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Customer involvement in big data analytics and its impact on B2B innovation

机译:客户参与大数据分析及其对B2B创新的影响

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Extant literature assumes that customers mainly serve as passive data providers and that firms take responsibility for big data analytics. In line with a current trend in real-world practice, this research, based on the open innovation literature, challenges this assumption and argues that customers can have more engagement in big data analytics. The authors distinguish two constructs: Customer as Data Provider (CDP) and Customer as Data Analyst (CDA). The former is consistent with the mainstream view that customers serve as the data source. The latter, on the other hand, sheds light on an active role customers play in big data analytics - that is, customers participate in a co-creation process where they acquire, analyze and act on big data. Using survey data of 148 Business-to-Business (B2B) innovation projects, the authors find that both types of customer involvement facilitate B2B product innovation. Furthermore, the authors examine moderation effects of customer need tacitness and customer need diversity. Results show that customer need tacitness negatively moderates the relationship between CDP and new product performance while customer need diversity yields a positive moderation effect. Customer need tacitness is also found to positively moderate the relationship between CDA and new product performance.
机译:现有文献假设客户主要充当被动数据提供者,并且公司对大数据分析负责。与现实世界实践的当前趋势相一致,此研究基于开放式创新文献,对这一假设提出了挑战,并认为客户可以在大数据分析方面投入更多精力。作者区分了两种构造:以客户为数据提供者(CDP)和以客户为数据分析师(CDA)。前者与将客户用作数据源的主流观点是一致的。另一方面,后者揭示了客户在大数据分析中所扮演的积极角色-也就是说,客户参与了共同创建过程,在此过程中,他们获取,分析大数据并采取行动。作者使用148个企业对企业(B2B)创新项目的调查数据发现,两种类型的客户参与都可以促进B2B产品创新。此外,作者考察了顾客需求默契和顾客需求多样性的调节作用。结果表明,客户需求的默契度负面地缓解了CDP与新产品性能之间的关系,而客户需求的多样性则产生了积极的调节作用。客户需求的默契也可以积极地缓解CDA与新产品性能之间的关系。

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