摘要
大数据是数字经济发展的引擎,大数据分析能力能够很好地帮助企业将庞杂的大数据转化为有用知识,进而服务于产品突破性创新。虽然已有研究认识到大数据分析能力的积极作用,但并未明晰如何在组织层面利用大数据分析能力实现商业价值。而产品突破性创新成为数字经济时代大数据分析能力产生商业价值的最终体现,也是企业获得核心竞争优势的关键手段。基于资源基础观和动态能力观,将基于知识的动态能力引入大数据分析能力与产品突破性创新关系机制中,构建以知识获取能力、知识创造能力和知识整合能力为连续中介的研究模型。基于478家科创企业的问卷调研数据,采用结构方程模型、Bootstrapping法和层次回归分析方法,比较知识获取能力、知识创造能力和知识整合能力在大数据分析能力与产品突破性创新之间的作用,以揭示大数据分析能力如何更好地驱动产品突破性创新的内在机理。研究结果表明,(1)大数据分析能力显著增进以知识获取能力、知识创造能力和知识整合能力为核心的基于知识的动态能力,基于知识的动态能力显著提升产品突破性创新。(2)知识获取能力和知识创造能力在大数据分析能力与产品突破性创新之间具有连续中介作用,而知识整合能力不具有显著中介作用。(3)在大数据分析能力对产品突破性创新的多种影响路径中,知识获取能力为最优路径。从基于知识的动态能力视角解析大数据分析能力对产品突破性创新的影响,不仅从基于知识的动态能力的内部机制方面揭示了大数据分析能力对产品突破性创新的影响路径,拓展了产品突破性创新的前因研究,而且丰富了大数据分析能力的后效理论分析,为大数据分析能力的实证研究和创新管理实践提供借鉴。
Big data is the engine of the development for digital economy,and big data analysis capability can help enterprises to transform complex big data into useful knowledge,and then serve for breakthrough product innovation.Although the existing research has recognized the positive role of big data analysis capability,the problem of how to use it to realize business value at the organizational level is still unresolved.At the same time,breakthrough product innovation is the ultimate embodiment of business value in the digital economy era,and also the key means for enterprises to obtain core competitive advantage.Therefore,this study attempts to solve the problem of how big data analysis capability can better improve breakthrough product innovation.Based on resource-based view and dynamic capability view,knowledge-based dynamic capability is introduced into the relationship between big data analysis capability and breakthrough product innovation,and a research model with knowledge acquisition capability,knowledge generation capability and knowledge combination capability as multiple mediators is constructed.Based on the survey of 478 science and technology innovation enterprises,using structural equation model,bootstrapping method and hierarchical regression analysis method,this study compares the effects of knowledge acquisition capability,knowledge generation capability and knowledge combination capability on big data analysis capability and breakthrough product innovation,so as to reveal the internal mechanism of how big data analysis capability can better drive breakthrough product innovation.The results show that:(1)big data analysis capability can significantly improve the knowledge-based dynamic capability,including knowledge acquisition capability,knowledge generation capability and knowledge combination capability;and knowledge-based dynamic capability can significantly improve breakthrough product innovation.(2)Knowledge acquisition capability and knowledge generation capability play continuous meditating roles between big data analysis capability and breakthrough product innovation,but knowledge combination capability has no significant mediating effect.(3)Among the multiple influence paths of big data analysis capability on breakthrough product innovation,knowledge acquisition capability is the best path.This study analyzes the impact of big data analysis capability on breakthrough product innovation from the perspective of knowledge-based dynamic capability,which not only reveals the optimal path of big data analysis capability to breakthrough product innovation from the internal mechanism of knowledge-based dynamic capability,expands the research on the antecedents of breakthrough product innovation,but also enriches the theoretical analysis of the aftereffect of big data analysis capability.It provides reference for empirical research and innovation management practice of big data analysis capability.
作者
李树文
罗瑾琏
葛元骎
LI Shuwen;LUO Jinlian;GE Yuanqin(School of Economics and Management,Tongji University,Shanghai 201804,China;School of Economics and Management,Shihezi University,Shihezi 832000,China)
出处
《管理科学》
CSSCI
北大核心
2021年第2期1-15,共15页
Journal of Management Science
基金
国家自然科学基金(71772138,72072128)
石河子大学高层次人才科研启动项目(RCSK202001)。
关键词
大数据分析能力
知识获取能力
知识创造能力
知识整合能力
产品突破性创新
big data analysis capability
knowledge acquisition capability
knowledge creation capability
knowledge combination capability
breakthrough product innovation
