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Big Data Facilitation, Utilization, and Monetization: Exploring the 3Vs in a New Product Development Process

机译:大数据的简化,利用和货币化:在新产品开发过程中探索3V

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摘要

Big data is transforming the new product development (NPD) process. Organizations are investing heavily in big data capabilities to capitalize on the ongoing analytics movement. Yet there is a lack of understanding of how firms can leverage big data as a capability to generate innovation success in dynamic marketplaces. To address this need for improved insights, the authors operationalize and analyze the 3Vs of big data usagevolume, variety, and velocityin an NPD model. Drawing on the results of a survey of 261 managers reporting on their business unit's NPD processes and big data usage, this study identifies the antecedents of the multidimensional usage of big data. Empirically assessing the effects of firm orientations, the authors show that an exploration orientation has a positive effect on all three dimensions of a firm's big data usage while an exploitation orientation has no effect. Moving downstream, the results also reveal that the environmental factor of customer turbulence interacts differentially with the big data usage dimensions' impact on new product revenue (NPR). Specifically, customer turbulence accentuates the relationship between big data velocity and NPR but attenuates the relationship between big data volume and NPR.
机译:大数据正在改变新产品开发(NPD)流程。组织正在对大数据功能进行大量投资,以利用正在进行的分析运动。然而,对于企业如何利用大数据作为在动态市场中产生创新成功的能力缺乏了解。为了满足对改进见解的需求,作者在NPD模型中对大数据使用量,种类和速度的3V进行了操作和分析。根据对261位经理报告其业务部门的NPD流程和大数据使用情况的调查结果,该研究确定了大数据的多维使用情况的前身。通过经验评估企业导向的效果,作者表明,探索导向对企业大数据使用的所有三个维度都有积极影响,而开发导向则没有影响。结果向下游移动,结果还表明,客户动荡的环境因素与大数据使用维度对新产品收入(NPR)的影响存在差异。具体而言,客户的动荡加剧了大数据速度与NPR之间的关系,但减弱了大数据量与NPR之间的关系。

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  • 来源
    《Journal of product innovation management》 |2017年第5期|640-658|共19页
  • 作者单位

    UMKC, Henry W Bloch Sch Management, Mkt, Kansas City, MO USA|Union Pacific Railrd, Inside Sales, Field Sales, Prod Management, Omaha, NE USA|Union Pacific Railrd, Div Management, Omaha, NE USA|Union Pacific Railrd, Inside Sales, Field Sales, Product Management, Los Angeles, CA USA|Union Pacific Railrd, Div Management, Los Angeles, CA USA;

    Miami Univ, Farmer Sch Business, Mkt, Oxford, OH 45056 USA;

    Miami Univ, Farmer Sch Business, Mkt, Oxford, OH 45056 USA;

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