Application of the Multistage One-shot Decision-making Approach to an IT Project in the Central Bank of Oman

Mohammed Aishanfari, P. Guo
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引用次数: 1

Abstract

Decision-makers always have to make an appropriate sequence of decisions in a relatively long period, from the start of the project to its completion. Conventional decision-making models under uncertainty are based on expected utility theory and do not sufficiently reflect the one-time nature of decisions. Research has shown that salience (attention-grabbing) information plays a critical role in human decision-making. Furthermore, studies recognized obstacles in applying scientific decision-making methods in real-world scenarios. In this paper, we apply the multistage one-shot decision-making approach (MOSDMA) to a real IT project decision problem from an internal audit department (IAD) in the sultanate of Oman. The proposed approach is a fundamental alternative for multistage decision-making under uncertainty because it is scenario-based instead of lottery-based as in the other existing methods. This study is the first contribution in applying the proposed approach to solving real-world business decision-making under uncertainty problems. The results exhibit the effectiveness of the proposed model in aiding the decision-makers in solving such a one-shot optimal stopping problem in actual practice.
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多阶段一次性决策方法在阿曼中央银行IT项目中的应用
决策者总是必须在相对较长的时间内(从项目开始到完成)做出适当的决策序列。传统的不确定性决策模型基于期望效用理论,不能充分反映决策的一次性。研究表明,引人注目的信息在人类决策中起着至关重要的作用。此外,研究还认识到在现实场景中应用科学决策方法的障碍。本文将多阶段一次性决策方法(MOSDMA)应用于阿曼苏丹国某内部审计部门(IAD)的实际IT项目决策问题。该方法基于场景,而不是像其他现有方法那样基于彩票,是不确定条件下多阶段决策的基本替代方案。本研究是将所提出的方法应用于解决不确定性问题下的实际商业决策的第一个贡献。结果表明,该模型在实际应用中能够有效地帮助决策者解决单次最优停车问题。
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