Skip to main content

Table 22 FE regression results of contactless debit on usual cash withdrawn

From: The impact of contactless payment on cash usage at an early stage of diffusion

 

(1)

(2)

(3)

Variable

b

se

b

se

b

se

Contactless debit

− 2.250

(7.691)

− 2.966

(7.751)

− 5.062

(7.725)

log(income)

13.180***

(5.052)

14.032**

(6.080)

14.064**

(5.722)

Interest rate

− 6.115

(4.419)

− 5.534

(5.620)

− 5.703

(5.316)

Education

      

High school

43.297***

(16.342)

110.610***

(14.186)

73.845***

(15.433)

Some college

79.346***

(23.743)

177.691***

(57.411)

89.593*

(47.979)

College

50.543

(31.071)

153.333**

(60.971)

71.590

(51.456)

Post graduate

134.919*

(81.733)

239.194**

(120.869)

154.730

(109.015)

Employment

      

Working

− 2.741

(7.396)

− 4.863

(8.944)

− 9.299

(8.963)

Retired

19.282*

(10.956)

5.419

(15.423)

5.857

(13.374)

Other

8.306

(8.753)

− 6.275

(11.157)

− 5.310

(9.909)

Marital status

      

Single

− 16.405

(25.948)

15.137

(18.551)

15.823

(16.334)

Married

− 35.387

(23.518)

− 9.051

(12.606)

− 3.195

(10.892)

Separated

− 58.642*

(30.508)

− 30.496

(23.113)

− 21.275

(22.700)

Age

      

25–34

27.552*

(15.736)

− 2.481

(9.766)

0.370

(12.142)

35–44

45.886*

(23.834)

15.797

(28.556)

21.034

(26.914)

45–54

65.007**

(26.469)

26.038

(31.001)

26.697

(29.051)

55–64

63.898**

(29.855)

12.884

(35.174)

15.375

(33.524)

> 65

71.227**

(32.871)

4.624

(37.857)

5.884

(36.258)

Other

      

HH members

− 0.524

(4.680)

− 0.951

(4.890)

− 0.696

(4.738)

CC revolver

− 7.442

(5.676)

− 3.239

(6.892)

− 1.042

(6.369)

Home owner

− 6.778

(10.660)

− 17.967

(13.238)

− 17.593

(13.200)

Rel. characteristics

      

Security

  

-5.028

(3.208)

− 4.280

(3.126)

Setup

  

10.431**

(4.616)

7.110

(4.588)

Acceptance

  

3.481

(8.858)

4.735

(8.138)

Costs

  

1.605

(7.332)

0.797

(6.999)

Records

  

− 1.113

(5.140)

− 0.076

(4.793)

Convenience

  

− 4.070

(6.906)

− 4.625

(6.730)

Withdrawal method

      

Bank teller

    

55.641***

(10.210)

Check casher

    

137.978**

(67.915)

Cashback

    

− 26.767***

(6.760)

Employer

    

67.020

(43.680)

Family

    

− 11.546

(19.602)

Other

    

95.660***

(28.368)

Constant

− 118.698*

(67.890)

− 187.422**

(92.827)

− 134.658

(83.228)

R 2

0.012

 

0.011

 

0.067

 

Observations

3874

 

3084

 

3084

 

Individuals

906

 

899

 

899

 
  1. FE is the fixed-effects estimator obtained on the balanced panel. b are the point estimates and se the standard errors. Cluster-robust standard errors are used. HH and CC refers to household and credit card, respectively. Base category of categorical variables is lower than high school, unemployed, widowed, lower than 25 years, Asian, and ATM. Significance levels are denoted as ***p <0.01, **p <0.05, *p <0.1