Florida Data Science for Social Good (FL-DSSG) Big Reveal event was held on August 7 (Monday) from 4:30 PM to 6:30 PM at the Nonprofit Center (40 E Adams St., Jacksonville). At the event, FL-DSSG interns presented findings and revealed insights gained from the Mayo Clinic, Changing Homelessness, and Yoga 4 Change projects.
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2017 Florida Data Science for Social Good Big Reveal
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
Data Science Meets Community Impact
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
FL-DSSG Team
Program 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 RevealAugust 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 RevealAugust 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 RevealAugust 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 RevealAugust 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 RevealAugust 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 RevealAugust 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 RevealAugust 7, 2017
Rena Coughlin
Nonprofit Center, CEO
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
Creating Profiles of Homelessness
Moving Towards Dignity
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
Profiles?
Wicked Problem: Are You Ready for Zero?
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
Data Driven Profiles
N=192
N=629
(March-June)
Homeless
Management
Information
System
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
Different People, Different Problems
John and Sarah
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2017 Florida Data Science for Social Good Big RevealAugust 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 RevealAugust 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 RevealAugust 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 RevealAugust 7, 2017
Clara White
326.68
Hemming Park
400.56
Salvation Army
482.05
Sulzbacher Center
201.15
Location Six
201.15
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 RevealAugust 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 RevealAugust 7, 2017
Question
Source
Question
Most
Vulnerable
Health
Concern
Situational
HMIS
Chronic 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 RevealAugust 7, 2017
Homeless Profiles in Shelters
Cluster
Total #
identified
Additional #
identified
CRM SCO SVA
Most
Vulnerable
132 76
Health
Condition
77 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 RevealAugust 7, 2017
Meaningful Daily Activity
Respec
t
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 RevealAugust 7, 2017
* < Respect/Control
*
5.24
7.05
7.27
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
Conclusions and Next Steps
Additional HMIS
Questions
01
Understand
All Profiles
02
Effective Zero 03
Provide Hope
and Support
04
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
Analyzing Impacts of Yoga Curriculum on
Stress and Mood Levels
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2017 Florida Data Science for Social Good Big RevealAugust 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 RevealAugust 7, 2017
Populations Served
01 02 03 04
INCARCERATED SUBSTANCE ABUSE VETERANS VULNERABLE YOUTH
Re-entry and dealing with
trauma
Addiction 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 RevealAugust 7, 2017
Analyze the Effect
of Yoga
Overtime, decrease in
stress level and increase in
mood Level
Create a New Way
to Collect Data
A new way to collect and
organize their data for
future
Wicked
Problem
Improvement on individual
blood pressure and heart
rate level as well
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2017 Florida Data Science for Social Good Big RevealAugust 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 RevealAugust 7, 2017
Analysis Process
Individual Level Clustering
Longitudinal Level
Group Level
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2017 Florida Data Science for Social Good Big RevealAugust 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 RevealAugust 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 RevealAugust 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 RevealAugust 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 RevealAugust 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 RevealAugust 7, 2017
Longitudinal Analysis
Average Stress Change Across Sessions
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
Longitudinal Analysis cont’d.…
Average Mood Change Across Sessions
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
Clustering
Blood Pressure Before Yoga
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
Clustering cont’d.…
Blood Pressure After Yoga
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2017 Florida Data Science for Social Good Big RevealAugust 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 RevealAugust 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 RevealAugust 7, 2017
Mayo Clinic Wellness Rx
Helping the Community Address Health Disparities
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2017 Florida Data Science for Social Good Big RevealAugust 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 RevealAugust 7, 2017
Current Decision Making Tool
http://jacksonville.com/files/interactives/risksurvey/
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
College Gardens – New Town
College Gardens
New Town
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
Wellness Rx
“Community drive, community change”
• CHNA
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2017 Florida Data Science for Social Good Big RevealAugust 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 RevealAugust 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 RevealAugust 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 RevealAugust 7, 2017
Correlation Values
Daily Determinants
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
500 Cities
Project
Identifying
Outcomes
Mapping in
Tableau
Methodology
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2017 Florida Data Science for Social Good Big RevealAugust 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 RevealAugust 7, 2017
Data Source: 500 Cities Project
=
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
Mayo’s Targeted Negative Outcomes
Diabetes
Stroke
Heart Disease
+
+
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2017 Florida Data Science for Social Good Big RevealAugust 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 RevealAugust 7, 2017
Mapping Tools
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
Where to next?
Finding your Community,
Driving your Change
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2017 Florida Data Science for Social Good Big RevealAugust 7, 2017
Changing
Homelessness
Yoga 4 Change Mayo Clinic
Lauren D’Amico Kathryn Thomas Ann-Marie Knight
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2017 Florida Data Science for Social Good Big RevealAugust 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 RevealAugust 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
Hinweis der Redaktion
Credit Mo Riza Flickr
Will be integrated with Tableau. Want to investigate those that are chronically homeless, but other profiles within those as well: due to such large numbers.
1. Group Level : Analyzing mood, stress, blood pressure, heart rate level by gender, population and time of the session that individual has attended the class on
2. Individual Level : Analyzing how the levels improve by the number of session that individuals attend. (there were many individuals who have taken more than one session)
3. Longitudinal Level : Overtime change in Stress and Mood Level
4. Clustering: Analyzing the pattern of before class levels and after class levels and correlations between them
In July 2011, Baptist Health, Brooks Rehabilitation, Mayo Clinic, UF Health Jacksonville, St. Vincent’s HealthCare and Wolfson Children’s Hospital formed a coalition, along with county health departments, called the Jacksonville Metropolitan Community Benefit Partnership.
The tax-exempt hospitals face a federal requirement to provide these reports, called “community health needs assessments,” but Jacksonville’s hospitals decided to do one joint report every three years rather than each doing its own.
Spacing, Hi to Lo, Jax/US
Kelly-Hayes, M. (2010). Influence of Age and Health Behaviors on Stroke Risk: Lessons from Longitudinal Studies. Journal of the American Geriatrics Society, 58(Suppl 2), S325–S328. http://doi.org/10.1111/j.1532-5415.2010.02915.x
Outer Layer – Community Assets
“At the Core is the Health Outcomes”
We were interested in how specific factors interacted with each other. We found 2 overwhelming patterns that encapsulated the majority of the variables we looked at. This first one being “Long Term Health Outcomes.” These are factors that grouped together because they represent a pattern of poor health over a longer period of time.
Daily determinants represent the factors that effect the population on a more “regular” scale. Things like “Parks” and “Grocery Stores” effect the day-to-day in these areas, as well
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The 500 Cities Project gathered data from the largest 500 cities in the US. The data comes from the US Census Bureau
This is the precise question we were tasked to answer. With this data, Mayo and other community providers can use data to drive their decisions.
This is the precise question we were tasked to answer. With this data, Mayo and other community providers can use data to drive their decisions.