实现预测分析的竞争优势的机遇和挑战

M. Attaran, Sharmin Attaran
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引用次数: 21

摘要

预测分析在分析领域已经成为一个越来越热门的话题。因此,预测分析部署正在获得动力。然而,采用率是缓慢的,并且组织才刚刚开始触及该技术潜在应用的表面。如果实现得当,业务收益将是可观的。然而,有一些战略陷阱需要考虑。本章的主要目标是为在组织中成功实施分析提出一个概念模型。本章强调了预测分析的重要性,确定了实施成功的决定因素,并涵盖了该技术的一些潜在好处。此外,本研究回顾了成功的预测分析平台的关键属性,并说明了如何克服将该技术纳入业务的一些战略陷阱。最后,本研究强调了分析解决方案在制造业和服务业的成功实施。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Opportunities and Challenges of Implementing Predictive Analytics for Competitive Advantage
Predictive analytics has become an increasingly hot topic in analytics landscape. As a result, predictive analytics deployments are gaining momentum. Yet, the adoption rate is slow, and organizations are only beginning to scratch the surface in regard to the potential applications of this technology. Implemented properly, the business benefits can be substantial. However, there are strategic pitfalls to consider. The key objective of this chapter is to propose a conceptual model for successful implementation of analytics in organizations. This chapter highlights the importance of predictive analytics, identifies determinants of implementation success, and covers some of the potential benefits of this technology. Furthermore, this study reviews key attributes of a successful predictive analytics platform and illustrates how to overcome some of the strategic pitfalls of incorporating this technology in business. Finally, this study highlights successful implementation of analytics solutions in manufacturing and service industry.
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