Understanding adoption patterns of smartphones is of vital importance to telecommunication managers in today's highly dynamic mobile markets. In this paper, we leverage the network structure and specific position of each individual in the social network to account for and measure the potential heterogeneous role of peer influence in the adoption of the iPhone 3G. We introduce the idea of core/periphery as a meso-level organizational principle to study the social network, which complements the use of centrality measures derived from either global network properties (macro-level) or from each individual's local social neighbourhood (micro-level). Using millions of call detailed records from a mobile network operator in one country for a period of eleven months, we identify overlapping social communities as well as core and periphery individuals in the network. Our empirical analysis shows that core users exert more influence on periphery users than vice versa. Our findings provide important insights to help identify influential members in the social network, which is potentially useful to design optimal targeting strategies to improve current network-based marketing practices.
翻译:在本文中,我们利用网络结构以及社会网络中每个人的具体位置来说明和衡量同侪影响在采用iPhone 3G中的潜在不同作用。 我们提出核心/外围概念,作为研究社会网络的中间层次组织原则。 社会网络是对使用来自全球网络特性(宏观一级)或来自每个个人当地社会邻里(微观一级)的核心措施的补充。我们利用一个国家移动网络运营商的数百万个详细电话记录,在11个月内查明网络中重叠的社会社区以及核心和边缘个人。我们的经验分析表明,核心用户对外围用户的影响大于反之。我们的调查结果提供了重要的见解,有助于确定社会网络中具有影响力的成员,这对于设计最佳的针对性战略以改善目前基于网络的营销做法可能是有益的。