What (Exactly) Is Novelty in Networks? Unpacking the Vision Advantages of Brokers, Bridges, and Weak Ties

Manag. Sci. Pub Date : 2022-03-28 DOI:10.1287/mnsc.2022.4377
Sinan Aral, Paramveer S. Dhillon
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引用次数: 10

Abstract

The strength of weak ties and brokerage theory both rely on the argument that weak bridging ties deliver novel information to create “vision advantages” for actors in brokerage positions. However, our conceptualization of novelty is itself fundamentally underdeveloped. We, therefore, develop a theory of how three distinct types of novelty—diversity, non-redundancy, and uniqueness—combine with network structure to create vision advantages in social networks. We test this theory using panel data on an evolving corporate email network. Three main results emerge from our analysis. First, we confirm the diversity-bandwidth tradeoff (DBT) at the heart of the vision advantage. As brokers’ networks become more diverse, their channel bandwidth contracts, creating countervailing effects on access to novel information. Second, we uncover a mechanism driving the DBT, which helps explain differences in vision advantages across strong and weak ties. Strong, cohesive ties deliver greater information diversity and non-redundancy, whereas weak bridging ties contribute the most unique information (the information that is most different from what other contacts deliver). Third, we find network diversity (in contrast to network constraint) to be positively associated with longitudinal entropy, a measure of the accumulation of novel information over time. This suggests that weak bridging ties, which provide the most unique information through low bandwidth, structurally diverse channels, contribute the most to one’s aggregation of novel information over time. Collectively, these results take a step toward resolving a long-standing debate in network theory about whether strong, cohesive networks or weak bridging networks contribute more to vision advantages. This work firmly establishes that it depends. This paper was accepted by Kartik Hosanagar, information systems.
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网络中的新颖性到底是什么?解析经纪人、桥梁和弱关系的视觉优势
弱联系和中介理论的强度都依赖于这样一个论点,即弱桥接关系传递新的信息,为处于中介位置的行动者创造“视觉优势”。然而,我们对新颖性的概念从根本上来说是不发达的。因此,我们发展了一种理论,阐述了三种不同类型的新颖性——多样性、非冗余性和独特性——如何与网络结构相结合,从而在社交网络中创造视觉优势。我们使用一个不断发展的企业电子邮件网络的面板数据来检验这一理论。我们的分析得出了三个主要结果。首先,我们确认了分集带宽权衡(DBT)是视觉优势的核心。随着经纪公司的网络变得更加多样化,它们的渠道带宽也随之收缩,从而对获取新信息产生了反补贴效应。其次,我们发现了驱动DBT的机制,这有助于解释在强联系和弱联系中视觉优势的差异。强大的内聚关系提供更大的信息多样性和非冗余性,而弱的桥接关系提供最独特的信息(与其他联系提供的信息最不同的信息)。第三,我们发现网络多样性(与网络约束相反)与纵向熵呈正相关,纵向熵是衡量新信息随时间积累的一种指标。这表明,弱桥接关系通过低带宽、结构多样的渠道提供最独特的信息,随着时间的推移,对一个人的新信息聚集贡献最大。总的来说,这些结果朝着解决网络理论中一个长期存在的争论迈出了一步,即强内聚网络还是弱桥接网络对视觉优势的贡献更大。这项工作坚定地证明了这一点。这篇论文被Kartik Hosanagar,信息系统所接受。
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