Analysis of the Root Causes of Fraud Using Risk Causal and Fraud Diamond Matrix: A Case Study on Retail Financing Company

Malinda Yusti, Triyadi Triyadi, Dona Ramadhan
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引用次数: 1

Abstract

Fraud risk management strategies can be carried out in three stages: prevention, detection, and response, but the most efficient stage is prevention. Fraud is part of operational risk which is defined as the risk of loss caused by the failure or inadequacy of internal processes, people, systems or technology, and external events. The perpetrators of fraud can also be analyzed using the fraud motivation model. This study aims to use the results of detection and response as input for the prevention stage using root cause analysis. This study uses the Risk Causal and Fraud Diamond (RCFD) Matrix as an analytical tool to determine the dominant root cause. This study uses 300 data samples and categorizes the root causes of fraud in the RCFD Matrix. The results show that there are three dominant root causes: 3.O System & Technology - Opportunity, 2.O Internal Process - Opportunity, and 1.P People - Pressure. These results provide recommendations for fraud prevention strategies to effectively reduce or eliminate the dominant root cause.
基于风险因果和欺诈钻石矩阵的欺诈根源分析——以零售融资公司为例
欺诈风险管理策略可以分为三个阶段:预防、发现和响应,但最有效的阶段是预防。欺诈是操作风险的一部分,操作风险被定义为由于内部流程、人员、系统或技术以及外部事件的失败或不足而造成损失的风险。也可以用欺诈动机模型来分析欺诈的行为人。本研究的目的是使用检测和响应的结果作为输入的预防阶段使用根本原因分析。本研究使用风险因果和欺诈钻石(RCFD)矩阵作为分析工具来确定主要的根本原因。本研究使用了300个数据样本,并在RCFD矩阵中对欺诈的根源进行了分类。结果表明,主要原因有三个方面:系统与技术-机会,2。O内部流程-机会;P人——压力。这些结果为有效减少或消除主要根源的欺诈预防策略提供了建议。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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