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Title: Quantifying socio-economic indicators in developing countries from mobile phone communication data: applications to Côte d’Ivoire

Journal Article · · EPJ Data Science
 [1];  [2];  [3];  [3]
  1. Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States)
  2. Thomson Reuters, St. Paul, MN (United States)
  3. Indiana Univ., Bloomington, IN (United States). School of Informatics and Computing

The widespread adoption of mobile devices that record the communications, social relations, and movements of billions of individuals in great detail presents unique opportunities for the study of social structures and human dynamics at very large scales. This is particularly the case for developing countries where social and economic data can be hard to obtain and is often too sparse for real-time analytics. In this paper, we leverage mobile call log data from Côte d’Ivoire to analyze the relations between its nation-wide communications network and the socio-economic dynamics of its regional economies. We introduce the CallRank indicator to quantify the relative importance of an area on the basis of call records, and show that a region’s ratio of in- and out-going calls can predict its income level. We detect a communication divide between rich and poor regions of Côte d’Ivoire, which corresponds to existing socio-economic data. Our results demonstrate the potential of mobile communication data to monitor the economic development and social dynamics of low-income developing countries in the absence of extensive econometric and social data. Finally, our work may support efforts to stimulate sustainable economic development and to reduce poverty and inequality.

Research Organization:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
Sponsoring Organization:
USDOE
Grant/Contract Number:
AC05-00OR22725
OSTI ID:
1261275
Journal Information:
EPJ Data Science, Vol. 4; ISSN 2193-1127
Publisher:
SpringerCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 25 works
Citation information provided by
Web of Science

References (43)

The Data Revolution and Economic Analysis journal January 2014
Quantifying the Impact of Human Mobility on Malaria journal October 2012
Understanding individual human mobility patterns journal June 2008
Finding hierarchy in directed online social networks conference January 2011
Detecting rich-club ordering in complex networks journal January 2006
The Structure of Borders in a Small World journal November 2010
Using web-based search data to predict macroeconomic statistics journal November 2005
Structure and tie strengths in mobile communication networks journal April 2007
Improved Response to Disasters and Outbreaks by Tracking Population Movements with Mobile Phone Network Data: A Post-Earthquake Geospatial Study in Haiti journal August 2011
The Strength of Weak Ties journal May 1973
The Strength of Weak Ties book January 1977
Côte d'Ivoire: Poverty Reduction Strategy Paper journal May 2009
Correlating S&P 500 stocks with Twitter data
  • Mao, Yuexin; Wei, Wei; Wang, Bing
  • Proceedings of the First ACM International Workshop on Hot Topics on Interdisciplinary Social Networks Research - HotSocial '12 https://doi.org/10.1145/2392622.2392634
conference January 2012
Redrawing the Map of Great Britain from a Network of Human Interactions journal December 2010
The Sum of All FEARS Investor Sentiment and Asset Prices journal October 2014
In Search of Attention journal September 2011
Using Social Media to Measure Labor Market Flows report March 2014
Network Diversity and Economic Development journal May 2010
The Data Revolution and Economic Analysis report May 2013
Twitter mood predicts the stock market journal March 2011
In Search of Attention journal January 2009
Understanding the Spreading Patterns of Mobile Phone Viruses journal April 2009
Regions and borders of mobile telephony in Belgium and in the Brussels metropolitan zone journal January 2010
Birds of a Feather: Homophily in Social Networks journal August 2001
The Structure and Function of Complex Networks journal January 2003
Fast unfolding of communities in large networks journal October 2008
The Rich-Club Phenomenon in the Internet Topology journal March 2004
Prominence and Control: The Weighted Rich-Club Effect journal October 2008
Understanding individual human mobility patterns journal March 2009
Graphlets in Multiplex Networks journal February 2020
Dynamics of collective action to conserve a large common-pool resource journal April 2021
The Sum of All FEARS: Investor Sentiment and Asset Prices journal January 2011
The Strength of Weak Ties book April 2018
The Strength of Weak Ties journal April 2019
Prominence and control: The weighted rich-club effect text January 2008
The structure of borders in a small world text January 2010
Twitter mood predicts the stock market text January 2010
The structure and function of complex networks text January 2003
The Rich-Club Phenomenon In The Internet Topology text January 2003
Structure and tie strengths in mobile communication networks text January 2006
Widespread Worry and the Stock Market journal May 2010
Understanding individual human mobility patterns text January 2008
Evaluating socio-economic state of a country analyzing airtime credit and mobile phone datasets preprint January 2013

Cited By (8)

Correlations and dynamics of consumption patterns in social-economic networks journal January 2018
Socioeconomic correlations and stratification in social-communication networks journal December 2016
Big Data and discrimination: perils, promises and solutions. A systematic review journal February 2019
A cross-sectional ecological analysis of international and sub-national health inequalities in commercial geospatial resource availability journal May 2018
Predicting individual socioeconomic status from mobile phone data: a semi-supervised hypergraph-based factor graph approach journal August 2019
Socioeconomic correlations and stratification in social-communication networks text January 2016
The bridging and bonding structures of place-centric networks: Evidence from a developing country journal September 2019
Estimation of Regional Economic Development Indicator from Transportation Network Analytics text January 2020

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