL-DSSG Projects

1. Changing Homelessness - Creating profiles of homelessness

2. Yoga 4 Change - Analyzing impacts of yoga curriculum on stress and mood levels

3. Mayo Clinic Wellness Rx - Helping the community address health disparities

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Rena Coughlin

Nonprofit Center, CEO

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Creating Profiles of Homelessness

Moving Towards Dignity

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Profiles?

Wicked Problem: Are You Ready for Zero?

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Data Driven Profiles

N=192

N=629

(March-June)

HomelessManagement

InformationSystem

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Different People, Different ProblemsJohn and Sarah

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

NYC: 73,523

Seattle: 10,122

Los Angeles: 41,174

San Diego: 8,669

D.C.: 8,350

San Francisco: 6,996

Boston: 6,240

Las Vegas: 6,208

Philadelphia: 6,112

Chicago: 6,786

Fort Lauderdale: 2,615

Orlando: 1,613

Jacksonville: 1,959

United States Homelessness

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Costs of Homelessness-Jacksonville

01 02 03

$31, 065 in Tax

Dollars for Each

Individual

$6,000-$12,000

Permanent

Supportive

Housing

Savings of

up to $49

Million Per

Year

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Point in Time Count

Total

Persons

All Other

Homeless

Veterans

Families with

Children

Chronically

Homeless

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Clara White326.68

Hemming Park400.56

Salvation Army482.05

Sulzbacher Center201.15

Location Six201.15

City Rescue Mission

Salvation

Army/Sulzbacher

Center: Dinner:

6:20/6:30

City Rescue Mission:

Dinner: 4:30

Sulzbacher Center:

Lunch: 12:00

Clara White: Breakfast:

8:30

3.37 Miles (One Way)

1 hour and 9 minutes

Trinity Rescue Mission

A Day in the Life

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Cluster Membership

Health Concern

n=46

Most Vulnerable

n=56

Situational

n=41

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Question

SourceQuestion

Most

Vulnerable

Health

ConcernSituational

HMISChronic Health

Condition

VISPDAT

Kicked out of

residence due to

mental health

issues

Chronic liver,

lung, kidney

disease

Tricked into doing

something

Not taking

medication

HMIS Recommendations

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Homeless Profiles in Shelters

ClusterTotal #

identified

Additional #

identifiedCRM SCO SVA

Most

Vulnerable132 76

Health

Condition77 31

Situational 148 107

Shelter

41%

22%

37%

41%

26%

33%

9%

36%

55%

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Meaningful Daily Activity

Respect

Owe Money

Coerced Action

Social

Relationships

Threatened

Risky Behavior

Mental Health

Basic Needs

Income

Control

Safety

Violence

Dignity

Understanding Dignity

Job

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

* < Respect/Control

*

5.24

7.057.27

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Conclusions and Next Steps

Additional HMIS

Questions01

Understand

All Profiles 02

Effective Zero 03

Provide Hope

and Support04

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Analyzing Impacts of Yoga Curriculum on

Stress and Mood Levels

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Teach Yoga

to Different

Populations

Purpose-

Driven Yoga

Curriculum

About Yoga 4 Change

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Populations Served

01 02 03 04

INCARCERATED SUBSTANCE ABUSE VETERANS VULNERABLE YOUTH

Re-entry and dealing with

traumaAddiction and other trauma Coping with PTSD, injury,

substance abuse and other

trauma

Struggling with abuse, neglect

and other trauma

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Analyze the Effect

of Yoga

Overtime, decrease in

stress level and increase in

mood Level

Create a New Way

to Collect DataA new way to collect and

organize their data for

future

WickedProblem

Improvement on individual

blood pressure and heart

rate level as well

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Data Variables

Personal• Gender

• Population

• Session time

Subjective• Mood Level

• Stress Level

Objective• Blood Pressure Level(SYS/DYS)

• Heart Rate

Total 1745 records (Jan 2016

– June 2017) in sample

dataset

• Male: 900

• Female: 753

• Incarcerated : 715

• Substance Abuse: 412

• Veterans: 196

• Vulnerable Youth: 405

• Morning: 156

• Afternoon: 163

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Analysis Process

Individual Level Clustering

Longitudinal Level

Group Level

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Group Analysis

Stress Before and After by Gender Mood Before and After by Gender

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Group Analysis cont’d.…

Ideal BP

Hypertension Stage I

Hypertension Stage II

Hypertension Stage II

Hypertension Stage I

Ideal BP

Systolic Blood Pressure Diastolic Blood Pressure

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Group Analysis cont’d.…

Mood Before and After by Population

Stress Before and After by Population

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Group Analysis cont’d.…

Stress Before and After by GenderTotal Number of Records

for Session Time

Mood Before and After by Gender

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Individual Analysis

Jim’s Stress Change After Yoga

Jim’s Mood Change After Yoga

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Longitudinal Analysis

Average Stress Change Across Sessions

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Longitudinal Analysis cont’d.…

Average Mood Change Across Sessions

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Clustering

Blood Pressure Before Yoga

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Clustering cont’d.…

Blood Pressure After Yoga

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Clustering cont’d.…

Blood Pressure Categories Before Yoga Blood Pressure Categories After Yoga

117

67

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Conclusion

Yoga Sessions

are Helpful

Improvement in Blood Pressure and Heart Rate

Improving Data Entry

Adding Downstream Outcomes

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Mayo Clinic Wellness Rx

Helping the Community Address Health Disparities

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Community Health Needs Assessment

WOLFSON’S CHILDREN’S HOSPITAL

BAPTIST HEALTH

BROOKS REHABILITATION

MAYO CLINIC

UF HEALTH JACKSONVILLE

ST. VINCENT’S HEALTHCARE

Jacksonville Metropolitan Community Benefit Partnership

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Current Decision Making Tool

http://jacksonville.com/files/interactives/risksurvey/

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

College Gardens – New Town

College Gardens

New Town

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Wellness Rx“Community drive, community change”

• CHNA

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

11.18

6.57

3.53

9.38

6.7

2.65

0

2

4

6

8

10

12

Diabetes Heart Disease Stroke

Percent Prevalence

Jacksonville US

Mayo’s Wicked Problem

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Solving Mayo’s Wicked Problem

Negative Health Outcomes

Where are the poor health

outcomes that need to be

addressed?

Environmental Factors

Access to resources

Demographic Factors

Disparities highly correlate

with minority populations

Community Assets

Are there services within the

community?

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Correlation Values

0.906

0.873

0.803

0.51

0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1

Poor Mental Hlth

Stroke

Heart Disease

No Dental Visit

Long Term Health Outcomes

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Correlation Values

Daily Determinants

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

500 Cities Project

IdentifyingOutcomes

Mapping in Tableau

Methodology

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

COJ

Property

Appraiser

Community

Health Needs

Assessments

FL Dept. of

Environmental

Protection

Data Source Tree

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Data Source: 500 Cities Project

=

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Mayo’s Targeted Negative Outcomes

Diabetes

Stroke

Heart Disease

+

+

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Stroke

Heart Disease

Obesity

Diabetes

Mental Health

Dental Health

+

+

+

+

+

CHNA Targeted Negative Outcomes

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Mapping Tools

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Where to next?Finding your Community,

Driving your Change

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Changing

HomelessnessYoga 4 Change Mayo Clinic

Lauren D’Amico Kathryn Thomas Ann-Marie Knight

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Getting Ready for FL-DSSG 2018

Identify a Wicked Problem

and its Social Goodness

Get Commitment from

everyone involved

Identify Data Sources

and associated variables

Submit Proposal

Application in January 2018

04

03

02

01

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

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2017 Florida Data Science for Social Good Big Reveal August 7, 2017

Resources

• FL-DSSG Website Link

http://dssg.unf.edu/

• Public Tableau Link

http://bit.ly/fldssgtableau

• PowerPoint Template

– This presentation was prepared using template developed by Aaron Kneile of

DesignSmash. Template is available in Envato Market.

– https://graphicriver.net/item/i9-template-system/10955645