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The effect of intention analysis-based fraud detection systems in repeated supply Chain quality inspection: A context of learning and contract

机译:基于意图分析的欺诈检测系统在重复供应链质量检查中的作用:学习和合同的背景

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摘要

As a result of the information asymmetry on product quality, there is a risk of unethical suppliers defrauding buyers in a supply chain. Buyers often conduct quality inspection on shipments and frame supply contracts to punish quality fraud. Due to cost concerns, buyers need to estimate the suppliers' fraud possibilities and choose appropriate testing methods and frequencies. As suppliers' fraud intentions depend on their cost-benefit analysis, it is possible to analyze suppliers' fraud intention with appropriate modeling of their profit-seeking behavior. In this research, we are interested in how fraud intention analysis may affect the quality inspection process. It should be noted that quality inspection can be a repeated process, with suppliers and buyers conducting multiple rounds of transactions (including transactions with frauds) and learning about each other during the process. Their supply contracts may also affect suppliers' profit-seeking attitude. We conduct a laboratory experiment to examine the effect of fraud intention analysis systems on inspection decision making considering the learning and contract effects. We put the experiment in the context of a dairy supply chain as a critical and interesting example application. The experiment shows that if there are no strong punitive terms for fraud in the contract, fraud intention analysis can improve buyers' decision-making efficiency after controlling the learning effect, in terms of decision time, inspection cost, and correctness of rejecting suppliers' fraudulent shipments.
机译:由于产品质量的信息不对称,存在不道德的供应商在供应链中欺骗买家的风险。买方经常对货物进行质量检查,并制定框架供应合同,以惩处质量欺诈行为。由于成本方面的考虑,买方需要估计供应商的欺诈可能性,并选择适当的测试方法和频率。由于供应商的欺诈意图取决于他们的成本效益分析,因此可以通过适当地建模其寻求利润行为来分析供应商的欺诈意图。在这项研究中,我们对欺诈意图分析如何影响质量检查过程感兴趣。应当注意,质量检查可以是重复的过程,供应商和买方进行多轮交易(包括欺诈交易)并在此过程中相互学习。他们的供应合同也可能影响供应商的获利态度。考虑到学习和合同的影响,我们进行了一项实验室实验,以检查欺诈意图分析系统对检查决策的影响。我们将实验放在乳制品供应链的背景下,作为一个关键而有趣的示例应用程序。实验表明,如果合同中没有强硬的惩罚性欺诈条款,则欺诈意图分析可以在控制学习效果之后,在决策时间,检查成本和拒绝供应商欺诈行为的正确性方面提高买方的决策效率。出货量。

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