accounts adjudication adjust approval rate assign attribute bankruptcy behavior scorecards c-statistic calculated changes clusters cohorts confirm credit bureau credit card credit line credit risk credit scorecard credit scoring customers cutoff data mining databases dataset decision decision trees declined Delq developing scorecards development sample Distr distributions ensure example expected bad rate factors final scorecard grouped higher identify impact implementation information types initial characteristic analysis input inquiries known good/bad logistic regression Lorenz curve lowside marketing measures method missing values months odds overall override oversampling p-values performance window points policy rules portfolio posterior probability R-square ratio reasons reject inference Risk Managers risk profile roll rate sample window SAS Institute score ranges scorecard characteristics Scorecard Development Process segments selected shown in Exhibit shows specific statistical step system stability report target techniques tion trend typically validation variables weight
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