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企業信用評等模型-以營造業為例

Corporate Credit Rating Model-A Case in Manufacturing Industry

摘要


本研究目的,是將資料採礦進行的分析流程,導入企業信用評等模型的建置程序,針對內部評等法中的企業型暴險,根據新版巴塞爾資本協定與金管會的準則,建立信用評等模型,投入模型的變數,分為財務變數以及總體經濟變數,最後模型評估結果決定使用羅吉斯迴歸模型。本研究所建構出的信用評等系統分為8個評等等級,違約的機率隨評等遞增,以第8等作為違約戶的評等結果,本研究建構之模型具有一定的穩定性與預測效力,並且皆通過新巴塞資本協定與金管會的各項規範,顯示本研究之信用評等模型能夠在銀行授信流程實務中加以應用。

並列摘要


The purpose of this research is to introduce the analysis procedure of data mining into the corporate credit rating model and to use the financial variable and the economic variable to create a credit evaluation model that aimed at the risk exposed in the corporations. The credit evaluation is based on the guidance set forth by the New Basel Capital Accord and the Standard of Financial Supervisory Commission. After the final evaluation of the model, the study decided to use the Logistic Regression model. The credit rating system is categorized into eight levels where the eighth level has the highest probability of being default. The resulting model formulated by this study exhibits stability and predictive capability that is within the accordance of the New Basel Accord and the Standard of Financial Supervisory Commission and has demonstrated its ability for its application in a real case in the corporations.

參考文獻


阮正治、江景清(2004)。台灣企業信用評分模型建置與驗證。金融風險管理季刊。六月號
洪明欽、張揖平、陳昱陵、陳和貴(2007)。信用評分模型區別力之穩健性研究。金融風險管理季刊。3(4)
張大成(2002)。新版巴塞爾協定:過去、現在與未來。存款保險資訊季刊
張大成(2003)。違約機率與信用評分模型。台灣金融財務季刊。4(1)
孫銘誼、王思芳(2004)。信用評等模型驗證之初探-相關論文與文獻回顧。金融風險管理季刊。1(1)

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