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Analyzing IT business values - A Dominance based Rough Sets Approach perspective

机译:分析IT业务价值-基于优势的粗糙集方法透视图

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The impact of information technology (IT) on the business value of a cooperation has been an active research area for more than two decades. Although it is widely agreed that IT has a positive impact on the business values of cooperations an in-depth understanding of the underlying structures is still missing. Especially due to the huge investments in IT, there is still a need to better understand how IT influences the performance of cooperations and business values. Generally, the data collected in IT business value research to be quantitative as well as of qualitative nature. While quantitative data can be examined by classic econometric methods the analysis of qualitative data requires special methods. In the case of ordinal data DRSA - Dominance based Rough Sets Approach has been proposed. DRSA can be applied to induce rules out of a decision table containing ordinal data. This method has already successfully applied to such diverse areas like customer relationship management and satisfaction analysis, or the technical diagnostic of a fleet of vehicles besides others. In this article we apply it for the first time to the analysis of IT business value. We use ordinal data of a survey on IT management strategies of Australian firms conducted by the Australian Department of Communications, Information Technology and the Arts. The induces rules are interpreted and provide important insights into the impact of information technology on the business values of cooperations. Furthermore our study shows the potential of DRSA for information systems research where questionnaire are a widely applied technique to collect ordinal data.
机译:信息技术(IT)对合作业务价值的影响已经成为活跃的研究领域超过二十年了。尽管人们普遍认为IT可以对合作的业务价值产生积极影响,但是仍然缺少对基础结构的深入了解。尤其是由于对IT的巨大投资,仍然需要更好地了解IT如何影响合作和业务价值的表现。通常,IT业务价值研究中收集的数据是定量的和定性的。虽然可以通过经典的计量经济学方法来检查定量数据,但是对定性数据的分析则需要特殊的方法。在有序数据的情况下,已经提出了DRSA-基于优势的粗糙集方法。 DRSA可以应用于从包含顺序数据的决策表中导出规则。这种方法已经成功地应用于诸如客户关系管理和满意度分析或其他车辆技术诊断之类的多种领域。在本文中,我们首次将其应用于IT业务价值分析。我们使用澳大利亚通信,信息技术和艺术部对澳大利亚公司的IT管理策略进行的调查的原始数据。归纳规则得到了解释,并提供了对信息技术对合作业务价值的影响的重要见解。此外,我们的研究显示了DRSA在信息系统研究中的潜力,其中问卷调查是一种广泛用于收集序数数据的技术。

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