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  • 标题:Lean Models and Rejct Inference
  • 作者:John Banasik ; Jonathan Crook
  • 期刊名称:CRC Working Papers / Credit Research Centre
  • 出版年度:2003
  • 卷号:1
  • 出版社:Edinburgh
  • 摘要:Credit scoring models are normally built using only applicants who have been previously accepted for credit. Such non-random sample selection may produce bias in estimated model parameters and accordingly model predictions of repayment performance may not be optimal. Previous empirical research suggests that omission of rejected applicants has a detrimental impact on model estimation and prediction. This paper explores the extent to which the number of included variables influences the efficacy of a commonly used reject inference technique, reweighting. Analysis benefits from availability of a rare sample where virtually no applicant was denied credit. The general indication is that the efficacy of reject inference is little influenced by either model leanness or interaction between model leanness and the rejection rate that determined the sample.
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