The Nexus between Business Analytics Capabilities and Knowledge Orientation in Driving Business Model Innovation: The Moderating Role of Industry Type

IF 3.4 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Informatics Pub Date : 2023-01-31 DOI:10.3390/informatics10010019
M. Daradkeh
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引用次数: 5

Abstract

The importance of business analytics (BA) in driving knowledge generation and business innovation has been widely discussed in both the academic and business communities. However, empirical research on the relationship between knowledge orientation and business analytics capabilities in driving business model innovation remains scarce. Drawing on the knowledge-based view and dynamic capabilities theory, this study develops a model to investigate the interplay between knowledge orientation and BA capabilities in driving business model innovation. It also explores the moderating role of industry type on this relationship. To test the model, data were collected from a cross-sectional sample of 207 firms (high-tech and non-high-tech industries). Descriptive and structural equation modeling (SEM) were used to test the hypotheses. The findings showed that knowledge orientation and BA capabilities are significantly and positively related to business model innovation. Knowledge commitment, shared vision, and open-mindedness are significantly and positively related to BA perception and recognition capabilities and BA integration capabilities. BA capabilities mediated the relationship between knowledge orientation and business model innovation. The path mechanism of knowledge orientation → BA capabilities → business model innovation shows that industry type has a moderating effect on knowledge orientation and BA capabilities, as well as BA capabilities and business model innovation. This study provides empirically proven insights and practical guidance on the dynamics and mechanisms of BA and organizational knowledge capabilities and their impact on business model innovation.
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商业分析能力和知识导向在推动商业模式创新中的联系:行业类型的调节作用
商业分析(BA)在推动知识生成和商业创新方面的重要性已在学术界和商业界得到广泛讨论。然而,关于知识导向和商业分析能力在推动商业模式创新方面的关系的实证研究仍然很少。本研究借鉴基于知识的观点和动态能力理论,建立了一个模型来研究知识导向和BA能力在驱动商业模式创新中的相互作用。并探讨了产业类型对这种关系的调节作用。为了测试该模型,从207家公司(高科技和非高科技行业)的横断面样本中收集了数据。使用描述性和结构方程建模(SEM)来检验这些假设。研究结果表明,知识导向和BA能力与商业模式创新显著正相关。知识承诺、共同愿景和开放心态与BA感知和识别能力以及BA整合能力显著正相关。BA能力介导了知识导向与商业模式创新之间的关系。知识导向的路径机制→ BA能力→ 商业模式创新表明,行业类型对知识导向和BA能力、BA能力和商业模式创新具有调节作用。本研究为BA和组织知识能力的动态和机制及其对商业模式创新的影响提供了经验验证的见解和实践指导。
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来源期刊
Informatics
Informatics Social Sciences-Communication
CiteScore
6.60
自引率
6.50%
发文量
88
审稿时长
6 weeks
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