A perspective on simulation models as decision aids

David M. Sherr, Carla Masciocchi
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Abstract

Simulation models have come to represent the epitome of analytic input to the rational decision maker. Simulation has become a highly sophisticated tool available within an information system which supports decision making in an organization, public or private. The classic use of simulation is to study complex systems whose behavior and features are representable by straightforward analytic relationships. A simple question arises: What is the performance of simulation models as decision aids? This paper contends that a simulation model qua model is less of an aid to decision making than is the process of implementing the model. This thesis is based on (1) the literature where it is not organized and stated explicitly as such. and (2) an 18 month study of the utilization of three computer simulation models in the Philadelphia Emergency Medical Services System. Based on our study, a user-responsive information system to support decision making would provide information in a staged manner according to the level of sophistication needed. The level of sophistication is determined by a complex mosaic of problem area, decision-maker information utilization characteristics, decision-making situation, and decision-making process. This suggests programmatic approaches to information system design which yield effective, efficient aids to decision making.

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作为决策辅助工具的仿真模型的观点
仿真模型代表了理性决策者的分析输入的缩影。仿真已经成为一种高度复杂的工具,可以在信息系统中使用,支持公共或私人组织的决策。模拟的经典用途是研究行为和特征可以用直接的分析关系表示的复杂系统。一个简单的问题出现了:仿真模型作为决策辅助工具的性能如何?本文认为,作为模型的仿真模型与其说是对决策的辅助,不如说是实现模型的过程。这篇论文是基于(1)没有明确组织和陈述的文献。(2)对费城紧急医疗服务系统中三种计算机模拟模型的使用进行了为期18个月的研究。基于我们的研究,支持决策的用户响应信息系统将根据所需的复杂程度分阶段提供信息。复杂程度是由问题领域、决策者信息利用特征、决策情况和决策过程的复杂镶嵌决定的。这表明信息系统设计的程序化方法可以产生有效的、高效的决策辅助。
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