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首页> 外文期刊>Australasian Journal of Information Systems >A Comprehensive Diagnostic Framework for Evaluating Business Intelligence and Analytics Effectiveness
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A Comprehensive Diagnostic Framework for Evaluating Business Intelligence and Analytics Effectiveness

机译:评估业务智能和分析效率的综合诊断框架

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摘要

Business intelligence and analytics (BIA) initiatives are costly, complex and experience high failure rates. Organizations require effective approaches to evaluate their BIA capabilities in order to develop strategies for their evolution. In this paper, we employ a design science paradigm to develop a comprehensive BIA effectiveness diagnostic (BIAED) framework that can be easily operationalized. We propose that a useful BIAED framework must assess the correct factors, should be deployed in the proper process context and acquire the appropriate input from different constituencies within an organization. Drawing on the BIAED framework, we further develop an online diagnostic toolkit that includes a comprehensive survey instrument. We subsequently deploy the diagnostic mechanism within three large organizations in North America (involving over 1500 participants) and use the results to inform BIA strategy formulation. Feedback from participating organizations indicates that BIA diagnostic toolkit provides insights that are essential inputs to strategy development. This work addresses a significant research gap in the area of BIA effectiveness assessment.
机译:商业智能和分析(BIA)计划成本高昂,复杂且失败率很高。组织需要有效的方法来评估其BIA能力,以便制定其发展战略。在本文中,我们采用设计科学范式来开发易于操作的综合BIA有效性诊断(BIAED)框架。我们建议一个有用的BIAED框架必须评估正确的因素,应该在适当的过程环境中进行部署,并从组织内的不同群体中获取适当的输入。利用BIAED框架,我们进一步开发了一个在线诊断工具包,其中包括一个全面的调查工具。随后,我们在北美的三个大型组织(涉及1500多个参与者)中部署了诊断机制,并使用结果为BIA战略制定提供了信息。参与组织的反馈表明,BIA诊断工具包提供的见解对战略制定至关重要。这项工作解决了BIA有效性评估领域的重大研究空白。

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