A Large-scale Examination of ”Socioeconomic” Fairness in Mobile Networks

Souneil Park, Pavol Mulinka, Diego Perino
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Abstract

Internet access is a special resource of which needs has become universal across the public whereas the service is operated in the private sector. Mobile Network Operators (MNOs) put efforts for management, planning, and optimization; however, they do not link such activities to socioeconomic fairness. In this paper, we make a first step towards understanding the relation between socioeconomic status of customers and network performance, and investigate potential discrimination in network deployment and management. The scope of our study spans various aspects, including urban geography, network resource deployment, data consumption, and device distribution. A novel methodology that enables a geo-socioeconomic perspective to mobile network is developed for the study. The results are based on an actual infrastructure in multiple cities, covering millions of users densely covering the socioeconomic scale. We report a thorough examination of the fairness status, its relationship with various structural factors, and potential class specific solutions.
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移动网络中“社会经济”公平性的大规模检验
互联网接入是一种特殊的资源,它的需求在公众中已经变得普遍,而这项服务是在私营部门运营的。移动网络运营商(MNOs)致力于管理、规划和优化;然而,他们没有将这些活动与社会经济公平联系起来。在本文中,我们向理解客户的社会经济地位与网络性能之间的关系迈出了第一步,并调查了网络部署和管理中潜在的歧视。我们的研究范围涵盖各个方面,包括城市地理、网络资源部署、数据消耗和设备分布。本研究开发了一种新颖的方法,可以从地理社会经济的角度来看待移动网络。结果基于多个城市的实际基础设施,覆盖了数百万用户,密集地覆盖了社会经济规模。我们报告了对公平状况的彻底检查,其与各种结构因素的关系,以及潜在的阶级特定解决方案。
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