Aggregating Multidimensional Criteria in Audit Decision Making

Maksim Goman, S. Koch
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Abstract

Measuring total performance of prospective alternatives in decision making (DM) needs aggregation of their noncomparable properties which often have different scales of measure. In order to address this, scale transformations and normalization are applied, but problems of validation of such additive models and interpretation of the physical sense of the result arise. In this paper, a multiplicative performance aggregation of properties' values is suggested for DM. Application of the approach enables consistent and unambiguous ranking of the alternatives allowing values of all their properties of interest. A realistic example of DM related to audit activity planning is considered where several competing control areas should be selected into an audit plan. Beyond audit planning, the approach is generalizable to other DM problems in corporate management and governance where one needs to rank alternatives compared in multiple dimensions.
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多维准则在审计决策中的聚合
在决策过程中,衡量潜在备选方案的总体绩效需要综合其不可比较的特性,而这些特性往往具有不同的测量尺度。为了解决这个问题,我们应用了尺度变换和归一化,但是这些加性模型的验证和结果的物理意义的解释出现了问题。在本文中,建议对DM进行属性值的乘法性能聚合。该方法的应用使允许其所有感兴趣的属性值的替代方案的一致和明确的排名成为可能。考虑一个与审计活动计划有关的决策制定的实际例子,其中应选择几个相互竞争的控制领域作为审计计划。除了审计计划之外,该方法还可以推广到公司管理和治理中的其他决策问题,其中需要在多个维度上对备选方案进行比较排名。
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