Table 3.

Summary statistics for categorical variables

Variable*DescriptionCategoryFrequency%
Lender approval indicatorWhether customer was approved by the lenderYes/No
Yes/No
45,782
22,381
67.17
32.83
Customer acceptance indicatorWhether loan offer was accepted by the customerYes/No
Yes/No
26,509
41,654
38.89
61.11
Deposit relationshipWhether customer has a deposit relationship with lenderYes/No
Yes/No
6,491
61,672
9.52
90.48
Risk class**Risk tier that customer belongs toTier 1/Tier2/Tier337,21254.59
  Tier 1/Tier2/Tier317,90726.27
  Tier 1/Tier2/Tier313,04419.14

Notes:

*Region and manufacturer are also categorical variables we control for, both with many levels. Therefore, they are not represented in Table 3 for simplicity; **customer risk increases from Tier 1 to Tier 3

Source: Authors’ own work

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