Business model innovation: harnessing big data analytics and digital transformation in hostile environments

Andrea Ciacci, Lara Penco
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Abstract

Purpose The literature mainly concentrates on the relationships between externally oriented digital transformation (ExtDT), big data analytics capability (BDAC) and business model innovation (BMI) from an intra-organizational perspective. However, it is acknowledged that the external environment shapes the firm's strategy and affects innovation outcomes. Embracing an external environment perspective, the authors aim to fill this gap. The authors develop and test a moderated mediation model linking ExtDT to BMI. Drawing on the dynamic capabilities view, the authors' model posits that the effect of ExtDT on BMI is mediated by BDAC, while environmental hostility (EH) moderates these relationships. Design/methodology/approach The authors adopt a quantitative approach based on bootstrapped partial least square-path modeling (PLS-PM) to analyze a sample of 200 Italian data-driven SMEs. Findings The results highlight that ExtDT and BDAC positively affect BMI. The findings also indicate that ExtDT is an antecedent of BMI that is less disruptive than BDAC. The authors also obtain that ExtDT solely does not lead to BDAC. Interestingly, the effect of BDAC on BMI increases when EH moderates the relationship. Originality/value Analyzing the relationships between ExtDT, BDAC and BMI from an external environment perspective is an underexplored area of research. The authors contribute to this topic by evaluating how EH interacts with ExtDT and BDAC toward BMI.
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商业模式创新:在恶劣环境中利用大数据分析和数字化转型
本文主要从组织内部的角度研究面向外部的数字化转型(ExtDT)、大数据分析能力(BDAC)和商业模式创新(BMI)之间的关系。然而,外部环境塑造了企业的战略并影响了创新成果,这是公认的。从外部环境的角度来看,作者的目标是填补这一空白。作者开发并测试了一个将ExtDT与BMI联系起来的调节中介模型。根据动态能力观点,作者的模型假设ExtDT对BMI的影响是由BDAC介导的,而环境敌意(EH)调节了这些关系。设计/方法/方法作者采用了一种基于自举偏最小二乘路径模型(PLS-PM)的定量方法来分析200家意大利数据驱动型中小企业的样本。结果表明,ExtDT和BDAC对BMI有积极影响。研究结果还表明,ExtDT是BMI的前体细胞,其破坏性比BDAC小。作者还得出,ExtDT本身不会导致BDAC。有趣的是,当EH调节这种关系时,BDAC对BMI的影响会增加。从外部环境的角度分析ExtDT、BDAC和BMI之间的关系是一个尚未被充分探索的研究领域。作者通过评估EH如何与ExtDT和BDAC对BMI的相互作用来促进这一主题。
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来源期刊
CiteScore
6.40
自引率
6.50%
发文量
40
期刊介绍: ■Research in SMEs, entrepreneurship and family-run businesses ■Case studies on real-life small business experiences ■Small Business growth and successful enterprises ■Practical advice from small business advisors ■Recruitment, training and development for SMEs ■Performance measurement and business improvement ■Government initiatives and enterprise policy ■SME financing and venture capital. By encouraging debate on the key issues facing SMEs, the journal offers detailed analysis and critical assessment of current best practice, discusses the implications of latest research findings and explores opportunities to break down the barriers that restrict the growth of SMEs.
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