22
Data Science for Social Good dssg.uchicago.edu

Dssg overview badging

Embed Size (px)

Citation preview

Page 1: Dssg overview   badging

Data Science for Social Good dssg.uchicago.edu

Page 2: Dssg overview   badging

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

Page 3: Dssg overview   badging

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?

Page 4: Dssg overview   badging

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

Page 5: Dssg overview   badging

Data Science for Social Good dssg.uchicago.edu

Page 6: Dssg overview   badging

Data Science for Social Good dssg.uchicago.edu

Page 7: Dssg overview   badging

Data Science for Social Good dssg.uchicago.eduData Science for Social Good dssg.uchicago.edu

2013 Project Partners

Page 8: Dssg overview   badging

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

Page 9: Dssg overview   badging

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

Page 10: Dssg overview   badging

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

Page 11: Dssg overview   badging

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

Page 12: Dssg overview   badging

Data Science for Social Good dssg.uchicago.eduData Science for Social Good dssg.uchicago.edu

Experience Working with Federal Partners

Page 13: Dssg overview   badging

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

Page 14: Dssg overview   badging

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

Page 15: Dssg overview   badging

Data Science for Social Good dssg.uchicago.edu

How the Fellowship Works

Prototype Final Product

Page 16: Dssg overview   badging

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

Page 17: Dssg overview   badging

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

Page 18: Dssg overview   badging

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

Page 19: Dssg overview   badging

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

Page 20: Dssg overview   badging

Data Science for Social Good dssg.uchicago.edu

Match.eduHelping Students Find the Right College

Page 21: Dssg overview   badging

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

Page 22: Dssg overview   badging

Data Science for Social Good dssg.uchicago.eduData Science for Social Good dssg.uchicago.edu

Contact Us

dssg.uchicago.edugithub.com/organizations/dssg

@datascifellows

[email protected]

[email protected]

[email protected]