Assessing Suitability of Applying Big Data Analytics within Small to Medium-Sized Businesses via an ROI-Based Graphic Model

Ryan Grizzle, Yanzhen Qu
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Abstract

Big data has presented itself as a term, phenomena, and paradigm with the potential for many opportunities and challenges. The new potentials of big data seemingly continue to expand both in possibility and complexity. With efforts to exploit these new potentials requiring investments from businesses and organizations it becomes necessary to understand what value is gained from such efforts. Through the methodology of design science this study develops an artifact which incorporates the return on investment model which can be utilized by SMEs. The artifact provides an abstract process model for the use of value assessment of big data efforts by SMEs. This study finds through using test cases that the ROI model can be applied to a generalized artifact which guides the assessment of big data efforts. Further, it is found that through a graphical design the development of a simple and intuitive artifact can be accomplished.
通过基于roi的图形模型评估在中小型企业中应用大数据分析的适用性
大数据作为一个术语、一种现象和一种范式,已经呈现出了许多机遇和挑战的潜力。大数据的新潜力似乎在可能性和复杂性方面都在不断扩大。由于开发这些新潜力的努力需要企业和组织的投资,因此有必要了解从这些努力中获得的价值。通过设计科学的方法论,本研究开发了一个包含投资回报模型的工件,可供中小企业使用。该工件为中小企业使用大数据工作的价值评估提供了一个抽象的过程模型。本研究发现,通过使用测试用例,ROI模型可以应用于指导大数据工作评估的广义工件。此外,还发现通过图形化设计可以完成简单而直观的工件的开发。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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