Summary statistics for categorical variables
| Variable* | Description | Category | Frequency | % |
|---|---|---|---|---|
| Lender approval indicator | Whether customer was approved by the lender | Yes/No Yes/No | 45,782 22,381 | 67.17 32.83 |
| Customer acceptance indicator | Whether loan offer was accepted by the customer | Yes/No Yes/No | 26,509 41,654 | 38.89 61.11 |
| Deposit relationship | Whether customer has a deposit relationship with lender | Yes/No Yes/No | 6,491 61,672 | 9.52 90.48 |
| Risk class** | Risk tier that customer belongs to | Tier 1/Tier2/Tier3 | 37,212 | 54.59 |
| Tier 1/Tier2/Tier3 | 17,907 | 26.27 | ||
| Tier 1/Tier2/Tier3 | 13,044 | 19.14 |
| Variable | Description | Category | Frequency | % |
|---|---|---|---|---|
| Lender approval indicator | Whether customer was approved by the lender | Yes/No | 45,782 | 67.17 |
| Customer acceptance indicator | Whether loan offer was accepted by the customer | Yes/No | 26,509 | 38.89 |
| Deposit relationship | Whether customer has a deposit relationship with lender | Yes/No | 6,491 | 9.52 |
| Risk class | Risk tier that customer belongs to | Tier 1/Tier2/Tier3 | 37,212 | 54.59 |
| Tier 1/Tier2/Tier3 | 17,907 | 26.27 | ||
| Tier 1/Tier2/Tier3 | 13,044 | 19.14 |
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