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Data Science for Social Good dssg.uchicago.edu
Data Science for Social Good dssg.uchicago.edu
On the Phone…
Matt GeeResearch Fellow, Urban Center
for Computation and DataFounding Organizer of Data Science for
Social Good Summer Fellowship & Center for Impact Measurement
Data Science for Social Good dssg.uchicago.eduData Science for Social Good dssg.uchicago.edu
Outline
• Overview of the Fellowship Program
• Project Examples from Summer 2013
• What We’re Looking for in Project Partners?
• How we’d like to partner with badging research and implementation?
Data Science for Social Good dssg.uchicago.eduThe Eric & Wendy Schmidt Data Science for Social Good Summer Fellowship 2013
4
Goals
• Train Students
• Build Internal Agency Capacity
• Solve Real Problems
Data Science for Social Good dssg.uchicago.edu
Data Science for Social Good dssg.uchicago.edu
Data Science for Social Good dssg.uchicago.eduData Science for Social Good dssg.uchicago.edu
2013 Project Partners
Data Science for Social Good dssg.uchicago.eduData Science for Social Good dssg.uchicago.edu
Variety of Project Areas
Health
Predicting Heart Attacks
EMR Data
Energy
Smart Meter Data
Discovering Energy Savings Opportunities
Education
Education Records
Predicting College Under-
enrollment
Economic Developme
nt
Housing & Community
Data
Targeting Foreclosures for Redevelopment
Disaster Relief
Social Media Data
Identifying Damage in Real-
Time
Transportation
Bus GPS &
Ridership Data
Simulating Better Routes to Reduce
Overcrowding
Data Science for Social Good dssg.uchicago.eduData Science for Social Good dssg.uchicago.edu
DSSG 2014 By the Numbers
50 Fellows
8 Mentors
15 Projects
$1.5 Million
Data Science for Social Good dssg.uchicago.eduData Science for Social Good dssg.uchicago.edu
Ideal 2014 Project Partners Have:
1. An interesting problem that can be tackled using data science, machine learning, predictive analytics, etc.
2. Resources and interest in interacting with us regularly throughout the summer
3. The ability to use the Fellows’ solution to make a meaningful social impact
Data Science for Social Good dssg.uchicago.eduData Science for Social Good dssg.uchicago.edu
Problem Types• Text Analysis/NLP
• Clustering / Finding Structure in Unstructured Data
• Prediction
• Targeting
• Large-scale experimentation/behavior change
• Real-time analysis of large data for decision support
• Data integration
• Novel uses of new data sources
• Anonymization of unstructured data
• Anomaly detection
• Signal processing
Data Science for Social Good dssg.uchicago.eduData Science for Social Good dssg.uchicago.edu
Experience Working with Federal Partners
Data Science for Social Good dssg.uchicago.eduData Science for Social Good dssg.uchicago.edu
Our process with project partners
Initial Meetings
and Project Scoping
Data Audit & Project
Refinement
Project Selection &
Contract Drafting
Finalized Data
Sharing Agreement
Meet with project mentor
Fellowship begins
J a n u a r y - Fe b r u a r y M a rc h A p r i l M a y J u n e
Data Science for Social Good dssg.uchicago.eduData Science for Social Good dssg.uchicago.edu
DSSG Summer Timeline
Week 1
Week 2
Week 3
Week 4
Week 5
Week 6
Week 7
Week 8
Week 9
Week 10
Week 11
Week 12
Get S
tarte
d
Lear
nBra
inst
orm
Pitch Solution to Partners
Build
Project Presentation
s
Present Prototype
Wrap up
June July August
12 Weeks
Data Science for Social Good dssg.uchicago.edu
How the Fellowship Works
Prototype Final Product
Data Science for Social Good dssg.uchicago.eduThe Eric & Wendy Schmidt Data Science for Social Good Summer Fellowship 201316
Mining the Web for Fun and Non-Profits
Network Analysisfor Non-Profits
Data Science for Social Good dssg.uchicago.edu
17
Animals
HIV/AIDS
Trafficking
Human RightsGay Rights
Environment
Cancer Diabetes
Organs
Parkinson’s
Autism
Music
Similarity Metrics
“Our mission is to build a future in which people live in harmony with nature. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Quisque dignissim dolor vel velit dictum, eget pulvinar erat facilisis. Morbi a sollicitudin dui. Pellentesque posuere ornare pharetra. Duis sagittis lectus ut neque aliquet, dictum pretium dolor porta. Lorem ipsum dolor sit amet, consectetur adipiscing elit. Mauris egestas et elit non dapibus.
The Eric & Wendy Schmidt Data Science for Social Good Summer Fellowship 2013 17
Data Science for Social Good dssg.uchicago.eduThe Eric & Wendy Schmidt Data Science for Social Good Summer Fellowship 201318
Extracting Useful Information from Social Media During a Crisis
Twitter-InformedDisaster Relief
Data Science for Social Good dssg.uchicago.edu 19
User Interface & Map
1. Classify & Filter
2. Cluster & Merge
3. Extract & Geolocate
Too little informationFlooding bad up and down sides of Green River Rd Too many tweets
Tweedr
The Eric & Wendy Schmidt Data Science for Social Good Summer Fellowship 2013
Data Science for Social Good dssg.uchicago.edu
Match.eduHelping Students Find the Right College
Data Science for Social Good dssg.uchicago.edu
Anthony• PSAT: 120
• GPA: 2.9
Benjamin• PSAT: 120
• GPA: 2.9
…went to a college with an average SAT of ~1250
…went to a college with an average SAT of ~1650
• One parent went to college
• 2/3 of high school poor
• Black
• Both parents went to college
• 1/3 of high school poor
• White
Data Science for Social Good dssg.uchicago.eduData Science for Social Good dssg.uchicago.edu
Contact Us
dssg.uchicago.edugithub.com/organizations/dssg
@datascifellows