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2020 Florida Data Science for Social Good Big Reveal

The 2020 Florida Data Science for Social Good initiative focuses on leveraging data science to assist nonprofit and public sector organizations in addressing critical community issues, including education and early childhood development. Key projects include analyzing the school-to-prison pipeline and improving adult literacy through data-driven insights. The initiative aims to enable better decision-making processes for clients while training data scientists to apply their skills with social consciousness.

Data & Analytics◦
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Data Science Insights•Data Analytics Insights•
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2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 1 Data Science Meets Community Impact
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 2 FL-DSSG Team Program Directors Dr. Dan Richard Associate Professor of Psychology, Director of the Center for Community-Based Learning, University of North Florida (UNF) Dr. Karthikeyan Umapathy Associate Professor of Computing, Distinguished FIS Professor, University of North Florida (UNF) Advisory Board Members Arri Landsman-Roos Vice President of Decision Science Jacksonville Jaguars Robert Marsh Chief Technology Officer NLP Logix Candace Dorn Senior Data Analyst Crowley
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 3 Katie Bakewell Data Scientist, NLP Logix Daniel Burstein Senior Director, Content & Marketing, MECLABS Institute Jay Lewis Digital Insights & Analytics Manager, TIAA Bank Victor C. Li Advanced Analytics Developer, Jacksonville Jaguars David Garfunkel President LIFT JAX Industry Sherpas Dr. Robert Morris Chief Scientific Officer, BlueChip Financial James Parks Product Manager, Black Knight Laurel Wainwright Environmental Services, JEA James Healy Actuarial Analyst / Data Analyst, JEA
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 4 Dr. Jody Nicholson-Bell Psychology, UNF Dr. Lakshmi Goel Management, UNF Dr. Haiyan Huang Computer Information Systems Flagler College Dr. Beyza Aslan Mathematics & Statistics, UNF Dr. Angela Mann Psychology, UNF Dr. Georgette Dumont Political Science & Public Administration, UNF Dr. Gordon Ratika Anthropology, UNF Faculty Leads Dr. Xudong Liu Computing, UNF Dr. Amanda Pascale Higher Education Administration, UNF Dr. Sandeep Reddivari Computing, UNF Dr. Michelle DeDeo Mathematics & Statistics, UNF
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 5 2020 FL-DSSG Interns Dana Arnold Psychology, Master of Science Student, UNF Vinay Kumar Reddy Baradi Business Analytics and Information Systems, Master of Science Student, USF Suat Babayigit Statistics Doctor of Philosophy Student UCF Kayla Farriss-Dardano Political Science, Bachelor of Science Student UCF Chandrika Rao Computer Science, Master of Science Student UNF Raj Shah Computer Science, Bachelor of Science Student, UF Alysson Silveira Business Analytics and Information Systems, Master of Science Student, USF
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 6 Identify a Nonprofit or Public sector organization with a ”Wicked Problem” Gather Data and Formulate a Plan Analyze the Data Improve Decision Making Process for the Client Data Science for Social Good (DSSG) DSSG concept formed and started at the University of Chicago in 2013.
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 7 Other DSSG Programs
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 8 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)
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 9 Data Science is Hard! Image source: https://deepconnect.cloud/data-science-is-hard/
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 10 Rena Coughlin Nonprofit Center, CEO Dr. George Rainbolt Dean of UNF College of Arts and Sciences Dr. William Klostermeyer Dean of UNF College of Computing, Engineering & Construction
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 11 UNF Center for Community-based Learning UNF Foundation FIS Computing Distinguished Professorship Award Jaguars Foundation
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 12 Susan Schantz UNF Foundation Board Member Arri Landsman-Roos Vice President of Decision Science Jacksonville Jaguars
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 13 2020 FL-DSSG Projects 1. Center for Children's Rights - Analyzing Impacts of the School to Prison Pipeline Program 2. Literacy Alliance of Northeast Florida - Exploring Factors Influencing Adult Literacy Skills 3. Episcopal Children’s Services – Identifying Children and Families with Low- incomes and Early Learning Needs
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 14 Analyzing Impacts of the School to Prison Pipeline
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 15 Prison Suspensions Expulsions Failing grades Detention School to Prison Pipeline School Graduation
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 16 15% 49% 31% 37% Black White Student Population Law Enforcement Referrals UnitedStates 16% difference 44% 36% 66% 22% Black White Student Population Law Enforcement Referrals DuvalCounty 22% difference
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 17 34% 14% 9% 5% 60% 50% 25% 22% Overall Recidivism Two or More Subsequent Referrals Returned to Court for Violent Crime Two or More Subsequent Petitions Diversion Programs Detention Source: Detention Diversion Advocacy: An Evaluation. San Francisco, CA, 1999 Diversion Programs vs. Detention
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 18 Daily cost for the secure confinement of a young person $234 $247 $2,444 Wyoming Florida New York Vicious Cycle School to Prison Pipeline Profound negative impact on young people’s: • Mental and Physical well-being • Education • Employment …… US average $588 $214,620 per year on average Source: Justice Policy Institute (2020). Sticker Shock 2020: The Cost of Youth Incarceration
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 19 Direct Referrals from Juvenile Justice System Free Legal Representation Restorative Justice Legally I nformed Family Team Emergency Funds Center for Children’s Rights A group of legal professional and child advocates working to ensure legal representation
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 20 Center for Children’s Rights Educational Advocacy Exceptional Student Education Individual Education Program 504 Mental Health Residential MH Treatment Behavioral services Counseling Public Benefits & Health Access Specialty health referral Social Security Medicaid Transportation Medicaid transportation Bus passes Family Services Employment Assistance Hygiene Products Clothing/ Shoes Housing and Utilities Tenant/renter's issues Utilities Assistance Rent Assistance Services Provided
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 21 Data Sources CRDC + Academic papers + Reports Internal Datasets External Sources The Civil Rights Data Collection (CRDC) is a biennial data collection from all public schools in the country conducted by the Office for Civil Rights OCR
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 22 Approaches 03 CLUSTERING 04 NLP 02 REGRESSIONS 01 DESCRIPTIVE STATISTICS 05 QUALITATIVE ANALYSIS abc bcd cde σ % ∑ × Δ
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 23 Timing is very important Referrals Intakes Success rate Not enrolled 22 4 18% Jefferson Davis 10 8 80% Other 9 3 33% Grand Park 8 2 25% Florida Virtual 7 3 43% … … … … Total 162 74 46% 50% 18% success rate when youth is not enrolled success rate when youth is enrolled in school vs.
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 24 57.8% 32.3% 9.3% 0.6% %ofkids MEDIAN INCOME Duval county Median household income (2018) $53,473 CCR Referrals 24k – 47k 47k – 69k 69k - 91k 91k - 114k 52.2% 21.7% 14.9% 6.2% 3.1% 1.9% SCHOOL GRADES C + D + Alt. Education B Not enrolled/ Home schooled A Private Charter
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 25 School Referrals to Law Enforcement Referrals to CCR No referrals to CCR Legend: Referralstolawenforcement(per1000s) Proportion of teachers in their first year of teaching
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 26 65% Mental health problems Psychological eval/counseling Cognitive/Learning Issues Concerns with IEP/504 Failed a grade Suspended frequently 36% 45% 60% 59% 44% Mental Health Education 65% 31% 32% 24% 26% 19% Family Other Complex family dynamics Ever worried about not having enough food Needed help with rent left behind Drug or substance abuse Baker Acted First time offenders QUALITATIV E ANALYSIS
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 27 Data collection Case closure survey Relationship with Referrals schools Resilience Navigator Direct Referrals Staff Attorney Recommendations CCR Journey
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 28 Explore their actual talents and build new ones. S 45% athleti c 26% technology 24% musi c 18% artisti c
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 29 Exploring Factors Influencing Adult Literacy Skills
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 30 Meet William: 44 years old Stressed for their children’s future Lacks Literacy and Numeracy skills Low paying employment Living below the poverty line
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 31 1in5 Americans do not have basic adult literacy skills
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 32 3in4 Children of Parents with low literacy skills are at risk for having low literacy skills
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 33 43% Low Literacy Adults live in poverty 130Billion Spent on Low Adult Literacy annually 92% Low Literacy Adults not getting services There’s a Nationwide Problem...
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 34 21% of adults in Duval lack basic adult literacy 150,000 adults have limited career options …and it’s in Jacksonville too.
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 35 Introduction to Alliance - Learning more about the program - Take in background information Continuing the Program - Attending math and reading classes - Taking exams to gauge progress Intake Exam - Take the TABE exam - Exam for Reading, Math, and/or Language
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 36
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 37 6000+ Intake Forms 2000+ Students with Hours 12000+ Tests Administered Data Collected 2014 - 2019 demographics.xl s hours.xls scores.xls goals.xls 1700+ Goals Recorded
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 38 Low Income Downtown / Northside Unemployed 41-45 Years Old Hopefuls Income Constrained Arlington / Southside Mostly Employed 51-54 Years Old Working Learners Incarcerated Correctional Facilities Highest Intake Exam Scores 30 -33 Years Old Young Achievers Clustering
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 39 Data Collected 2014 - 2019 demographics.xls hours.xls scores.xls goals.xls Age? Age < 20 Age > 40 20 < Age < 40 Hours? Hours < 15 Hours > 60 15 < Hours < 60 Scores Tend to Increase Decision Points 1. Age 2. Hours To determine increase in scores
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 40 Insights – Feature Importance Comparisonof DecisionPointRankings
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 41 Insights - Goals ProbabilityDistributionofHours,Stratified by Goal-Seeking Students without Goals Students with Goals
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 42 Insights - Goals ProbabilityDistributionofHours,Stratified by Goal-Seeking Students without Reading Goals Students with Reading Goals
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 43 Insights - Goals ProbabilityDistributionofHours,Stratified by Goal-Seeking Students without Math Goals Students with Math Goals
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 44 Recommendations 1. Identify At-Risk Students by enhancing the intake questionnaire Predicting Dropout In Adult Basic Education Using Interaction Effects Among School and Nonschool Variables 2001 Dr. Randy Garrison What Works: Recruitment and Retention of Ontario Works Clients 2001 Dr. Dee Goforth Dr. Mary Jonik
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 45 Recommendations 1. Identify At-Risk Students by enhancing the intake questionnaire 2. Enhance intake questionnaire to ensure students at intake are making Math and Reading Goals 3. Invest in enhanced Long-Term Tracking of student goals
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 46
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 47
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 48 Identifying Children and Families with Low-incomes and Early Learning Needs
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 49 Striving for Healthy Childhood Development Image source: https://flic.kr/p/FnUYN Credit: Brian Auer
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 50 ECS’s Early Head Start Program Physical Health Mental Health Nutrition Social Development Education Parental Skills 0-3 Home- Based Center- Based
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 51 vv IDENTIFY at risk children and their families COMBINE all data sources FIND ALL children COLLECT public data VISUALIZE location The Wicked Problem
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 52 Solution/ DSSG’s Goal Develop a GIS (Geographic Information System)-based decision tool (dashboard) for locating and recruiting pregnant women and families with children who would most benefit from ECS’ services. Data Collection 01 • 18 Datasets • 174 Census Tracts • 35 Zip Codes Data Cleaning 02 Analyses 03 Data Visualization 04 • 18 Indicators • Normalize values • Factor Analysis • Index Build • Tableau Dashboard
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 53 Datasets Collected Disability Doesn’t speak English Race Marital Status/ Parent’s Education Population 0-5 Unemployed/ Uninsured Minority Family Income Home Poverty Low Income SNAP/ Free Lunch Food Desert Foster Care Current ECS Children Low Birth Weight No Vehicle
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 54 Naturalized Citizen Not a US Citizen Doesn’t Speak English Low Birth Weights Education Level Uninsured Poverty Food Stamps Food Desert Income Constrained Low Income Foreign Born & Disadvantaged Two Factors Emerged No Vehicle
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 55 Tableau Dashboard Demo
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 56
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 57
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 58
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 59
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 60
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 61
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 62
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 63
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 64 Final Thought s Healthy Development DSSG Map ECS Resources
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 65 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
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 66 Center for Children’s Rights Literacy Alliance of Northeast Florida Betsy Dobbins Marcus Haile Executive Director Executive Director Episcopal Children's Services, Inc. Temple DePlato Assistant Vice President of Quality and Risk Management
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 67 Open the web browser in your phone or computer Go to www.sli.do Accept privacy settings Enter event code: #fldssg Post your questions for presenters
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 68
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 69 Getting Ready for FL-DSSG 2021 Submit Proposal Application in January 2021 Identify Data Sources and associated variables Get Commitment from everyone involved Identify a Wicked Problem and its Social Goodness
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 70
2020 Florida Data Science for Social Good Big RevealAugust 18, 2020 71 Resources • FL-DSSG Website Link http://dssg.unf.edu/ • 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 • Other Resources – William and his family character images used in Literacy Alliance project presentation were designed by Freepik.