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Big Data in the Service of 
Humanitarian Operations
              Linus Bengtsson, MD
             linus.bengtsson@flowminder.org
                   linus.bengtsson@ki.se

 Big Data and Real Time Analytics Virtual Workshop
             UNICEF/UN Global Pulse 

                   26 July, 2012
Methods

•  1.9 million anonymous SIM cards
•  Ratio of the SIM cards to the adult
population in Port-au-Prince: 50%
Movements of SIM cards out of 
   Cholera Outbreak Area




                Source: Bengtsson, Lu et al. PLoS Medicine
Comparison with Estimates 
     Used in Haiti




              Source: Bengtsson, Lu et al. PLoS Medicine
Comparison with UNFPA Retrospective
         Household Survey




                  Source: Bengtsson, Lu et al. PLoS Medicine
Flowminder.org:
  Development and Implementation of the Method
in Dialogue with Global Pulse, other UN Agencies and Cell
                    Phone Operators
Representativeness, Representativeness

         Representativeness 


✴  Key Vulnerable groups:

 - The poorest

 - Children 5Y and unaccompanied

 - Women (pregnant, lactating)

 - The elderly
✴  Phone charging/power failures
✴  Network damages/coverage
The Future: Prediction
Mobility and Communicable Diseases 
✴  Can population movements
predict epidemic spread of
cholera and other diseases? 



✴  Malaria elimination strategies
and mobility



✴  Mobility of unvaccinated
populations


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BENGTSSON-Big Data in the Service of  Humanitarian Operations

  • 1. Big Data in the Service of Humanitarian Operations Linus Bengtsson, MD linus.bengtsson@flowminder.org linus.bengtsson@ki.se Big Data and Real Time Analytics Virtual Workshop UNICEF/UN Global Pulse 26 July, 2012
  • 2.
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  • 8. Methods •  1.9 million anonymous SIM cards •  Ratio of the SIM cards to the adult population in Port-au-Prince: 50%
  • 9.
  • 10. Movements of SIM cards out of Cholera Outbreak Area Source: Bengtsson, Lu et al. PLoS Medicine
  • 11.
  • 12. Comparison with Estimates Used in Haiti Source: Bengtsson, Lu et al. PLoS Medicine
  • 13. Comparison with UNFPA Retrospective Household Survey Source: Bengtsson, Lu et al. PLoS Medicine
  • 14.
  • 15. Flowminder.org: Development and Implementation of the Method in Dialogue with Global Pulse, other UN Agencies and Cell Phone Operators
  • 16. Representativeness, Representativeness
 Representativeness ✴  Key Vulnerable groups:
 - The poorest
 - Children 5Y and unaccompanied
 - Women (pregnant, lactating)
 - The elderly ✴  Phone charging/power failures ✴  Network damages/coverage
  • 18. Mobility and Communicable Diseases ✴  Can population movements predict epidemic spread of cholera and other diseases? 
 ✴  Malaria elimination strategies and mobility
 ✴  Mobility of unvaccinated populations