2024 Florida Data Science for Social Good (FL-DSSG) Big Reveal Slides

The 2024 Florida Data Science for Social Good (FL-DSSG) Big Reveal event was held on August 21 at the WJCT Studios, Jacksonville, FL. The DSSG interns presented findings from the Cathedral Arts Project, Jacksonville Area Legal Aid, Florida Philanthropic Network, and Florida Health Justice Project projects. Each project addresses a wicked problem facing Florida residents, such as arts education, Census undercount, healthcare access, and wrongful home eviction. You can find more information about the projects and outcomes at https://dssg.unf.edu/2024program.html.

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August 21, 2024
The Big Reveal
Data Science Meets Community Impact

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August 21, 2024
Dr. Dan Richard
Professor of Psychology
University of North Florida
Dr. Karthikeyan Umapathy
Professor of Computing
University of North Florida
Program Co-Directors

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August 21, 2024
Matt Berseth
Co-Founder and Chief Information
Officer
Gwen Griggs
Co-Founder and Managing Director
Arri Landsman-Roos
Vice President of Decision
Science
Michael Vitti
Senior Vice President of Data &
Decision Science
FL-DSSG
Advisory Board
Members

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August 21, 2024
Industry Sherpas & Faculty Leads
Katie Bakewell
Data Science Solutions Architect
NLP Logix
Victor C. Li
Director of Quantitative Research
Jacksonville Jaguars
Rachel Lewis
Data Scientist
Medical Solutions
Chad Gardner
Data EngineerBlocPower
Karthika Gopalakrishnan
Director Consulting ExpertCGI
Kiruthika Sabanayagam
Software Developer Astadia
Jay Lewis
Sr. Director of Strategic Pricing & AnalysisEquifax
Brian Ferdman
Senior Financial AnalystCSX
Habeeba Siddiqui
Data Analyst at Autism Institute Drexel University
Ben Webster
Modeling and Analytics Team Lead NLP Logix
Dr. Haiyan Huang
Computer Information Systems Flagler College
Dr. Michelle DeDeo
Mathematics & Statistics, UNF
Dr. Charles J. Fitzsimmons
Psychology, UNF
Katryne Lukens Bull
Public Health, UNF
Dr. Xudong Liu
Computing, UNF
Dr. Wanzhu Shi
Political Science & Public Administration, UNF
Dr. Gordon Rakita
Anthropology, UNF
Dr. Di Shang (Richard)
Business Analytics UNF
Dr. Indika Kahanda
Computing, UNF

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August 21, 2024
2024 FL- DSSG Interns
Venkata Hema
Abhinav Aaduru
Ziena Baker Rebecca Burstein Devan Kreitzer
Artificial Intelligence (AI)
and Business Analytics
Master of Science Student
USF
Psychological Science
Master of Science Student
UNF
Health Science
Bachelor of Science Student
UNF
Artificial Intelligence (AI) and
Business Analytics
Master of Science Student
USF
Michael Mezzano
Data Science Analytics &
Modeling
Master of Science Student
UWF
Lissa Nzirlu
Statistics
Master of Science Student
UNF
Samuel Pearl
Psychological Science
Master of Science Student
UNF
John Reddick
Computer Science
Bachelor of Science
UNF
Md Anwar Hossain Kevin Luhrs
Statistics Master of Science Student UNF
Public Policy Master of Public Administration UNF
Ula McCarthy
Psychological Science Master of Science Student UNF
Shanmukh Sai
Madhu
Computer Science
Master of Science Student
University of South Dakota

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August 21, 2024
FL-DSSG
Summer
Internship
Open to
undergraduate and
graduate students
Social Sciences: 23
UNF: 42
Masters: 41
Duval: 18
Orange: 3
Hillsborough: 2
Nassau: 2
St. Johns: 1
Palm Beach: 1
Miami-Dade: 1
63 282017

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August 21, 2024
Gaining actionable
insights from data
Helping Public
Sector and
Nonprofit
Organizations
make data-driven
decisions
Training data scientists
with social conscious
Florida Data Science for Social Good (FL-DSSG)
“Social Trustees of
Knowledge”

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August 21, 2024
2024 FL- DSSG Program Sponsors
Gold Sponsors
Bronze Sponsors
Silver Sponsors

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August 21, 2024
Representing Nonprofit Sector
Guest
Speaker
Dawn Lockhart
Chief Executive Officer
Nonprofit Center for Northeast Florida

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August 21, 2024
2024 FL- DSSG Board Member
Guest
Speaker
Matt Berseth
Co-Founder and Chief Information Officer
NLP Logix

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August 21, 2024
Jacksonville Tech Fest
Aug 21 Aug 26 - 27 Aug 27 Aug 28 Aug 29 Aug 30Aug 28
DSSG
Big Reveal
Society of Technology
Explorers Conference
Two Recruiters
and a Microphone
InfraGard
Alliance
Meeting
JVC
Powering
the Future
Tech Coast
Conference
Jax Tech
Annual
Summer
Social

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August 21, 2024
Big Reveal Opener
Dr. Tracye Polson
Director of Strategic Partnerships
Office of Mayor Donna Deegan
City of Jacksonville
Invited
Talk

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August 21, 2024
Jacksonville Tech Fest
is now open

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August 21, 2024
2024 FL- DSSG Projects
1
Cathedral Arts Project
Implementation of Celebrating Arts Index and Feedback System for After School Arts Programs
2
Jacksonville Area Legal Aid
Timely Legal Assistance for Suspected Wrongful Eviction Cases
3
Florida Philanthropic Network
Deep Dive Zip-code Level Analysis of Top Florida Counties Impacted by Census Undercount
4
Florida Health Justice Project
Identifying and Illustrating Healthcare Coverage Gaps in Florida

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August 21, 2024
Implementation of Celebrating Arts Index and
Feedback System for After School Arts Programs

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August 21, 2024
ARTS
THE STATE OF
IN FLORIDA
Students not
enrolled in arts
2
Arts funding
per person
$1.41
1
Florida ranks17
th
38%
¹Montgomery, B. (March 11, 2022) Florida ranks 17
th
in per capita arts funding. AXIOS Tampa Bay. ²FL -DOE. 2022- 2023 Florida fine arts report.

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August 21, 2024
ACCESS
THE WICKED PROBLEM:
TO ARTS PROGRAMS
FOR STUDENTS
¹FL-DOE. 2022- 2023 Florida Fine Arts Report.
SHINING A LIGHT ON
PERFORMANCE
SHINING A LIGHT ON
SUPPORT
IMPROVEMENT
Duval schools outperform
state averages
DCPS and community
collaboration is essential to
accomplish goals
Increased access to the arts
means
strengthening our schools and
community arts programs

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August 21, 2024
Logic Model: The Outcomes of Arts Investment
Staff Investment
Resources
Staffing
Facilities
Partnerships
Leadership
Awards School
Participation
Community
Engagement
Community
Relationships
Field Trips
Arts
Programming
Extra-
curriculars
School Outputs
Skill
Development
Lifelong Arts
Appreciation
Improvement
in Grades
Student Outcomes

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August 21, 2024
Attaining access to
quality arts for all
students across Florida
GOAL
CATHEDRAL ARTS PROJECT
(CAP)
ADVOCACY
Advocating for access and
equity in arts education
MISSION
Empowering children,
elevating educators
¹
METHOD
Providing enriching
experiences such as field trips
Assisting schools in
enriching arts education
¹Cathedral Arts Project. About.

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August 21, 2024
LEAD Survey
Assess
Arts
Education
Assisting
Schools &
Arts
Organizations
Data-
Based
Decisions

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August 21, 2024
THE 2024 LEAD SURVEY
How CAP Assesses Arts in Duval
90%
Student
enrollment
Thanks to the near 100% participation of DCPS
schools, we’ve found….
1
st
to 2
nd
Funding and supplies
One arts field trip
every year
76%

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August 21, 2024
THE CAP DASHBOARD Synthesized from the LEAD survey and FL-DOE database
33
21
24
17
9
10
2
3
1
7
3
0 Trips1 Trip2 Trips3 Trips4 Trips5 Trips6 Trips7 Trips8 Trips9 Trips10 Trips
Number of Schools
Number of Arts-Related Field Trips Offered by Schools

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August 21, 2024
Additional Budget
Dedicated to Arts
Supplies and
Equipment
Arts Integration
in STEM
Curriculum and
Lesson Planning
Additional
Arts Staff
2
4
6
4.83 4.77 3.39 3.25 3.02
Arts Mentoring
& Development
1.75
THE CAP DASHBOARD Synthesized from the LEAD survey and FL-DOE database
Ranking of Arts Programming Resources by Importance

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August 21, 2024
Spring
2024
May 2024 June to
August
Today
CAP distributed
LEAD Survey to
schools
DSSG received
LEAD responses
Transform
LEAD responses
into
Data Science
magic
Revealing
Celebrating
Art Index

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August 21, 2024
CAP reached out to
DSSG for the creation
of a score card for arts
IDEA DEVELOPMENT
VALIDATIONRATING
THE STAR
REPORT
Each category has a point
score with a rating
LEAD survey data cleaned
and sorted into categories
of performance
The STAR report validated
through data analysis and
usable year after year
SCORING AND AWARDING THE BEST AND BRIGHTEST ARTS
PROGRAMS

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August 21, 2024
Access
Funding
Governance
Quality
Engagement
Dimensions
Blossoming
Achieving
Elevating
Flourishing
Indexes
4.5 points 9 points 13.5 points 18 points

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August 21, 2024
Dimensions Variables Blossoming Achieving Elevating Flourishing
Access
Percent access
[0%, 90%)
(0.9 points)
[90%, 95%)
(1.8 points)
[95%, 99%]
(2.7 points)
100%
(3.6 points)
Total arts programs
[0, 1]
(0.9 points)
2
(1.8 points)
3
(2.7 points
>=4
(3.6 points)
Arts spaces
[0, 1]
(0.9 points)
2
(1.8 points)
3
(2.7 points)
>=4
(3.6 points)
Arts space accessibility
None
(0.9 points)
Few
(1.8 points)
Some
(2.7 points)
All
(3.6 points)
Funding
Funding amount
Under $500
(4.5 points)
$500-$999
(9 points)
$1000-$4999
(13.5 points)
>=$5000
(18 points)
Funding sources
0
(4.5 points)
1
(9 points)
2
(13.5 points)
>=3
(18 points)
Governance
Governance
Not represented
(4.5 points)
Governance teams
(9 points)
Instructional teams
(13.5 points)
School improvement
plan
(18 points)
Quality
Learning opportunities
0
(4.5 points)
[1, 2]
(9 points)
[3, 4]
(13.5 points)
>=5
(18 points)
Approaches to arts
education
0
(4.5 points)
1
(9 points)
2
(13.5 points)
3
(18 points)
Engagement
Partnerships
0
(1.5 points)
1
(3 points)
2
(4.5 points)
>=3
(6 points)
Field trips
0
(1.5 points)
1
(3 points)
[2, 3]
(4.5 points)
>=4
(6 points)
Community engagement
0
(1.5 points)
1
(3 points)
2
(4.5 points)
>=3
(6 points)
Celebrating
Arts Index:
Elementary
2024
Astral Arts Score: 0 to 65+ points

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August 21, 2024
0 to 45 points
Blossoming
55 to 65 points
Elevating
45 to 55 points
Achieving
65+ points
Flourishing
08 23 34 09
Elementary Astral Arts Score

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August 21, 2024
NEXT STEPS
Our 2024-25
Collaboration
Focusing on
automation and
in-depth logic
modeling
CAP
Using the STAR
report for
advocacy and
awarding of arts
DCPS and
FL-DOE
Creating initiatives
to support arts
education from
today’s insights
Parents and
Students
Championing for
stronger programs
and more
opportunities in
your school

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August 21, 2024
Timely Legal Assistance for Suspected Wrongful
Eviction Cases

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August 21, 2024
Experiencing Eviction
Christian’s Story
The Eviction Notice
Underlying Vulnerabilities
Facing the Immediate Crisis
Long-Term Consequences

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August 21, 2024
The Complex Challenges of Evictions
Exacerbating
Factors
Consequences
of Eviction
Housing Demand
vs. Supply
Housing Stability
& Economic
Mobility

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August 21, 2024
Mission
Community Impact
Facing the Eviction Crisis
Approaching Evictions
Defending Tenant
Rights
Focused on delivering justice
Thousands of applications
Evictions avoided in 2023
Identifying potential eviction
cases
~300

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August 21, 2024
In-Depth
Data
Analysis Statistical
Modeling
Learning
Eviction
Risk
Targeting
Case
Filings
Our Methodology
Problem Understanding

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August 21, 2024
Challenges
Faced
Classifying
Wrongful Evictions
Complexities of
Clerk of Court Data
Developing a
Grouping Method

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August 21, 2024
Weekly Clerk
of Court File
Defendants
(Tenants)
Plaintiffs
(Landlords)
Merged
Master File
Understanding the
Clerk of Court Data

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August 21, 2024
12
10
8
TypicalHigh Filers
2
4
6
2
11
Weekly Attorney Filing
Frequency

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August 21, 2024
Integrating
Census Data
Statistical Modeling
Initial
Clustering
Refining
Clustering
Regression
Analysis
1
2
3
4

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August 21, 2024
High-Veteran
Neighborhoods
Low-Income
Neighborhoods
Middle-Aged,
High Income,
High Legal
Involvement
Young,
Educated,
High Attorney
Involvement
Older,
Less Educated,
Minimal Legal
Involvement
Young,
Highly Educated,
Minimal Legal
Involvement
Older,
More Diverse,
Less Educated,
Legal
Involvement
Diverse,
Less Educated,
Moderate Legal
Involvement
Breakdown of Clusters
Master File

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August 21, 2024
Aligning Intake
with Census Data
Adapting and
Refining the
Approach
Flagging Potential
Wrongful Evictions
Turning Insights into Action
Improving Eviction
Data Reporting

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August 21, 2024
Deep Dive Zip- code Level Analysis of Top Florida
Counties Impacted by Census Undercount

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August 21, 2024
Use of Census Data
Allocate resources and
develop policy
What is the Census?
Surveys to estimate
information about residents
Why does it matter?
Approximately $2.8 trillion
in annual federal funding
[1]
[1] U.S. Census Bureau - https://www.census.gov/library/working-papers/2023/dec/census-data-federal-funds.html

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August 21, 2024
DECENNIAL
CENSUS
Assign House of
Representative
seats
[1]
Representatio
n
Funding
Used to allocate
funding to states
Timeline
Conducted every
10 years
Purpose
Estimate
population and
demographics
[1] U.S. Census Bureau - https://www.census.gov/programs-surveys/decennial-census/about.html

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August 21, 2024
The Census
underestimate
d Florida’s
population by
750,000
Census can underestimate population (undercount)
Loss of
$11-21
billion
from undercount
[1]
[1] FL Tax Watch - https://floridataxwatch.org/Programs/Census-
Institute#:~:text=The%20Impact%20of%20the%20Undercount,decision%2Dmaking%20across%20various%20sectors.
CENSUS UNDERCOUNT

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August 21, 2024
Expand Florida
philanthropy by
aiding and guiding
nonprofits
Mission Goal
Census
Campaigning
Increase awareness of
the Census to improve
the count in 2030

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August 21, 2024
Prioritize Counties
FPN developed a list of
priority counties to campaign
Undercounts
Estimated Florida county undercounts
Nonprofits
Fund nonprofits in high priority counties
FL-DSSG 2023

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August 21, 2024
GOALS OF 2024 DSSG PROJECT
TARGET
Identify variables
related to undercount
Risk Factors
FINDINGS
Helping nonprofits
understand risk factors
in each ZIP code
Building Visuals
IMPACTS
Empower
Nonprofits
Reducing undercount
percentage in 2030 census

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August 21, 2024
AT RISK FACTORS
Hard To Count
Historically
Undercounted
•Young Children
•Non-English Speakers
•Undocumented Immigrants
•Sexuality
•People with Disability
•Non traditional Householders
Young Children ( ages 0-4) •
American Indian and Alaska Native •
Other races than the categories offered •
Hispanic or Latino •
Renters •
Males (ages 18-29 and ages 30-49 •

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August 21, 2024
CORE BASED
STATISTICAL AREA
Undercounted
Counties 7
469
13 M Undercounted
Top
5
Neighboring
Counties
ZIP Codes
Total Population604 K
Lakeland-Winter Haven
Orlando-Kissimmee- Sanford
Miami-Fort Lauderdale- West Palm Beach
Tampa-St. Petersburg- Clearwater

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August 21, 2024
Data Sources
US Census
Bureau
Demographic,
Social and
Economic data
Career One
Stop
Library
resources
and locations
FourFront
Population
density data
Ookla
Speed Test
Internet
Speed
Florida
Division of
Elections
Voter
registration and
participation

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August 21, 2024
PROJECT CHALLENGES
Data Decision Fatigue
Identified conceptual
grouping for data collection
Dimension Reduction
Conducted Spearman’s
correlations to eliminate
redundant variables
ZIP Code Dilemma
Handled overlapping ZIP
across the county lines,
misleading PO and Unique
ZIP codes

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Personal
•Race & Ethnicity
•Age
•Language
•Immigration
•Education
•Occupation
•Voter Engagement
Digital Divide
•No Internet Access
•Internet Speed
•Library Count
•No Telephone Service
Geographic
•Rent Burden
•Non-Traditional
Housing
•Recently Moved
•Living Alone
•Seasonal Homes
Dashboard Dimensions

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Tableau
Dashboard Demo

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Lakeland-Winter
Haven
Tampa-St. Petersburg-
Clearwater
Miami- Fort Lauderdale-
West Palm Beach
Orlando-Kissimmee-
Sanford
Recommendations
•No Health Insurance
•Poverty
•No Internet Access
•Non-Traditional Housing
•No Internet Access
•Age Under 5 Years
•Age 65 and Over
•Unemployment

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Identifying and Illustrating Healthcare Coverage
Gaps in Florida

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•Small business owner
•No health insurance but
has medical conditions
•Cancer survivor
•Lost insurance during
COVID
•Bed-ridden
•Relies on home
healthcare
Michael ShirleyMiriam

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August 21, 2024
The State of Health Insurance
1 in every 8 Floridians
under 65 are uninsured
70% Believed they
could not afford
health insurance
13.9% of Florida’s
population are uninsured,
versus 9.5% nationwide

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August 21, 2024
FLORIDA
HEALTH
JUSTICE
PROJECT
ADVOCACY
Non-partisan research
and policy advocacy
LITIGATION
Focusing on laws impacting
health care access
EDUCATION
Outreach and education
for stakeholders

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August 21, 2024
to identify and illustrate
healthcare coverage gaps
DEVELOP DATA SCIENCE TOOLS
EMPOWER OUR PARTNER
LEVERAGE PUBLIC DATA
to view health disparities
through data
in communicating the need for
expanding health insurance
access to stakeholders
Project Goals

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August 21, 2024
Targeting the Gap:
Under 138% of Federal Poverty Level
Medicaid
Individuals and
families with low
enough income to
qualify for Medicaid
Marketplace
Subsidies
Individuals and families
who make enough to
qualify for subsidies to
purchase Marketplace
(private) insurance
Coverage Gap
Individuals and families
who make too much for
Medicaid but too little to
qualify for Marketplace
subsidies

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August 21, 2024
Data and
Connections
2022
69 rows x 538 columns
Data on county health and wellbeing
2022
69 rows x 12 columns
Data on county health mortality and outcomes
2022
69 rows x 1,142 columns
Data on demographic and economic
factors of uninsured populations
Resulting in
hundreds of
variables
COUNTY HEALTH RANKINGS
FL HEALTH CHARTS
AMERICAN COMMUNITY SURVEY

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Discover
connections and
interdependence
in data by
correlation
ANALYZE
2
Key variables
related to the
issue of
health
insurance
and access
IDENTIFY
3
Clean,
integrate,
transform,
reduce,
label data
PREPARE
1
Data into
conceptual
groups to
represent the
issue
Visualize
4

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August 21, 2024
Mortality and health
related outcomes
Health
Demographics
Economics
The uninsured in Florida’s
industries and workplaces
Populations of the
uninsured across the state
Dashboard Dimensions

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Tableau
Dashboard Demo

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Key Insights
Hamilton County –
15% of women
uninsured
Hardee County – 17% with a disability uninsured
Monroe County – 30% of uninsured workers in recreation & accommodation

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August 21, 2024
Key Insights

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What is the project’s big reveal from your perspective?
What will be the impact of the project for your organization?
What are the next steps for your organization?
1
2
3

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August 21, 2024
Cathedral Arts Project Jacksonville Area Legal Aid
Dr. Lucy Chen
Jim Kowalski
Vice President of Advocacy &
Community Engagement
President & CEO
Florida Philanthropic Network
Gina Gallo
Strategy Consultant
Florida Health Justice Project
Ronnie C. Graham
Pro Bono Director

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August 21, 2024
Please note only in-person attendees can ask questions.
If you have a question, please keep your hand up,
one of us will get to you with a mic.

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August 21, 2024
Closing Remarks by
UNF Board of Trustees Chair
Kevin Hyde

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August 21, 2024
To earn the FL-DSSG Internship badge, students must
•Complete all the internship tasks
•Complete the assigned projects
•Deliver data science solutions to the
project clients
•Submit
final project reports
•Make open-to-public presentations
showcasing the project outcomes

80. 2024 Florida Data Science for Social Good Big Reveal
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August 21, 2024
FL-DSSG
is seeking
sponsorships

81. 2024 Florida Data Science for Social Good Big Reveal
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August 21, 2024
AI for Good Hackathon
September 27 to 29, 2024
48
Students collaborate and innovate
for social good
Hours Hackathon
LISC Jacksonville –
Heirs Properties
Open to students in the Northeast
Florida Region
Raghu Misra –
Apartment Scams

82. 2024 Florida Data Science for Social Good Big Reveal
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August 21, 2024
Getting Ready for FL- DSSG 2025
Submit Proposal
Application in
January 2025
Identify Data
Sources and
associated
variables
Get
Commitment
from everyone
involved
Identify a
Wicked Problem
and its Social
Goodness

83. 2024 Florida Data Science for Social Good Big Reveal
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August 21, 2024
… THANK YOU!
Big Reveal sides were prepared using Infographics World templated obtained via Creative Market.