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Impact of information quality and decision-maker quality on decision quality : a theoretical model and simulation analysis

机译:信息质量和决策者质量对决策质量的影响:理论模型与仿真分析

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The impact of information technology (IT) on firm performance is widely studied but little understood. A common perception is that IT improves the quality of information, which, in turn, improves decision quality and performance. Several studies of IT-performance relationship have used managers' perceived as opposed to actual performance. We investigate the impact of information quality and decision-maker quality on actual decision quality using a theoretical and a simulation model. We use accuracy as the measure of quality. Our analysis shows that, depending on the decision-maker quality, decision quality may improve or degrade when information quality improves. The decision quality improves with higher information quality for a decision--maker that has knowledge about the relationships among problem variables. However, the decision quality of a decision-maker that doesn't know these relationships may degrade with higher information quality. Simultaneous improvement in information quality and decision-maker quality results in higher decision quality. The simulation model, which relaxes some of the assumptions made by the theoretical model, yields similar results. We explain how our results supplement the results of prior studies of IT--performance relationship. Our results underscore the need for including decision-maker quality in the investigation of the IT-performance relationship and the importance of developing quality decision support tools.
机译:信息技术(IT)对公司绩效的影响已得到广泛研究,但了解甚少。人们普遍认为,IT可以提高信息质量,进而可以提高决策质量和性能。几项有关IT与绩效关系的研究使用了管理者对实际绩效的感知。我们使用理论模型和模拟模型研究信息质量和决策者质量对实际决策质量的影响。我们使用准确性作为质量的衡量标准。我们的分析表明,取决于决策者的质量,当信息质量提高时,决策质量可能会提高或降低。对于具有问题变量之间关系知识的决策者来说,信息质量越高,决策质量就越高。但是,不知道这些关系的决策者的决策质量可能会随着更高的信息质量而下降。信息质量和决策者质量的同时提高导致更高的决策质量。仿真模型放松了理论模型所做的一些假设,得出了相似的结果。我们解释了我们的结果如何补充先前的IT与性能关系研究的结果。我们的结果强调了在调查IT与绩效之间的关系时需要考虑决策者的素质,以及开发质量决策支持工具的重要性。

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