Big Data Facilitation, Utilization, and Monetization: Exploring the 3Vs in a New Product Development Process
基于261名经理的调查数据，研究企业如何利用大数据的3V（体量、多样性和速度）促进新产品开发成功，发现探索导向正向影响大数据使用，而客户动荡会调节不同维度对新产品收入的影响。
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 usage—volume, variety, and velocity—in 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.