دانلود مقاله ISI انگلیسی شماره 48619
ترجمه فارسی عنوان مقاله

روشی عملی برای امتیازدهی اعتباری

عنوان انگلیسی
A practical approach to credit scoring
کد مقاله سال انتشار تعداد صفحات مقاله انگلیسی
48619 2008 9 صفحه PDF
منبع

Publisher : Elsevier - Science Direct (الزویر - ساینس دایرکت)

Journal : Expert Systems with Applications, Volume 35, Issue 4, November 2008, Pages 1762–1770

ترجمه کلمات کلیدی
تحلیل پوششی داده ها اعتبارسنجی - امتیازدهی اعتباری
کلمات کلیدی انگلیسی
Data envelopment analysis; Credit scoring; Credit rating
پیش نمایش مقاله
پیش نمایش مقاله  روشی عملی برای امتیازدهی اعتباری

چکیده انگلیسی

This paper proposes a DEA-based approach to credit scoring. Compared with conventional models such as multiple discriminant analysis, logistic regression analysis, and neural networks for business failure prediction, which require extra a priori information, this new approach solely requires ex-post information to calculate credit scores. For the empirical evidence, this methodology was applied to current financial data of external audited 1061 manufacturing firms comprising the credit portfolio of one of the largest credit guarantee organizations in Korea. Using financial ratios, the methodology could synthesize a firm’s overall performance into a single financial credibility score. The empirical results were also validated by supporting analyses (regression analysis and discriminant analysis) and by testing the model’s discriminatory power using actual bankruptcy cases of 103 firms. In addition, we propose a practical credit rating method using the predicted DEA scores.