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Table 9 Average marginal effects

From: Fintech platforms: Lax or careful borrowers’ screening?

 

(1)

(2)

(3)

AME

SE

AME

SE

AME

SE

Not verified

− 0.00681***

0.000457

− 0.00403***

0.000645

− 0.00591***

0.000590

ln(Loan Amount)

0.00120***

0.000326

− 0.000854*

0.000482

0.00524***

0.00105

Term

− 0.00692***

0.000454

− 0.00505***

0.000650

− 0.00678***

0.000593

Interest rate

0.000653***

4.25e−05

0.000017

6.33e−05

0.000734***

5.57e−05

Revolving utilitation

  

0.00845***

0.001201

  

Months since last delinquent

  

− 0.00009***

0.00001

  

Debt to income ratio

  

− 0.00004*

0.00003

  

Mortgage account

  

− 0.000302**

0.00001

  

Bankcard Balance > 75%

  

− 0.000186***

0.00003

  

Total account

  

0.00019***

0.00002

  

ln(Annual Income)

    

0.00304***

0.00112

Loan to annual income

    

− 0.0495***

0.00501

Home mortgaged

    

− 0.0144

0.0118

Home owned

    

− 0.0142

0.0118

Home rented

    

− 0.00849

0.0118

Loan purpose: credit card

    

− 0.00149

0.00106

Loan purpose: debt consolidation

    

− 0.000265

0.000943

Loan purpose: small business

    

− 0.0111***

0.00209

Employment length

    

0.000146**

7.31e−05

Year

    

− 0.00107**

0.000493

Observations

      
 

291,664

 

146,246

 

177,963

 
  1. The table report results from beta regression and logit model on RR with indicators and continuous explanatory variables. Both in the beta models and zero-inflated are reported the average marginal effects. The standards errors are in paratheses. All models are estimated with intercepts. For brevity, only the loan purpose' significant are exposed. The estimated goodness of fit is shown
  2. ***, ** and * denotes significative at levels 1%, 5% and 10% levels, respectively