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UN Global Pulse: Harnessing Big Data for a Revolution in Sustainable Development and Humanitarian Action Robert Kirkpatrick Director @rkirkpatrick www.unglobalpulse.org @unglobalpulse

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Page 1: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

UN Global Pulse: Harnessing Big Data for a Revolution in

Sustainable Development and Humanitarian Action

Robert Kirkpatrick Director

@rkirkpatrick

www.unglobalpulse.org @unglobalpulse

Page 2: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Global Pulse Vision: Big Data harnessed responsibly as a public good Mission: Accelerate discovery and adoption of big data innovation for sustainable development and humanitarian action

Pulse Lab New York

Est. 2010

Pulse Lab Jakarta

Est. 2012 Pulse Lab Kampala

Est. 2013

Page 3: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

PULSE LABS: COLLABORATIVE BIG DATA INNOVATION

Page 4: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Why do we need a data revolution?

Page 5: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

It is no longer enough to have processes designed for less disruptive times.

Page 6: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in
Page 7: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in
Page 8: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in
Page 9: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Real-time analytics allows continuous observation of human behavior.

Page 10: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

real-time…

Real-time isn’t just faster. It’s different.

Page 11: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

continuous…

survey data

big data

Page 12: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

…observation…

Page 13: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Hypothesis:

DIGITAL SERVICES ARE SENSOR NETWORKS FOR MEASURING HUMAN WELLBEING

Page 14: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

“What People Say” Online news Social media

Retail advertising Radio & TV

“What People Do”

Online search Mobile phone usage Transaction records

Postal traffic

Data sources which reveal behavior change:

Page 15: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

PRIVACY OFFICERS

http://www.unglobalpulse.org/privacy-and-data-protection

Page 16: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Global Post2015 Dashboard

Page 17: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Climate monitoring dashboard

Page 18: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Program: Food & Agriculture Project: Nowcasting food prices via Indonesian Twitter Partners: WFP, BAPPENAS, University of Seoul

http://www.unglobalpulse.org/nowcasting-food-prices

Page 19: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Program: Public Health Project: Perceptions of Vaccination in Indonesia Partners: Ministry of Health, WHO, UNICEF Product: Real-time map and trends in Twitter user sentiment toward vaccination and disease risk

Page 20: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

SITUATIONAL AWARENESS – IMMUNIZATION DISCUSSION IN INDONESIA

0

1000

2000

3000

Rank 2012-06-20 2012-10-08 2013-04-28 2013-12-23

1 Autism (213) Death(1030) Fever (1498) Death (224)

2 Death (5) Fever (14) Swelling (1494) Fever (3)

3 Sick (4) Sick (4) Pain (1491) Crying (1)

4 Fever (2) Crying (3) Autism (1011) Autism (1)

5 Crying (1) Fever (3) Fever (4) -

June 2012 Oct 2012 Apr 2013 Dec 2013

“There are some autism cases after

MMR vaccine”

“A baby suddenly died after vaccine ”

“Is it dangerous to have fever, swelling, pain, after vaccine?” “China is

investigating death cases of babies”

Monitoring a few keywords in digital media allows to understand up-to-date situation in real-time; an addition to existing MoH media monitoring for immediate action

http://www.unglobalpulse.org/immunisation-parent-perceptions

Page 21: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

EARLY WARNING AND RAPID RESPONSE

Early warning Rapid response with actionable plan

Disseminate correct information through Twitter via influential users @dr_piprim @dirgarambe @blogdoktor

……

Detect people concerned about death after vaccine from Twitter

0

200

400

600

800

1000

1200

Number of tweets of ‘death’

http://www.unglobalpulse.org/immunisation-parent-perceptions

Page 22: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Program: Public Health Project: HIV Risk Awareness at the World Cup Partners: UNAIDS

Page 23: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Call Detail Records

CDR Format:

Mobility Social Interaction Economic Activity

Page 24: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Real-time Estimation of Household Food Expenditures Using Anonymized Mobile Phone Airtime Expenditures

Page 25: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Network of night displacements during floods

Program: Humanitarian Action Project: Visualizing displacement due to floods via mobile phone data Partners: WFP, Polytechic University of Madrid, Telefonica Research

http://www.unglobalpulse.org/tabasco-floods-CDRs

Control night (random)

Page 26: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

http://www.unglobalpulse.org/tabasco-floods-CDRs

Page 27: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Program: Privacy Project: Data privacy risk and the limits of decision making Partners: MIT

Page 28: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Speech-to-Text Radio Mining

Record Audio

Identify Language (Luganda,

Acholi)

Convert Speech to Text

Transcript

Filter for Topics (health, food prices, jobs, crops, etc.

Analyze volume, mood,

associated topics

Visualize on dashboard

Toolkit Speech-to-text engine + near real-time analysis of live public FM radio conversation in Uganda Features location, volume, mood, associated topics, anomaly detection

PARTNERS: Leiden University, Makerere University, Sheffield University

Page 29: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Postal Flows

Page 30: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

1. Enhanced Early Warning: Earlier detection of anomalies and events allows rapid response to crises.

1. Real-Time Awareness: Real-time trend

analysis of population activities and dynamics can inform the design and targeting of programmes and policies.

1. Real-time Evaluation: Real-time feedback

from citizens, and measurement of behavior change, allows for adaptive course corrections in programmes and policies.

Big Data for Development: 3 Opportunities

Page 31: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Cost of data collection

Digital systems can be

significantly less resource

intensive than traditional statistics

Risk of data collection

Allows remote analysis, allowing

data to be tracked in risky or unstable locations

Speed of response

Response can significantly

improve on lag in

traditional statistics

Adaptive execution

Continuous real-time feedback

allows strategy to evolve with

changing realities on the ground

New insights

New sources provide data historically

unavailable, yielding new

insights

Advantages of using big data

Page 32: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

2014-2015 Track 1 Innovation Programs

POST-2015 BASELINING

GENDER

DATA PRIVACY

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CONCEPT INCUBATOR C

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REAL-TIME EVALUATION

DATA ANALYTICS TOOLKITS

Text Mobile

Speech Transactions

Page 33: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

INNOVATING TOGETHER: Typical cycle of a joint project

Page 34: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

Conceptualization Phase I: Feasibility

Phase II: Research

Phase III: Prototype

Phase IV: Pilot

Determine a topic for exploration based on a real need, question or data gap as articulated by a "domain expert.” Confirm availability of relevant data, technical expertise & partners.

Test whether there are any relevant “signals” in the data. Assess the landscape to determine justification for moving to research phase.

Initiate research to test the hypothesis (“proof-of-concept”). Often involves comparing a digital data source against official or “groundtruth” data for comparison. Generate Findings, develop and evaluate methodology

Build or repurpose a real-time analytical software tool, based on method determined through proof-of-concept.

Implement the approach or tool in an operational setting

INNOVATING TOGETHER: Typical cycle of a joint big data project

Page 35: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

PRIVACY OFFICERS

You Can’t Do This Alone

Big Data Access • Twitter • Orange France Teleco • Telenor • Telefonica • Real Impact • Universal Postal Union

Data Mining & Analysis Technologies

• Amazon Web Services (supercomputing) • DataSift (data filtering) • SAS (analytics & data visualization) • Crimson Hexagon (data analysis)

Data Science Expertise

• Université catholique de Louvain • Institut des Systèmes Complexes de Paris Ile-de-France • Universidad Politécnica de Madrid • Stockholm University • Karolinska Institutet • University of Sheffield • Microsoft Research • Google

“Data philanthropy” – a new form of shared value corporate social responsibility in which private sector companies participate in making big data and real-time analytics available for social good.

Page 36: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

www.unglobalpulse.org

@unglobalpulse

Page 37: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

DEVELOPING FRAMEWORKS

FOR DATA PRIVACY &

SUSTAINABLE ACCESS

STRENGTHENING THE INNOVATION COMMUNITY OF

PRACTICE

SUPPORTING PUBLIC SECTOR INSTITUTIONAL

ADOPTION

SUPPLY DEMAND

Catalyzing the formation of a new information ecosystem

Page 38: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in
Page 39: UN Global Pulse: Harnessing Big Data for a Revolution in ... · 11/24/2014  · relevant data, technical expertise & partners. Test whether there are any relevant “signals” in

[email protected]

www.unglobalpulse.org

Thank You!