The role of organization hierarchy in technology adoption at the workplace

C. Chelmis, V. Prasanna
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引用次数: 14

Abstract

Popular social networking sites have revolutionized the way people interact on the Web, enabling rapid information dissemination and search. In an enterprise, understanding how information flows within and between organizational levels and business units is of great importance. Despite numerous studies in information diffusion in online social networks, little is known about factors that affect the dynamics of technological adoption at the workplace. Here, we address this problem, by examining the impact of organizational hierarchy in adopting new technologies in the enterprise. Our study suggests that middle-level managers are more successful in influencing employees into adopting a new microblogging service. Further, we reveal two distinct patterns of peer pressure, based on which employees are not only more likely to adopt the service, but the rate at which they do so quickens as the popularity of the new technology increases. We integrate our findings into two intuitive, realistic agent-based computational models that capture the dynamics of adoption at both microscopic and macroscopic levels. We evaluate our models in a real-world dataset we collected from a multinational Fortune 500 company. Prediction results show that our models provide great improvements over commonly used diffusion models. Our findings provide significant insights to managers seeking to realize the dynamics of adoption of new technologies in their company, and could assist in designing better strategies for rapid and efficient technology adoption and information dissemination at the workplace.
组织层级在工作场所技术采用中的作用
流行的社交网站彻底改变了人们在网络上的互动方式,使信息的快速传播和搜索成为可能。在企业中,了解信息如何在组织级别和业务单元内部和之间流动是非常重要的。尽管对在线社交网络中的信息扩散进行了大量研究,但对影响工作场所技术采用动态的因素知之甚少。在这里,我们通过研究在企业中采用新技术时组织层次结构的影响来解决这个问题。我们的研究表明,中层管理者在影响员工采用新的微博服务方面更成功。此外,我们还揭示了同伴压力的两种不同模式,基于这种模式,员工不仅更有可能采用这项服务,而且随着新技术的普及,他们采用这项服务的速度也会加快。我们将我们的发现整合到两个直观的、现实的基于主体的计算模型中,这些模型在微观和宏观层面捕捉了采用的动态。我们用从一家财富500强跨国公司收集的真实数据集来评估我们的模型。预测结果表明,我们的模型比常用的扩散模型有很大的改进。我们的研究结果为寻求实现公司新技术采用动态的管理人员提供了重要的见解,并且可以帮助设计更好的战略,以便在工作场所快速有效地采用技术和信息传播。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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