News or social media? Socio-economic divide of mobile service consumption

被引:17
|
作者
Ucar, Inaki [1 ]
Gramaglia, Marco [1 ,2 ]
Fiore, Marco [3 ]
Smoreda, Zbigniew [4 ]
Moro, Esteban [1 ,5 ,6 ]
机构
[1] Univ Carlos III Madrid, UC3M Santander Big Data Inst, Getafe 28903, Spain
[2] Univ Carlos III Madrid, Dept Telemat Engn, Leganes 28911, Spain
[3] IMDEA Networks Inst, Leganes 28918, Spain
[4] Orange Innovat, Sociol & Econ Networks & Serv Dept, F-92320 Chatillon, France
[5] Univ Carlos III Madrid, Dept Math, Grp Interdisciplinar Sistemas Complejos, Leganes 28911, Spain
[6] MIT, Inst Data Sci & Soc, Connect Sci, 77 Massachusetts Ave, Cambridge, MA 02139 USA
关键词
digital usage gap; inequality; mobile phone data; development; privacy preserving;
D O I
10.1098/rsif.2021.0350
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Reliable and timely information on socio-economic status and divides is critical to social and economic research and policing. Novel data sources from mobile communication platforms have enabled new cost-effective approaches and models to investigate social disparity, but their lack of interpretability, accuracy or scale has limited their relevance to date. We investigate the divide in digital mobile service usage with a large dataset of 3.7 billion time-stamped and geo-referenced mobile traffic records in a major European country, and find profound geographical unevenness in mobile service usage-especially on news, e-mail, social media consumption and audio/video streaming. We relate such diversity with income, educational attainment and inequality, and reveal how low-income or low-education areas are more likely to engage in video streaming or social media and less in news consumption, information searching, e-mail or audio streaming. The digital usage gap is so large that we can accurately infer the socio-economic status of a small area or even its Gini coefficient only from aggregated data traffic. Our results make the case for an inexpensive, privacy-preserving, real-time and scalable way to understand the digital usage divide and, in turn, poverty, unemployment or economic growth in our societies through mobile phone data.
引用
收藏
页数:11
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