Challenges in Developing Data-based Value Creation

Jussi Myllärniemi, Nina Helander, Samuli Pekkola
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引用次数: 1

Abstract

Understanding data-based value creation helps organizations to enhance its decision-making and to renew their business operations. However, organizations aiming to use modern data analytics face several severe challenges that are not usually so evident or visible beforehand. In this paper we study a Finnish manufacturing company’s data empowerment and information and knowledge management practices in order to identify the potential challenges related to modern data-based value creation within industrial context. The empirical data is consisted of group discussions, relevant data sets acquired from the case company’s information systems, and lastly, 12 thematic interviews of the key actors in the company in relation to service development. The study provides valuable insights for managing service development and decision-making and creates understanding on data-based value creation. Achieved understanding provides meaningful knowledge for organizations utilizing or having plans to utilize, for example, data analytic methods in their businesses.
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发展基于数据的价值创造的挑战
理解基于数据的价值创造有助于组织提高其决策能力并更新其业务操作。然而,旨在使用现代数据分析的组织面临着几个严峻的挑战,这些挑战通常事先不那么明显或可见。在本文中,我们研究了一家芬兰制造公司的数据授权和信息和知识管理实践,以确定与工业背景下现代基于数据的价值创造相关的潜在挑战。实证数据包括小组讨论,从案例公司的信息系统中获取的相关数据集,以及最后对公司中与服务开发相关的关键参与者进行的12次专题访谈。该研究为管理服务开发和决策提供了有价值的见解,并创造了对基于数据的价值创造的理解。获得的理解为正在使用或计划在其业务中使用数据分析方法的组织提供了有意义的知识。
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