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Kredīta novērtēšana (rezultātu kartes, WoE/IV)×DuPont analīze×
NozareFinansesFinanses
SaimeRegression modelRegression model
Izcelsmes gads19972008
AutorsHand & Henley; Thomas, Edelman & CrookDuPont Corporation; Soliman
TipsSupervised binary classification modelProfitability decomposition framework
PirmavotsHand, D. J., & Henley, W. E. (1997). Statistical classification methods in consumer credit scoring: a review. Journal of the Royal Statistical Society: Series A, 160(3), 523–541. DOI ↗Soliman, M. T. (2008). The use of DuPont analysis by market participants. The Accounting Review, 83(3), 823–853. DOI ↗
Citi nosaukumiCredit Scorecard, Application Scoring, Behavioural Scoring, Kredi SkorlamaDuPont Decomposition, DuPont Identity, Return on Equity Decomposition, DuPont Analizi
Saistītās32
KopsavilkumsCredit scoring is a statistical technique that estimates the probability that a borrower will default on a financial obligation. Using Weight of Evidence (WoE) binning, Information Value (IV) variable selection, and logistic regression, it converts raw applicant data into a single integer score. Formalized by Hand and Henley (1997) and elaborated by Thomas, Edelman, and Crook, the scorecard framework has become the regulatory standard for retail credit risk assessment in banking, lending, and insurance.DuPont Analysis is a financial performance framework that decomposes Return on Equity (ROE) into three multiplicative components: net profit margin, asset turnover, and the equity multiplier. Originally developed by engineers at DuPont Corporation in the early 1920s, the method gained renewed academic prominence through Soliman (2008), who demonstrated that market participants exploit DuPont decompositions to forecast future earnings and to distinguish sustainable from transient profitability.
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ScholarGateSalīdzināt metodes: Credit Scoring · DuPont Analysis. Izgūts 2026-06-20 no https://scholargate.app/lv/compare