Social media analytics and product innovation: mediating effects of knowledge exploration and exploitation competences

Colin C. J. Cheng, C. Sheu
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Abstract

PurposePrior research on business analytics has advanced substantially our understanding of how social media analytics affect business performance. However, the specific value of social media analytics to product innovation has not been fully explored and appreciated. To address this important issue, the present study draws on the resource-based view and the knowledge-based view to examine (1) whether the use of social media analytics strengthens radical product innovation to a greater extent than it does incremental product innovation and (2) how knowledge-exploration competence and knowledge-exploitation competence mediate the influence of social media analytics on radical and incremental product innovation.Design/methodology/approachThis study tested the proposed model using data collected from 205 manufacturing firms. Structural equation modeling was applied to test the research hypotheses using LISREL 8.80 software program.FindingsThe statistical findings provide compelling evidence that the use of social media analytics is more likely to lead to radical product innovation than to incremental product innovation. In addition, knowledge-exploration competence only partially mediates the relationship between social media analytics and radical product innovation. Knowledge-exploitation competence not only partially mediates such a relationship, but also fully mediates the link between social media analytics and incremental product innovation.Originality/valueThis study contributes to the social media analytics and innovation literature by offering novel theoretical and empirical insights into how firms can leverage the value of social media analytics to create superior product innovation.
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社交媒体分析与产品创新:知识探索和利用能力的中介作用
目的先前对商业分析的研究大大提高了我们对社交媒体分析如何影响商业绩效的理解。然而,社交媒体分析对产品创新的具体价值还没有得到充分的挖掘和认识。为了解决这一重要问题,本研究利用资源基础观点和知识基础观点来检验(1)社交媒体分析的使用是否在更大程度上加强了突破性产品创新,而不是渐进式产品创新;(2)知识探索能力和知识利用能力如何中介社交媒体分析对突破性和渐进式产品创新的影响。设计/方法/方法本研究使用从205家制造企业收集的数据来测试所提出的模型。采用结构方程模型,利用LISREL 8.80软件程序对研究假设进行检验。统计结果提供了令人信服的证据,表明使用社交媒体分析更有可能导致激进的产品创新,而不是渐进式的产品创新。此外,知识探索能力在社交媒体分析与突破性产品创新之间的关系中仅起到部分中介作用。知识开发能力不仅在这种关系中起到部分中介作用,而且在社交媒体分析与增量式产品创新之间起到完全中介作用。原创性/价值本研究通过对企业如何利用社交媒体分析的价值来创造卓越的产品创新提供新颖的理论和实证见解,为社交媒体分析和创新文献做出了贡献。
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