1. Telenor Research Denguefeber i Pakistan Abeliakonferansen: Big Data 2015 Geoffrey S. Canright, VP Data Analytics Kenth Engø-Monsen, Senior Data Scientist

2. Among the major mobile operators in the world More than 186 million mobile subscriptions 33 000 employees Present in markets with 1.3 billion people A voting stake of 43 per cent (economic stake 33 per cent) in VimpelCom Ltd. with 223 mill. mobile subscriptions in 14 markets Telenor has an ambition to become market leader Uninor launched its services in December Uninor has operations in seven circles

3. Telenor Research’s open research model leverages collaboration with external research partners 3 Telenor Research Research community Research community Group units BU Publishing, participation Results, methods Relevance, questions, data Results, networks, knowledge

4. 4 Telenor Research serves the whole Telenor Group Data AnalyticsService Innovation Next Generation Network Technology Next Generation Services Develop insight on competitors, customers and regulations in order to navigate the complex competitive landscape Leveraging our data, using all tools and sources available, to enhance customer insight and improve decision making Transforming Telenor into a customer centric company based on service design, customer insight and organizational analysis Researching the future network technologies and service network architectures with focus on disruptive changes Explore the use of next generation mobile, web and Internet technologies for developing and delivering services on various devices Competition We have many collaboration partners around the world

5. MD 2 EPTH: Mobile Data, Dengue in Pakistan; Telenor & Harvard MD 2 EPTH project Does human mobility play a crucial role in the spreading of dengue fever? Investigate the dengue outbreak in Pakistan in 2013 First-ever country-wide effort to understand and model the spread of dengue fever using anonymized mobility data Ultimate goal: design prevention strategies rooted in data-driven methods Dengue Virus affects people worldwide

6. Dengue fever world-wide Simmons CP et al. N Engl J Med 2012;366:1423-1432.

7. A number - Caller IMSI: SIM card Cell_ID: Location TAC: Handset Type: Call, SMS, Data, etc For each call, sms and data session:  thousands of data points are stored For each call, sms and data session:  thousands of data points are stored Date & time B number – Receiving party Data volume 2014.12.11

8. Telenor Group, Privacy, and Mobile Data We follow the guidelines in the Telenor Privacy Toolbox developed by the Group Privacy Officer In the case of Pakistan there were stricter constraints, coming from questions of national security

9. A B C Inferring mobility patterns from anonymized call data records (CDRs) CDRs allow us to measure flows of people between regions in Pakistan

10. Visualizing actual human mobility patterns in Pakistan

11. 2011 2013 Dengue fever in Pakistan

12. A few take-aways If successful the analysis will help predict where and when to prepare for dengue cases Privacy We help solving a problem in the society, which we believe have long-term business value!