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Table 26 FE regression results of contactless debit on cash in wallet

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

3.789

(5.966)

4.256

(7.965)

3.206

(7.945)

log(income)

14.059***

(5.240)

13.057***

(4.988)

13.154***

(5.006)

Interest rate

− 3.960

(4.175)

− 7.424

(5.338)

− 7.002

(5.358)

Education

      

High school

22.962***

(5.741)

23.694**

(9.272)

13.458

(10.292)

Some college

8.841

(40.354)

− 42.988

(49.328)

− 46.158

(35.830)

College

33.112

(43.942)

− 25.073

(52.826)

− 27.669

(40.513)

Post graduate

60.546

(52.828)

− 16.242

(58.945)

− 20.329

(47.134)

Employment

      

Working

2.339

(7.593)

4.849

(8.873)

5.420

(8.717)

Retired

6.492

(8.506)

25.442**

(12.730)

24.980**

(12.509)

Other

7.170

(7.620)

4.548

(9.582)

5.150

(9.593)

Marital status

      

Single

− 5.355

(21.662)

3.977

(32.038)

4.851

(31.983)

Married

− 17.728

(20.232)

− 11.518

(30.069)

− 9.448

(29.966)

Separated

− 25.935

(24.999)

− 29.421

(36.135)

− 26.059

(35.745)

Age

      

25–34

5.047

(13.856)

− 33.830

(26.245)

− 31.345

(26.809)

35–44

4.502

(17.233)

− 32.614

(29.194)

− 31.246

(29.329)

45–54

2.512

(19.327)

− 40.682

(31.522)

− 37.907

(31.710)

55–64

17.968

(21.568)

− 24.783

(33.801)

− 21.768

(33.750)

> 65

25.009

(23.794)

− 17.044

(35.696)

− 13.001

(35.650)

Other

      

HH members

− 0.748

(2.545)

− 0.673

(3.064)

− 0.704

(3.049)

CC revolver

− 3.961

(4.785)

− 1.643

(5.826)

− 1.743

(5.844)

Home owner

− 1.334

(7.684)

− 7.772

(9.411)

− 8.442

(9.467)

Rel. characteristics

      

Security

  

− 3.354

(2.297)

− 3.030

(2.304)

Setup

  

3.689

(4.183)

3.683

(4.189)

Acceptance

  

− 0.064

(4.609)

− 0.270

(4.640)

Costs

  

− 2.416

(4.978)

− 2.466

(4.982)

Records

  

1.844

(3.087)

2.089

(3.093)

Convenience

  

− 3.301

(4.358)

− 3.054

(4.361)

Withdrawal method

      

Bank teller

    

14.425**

(6.723)

Check casher

    

4.667

(13.153)

Cashback

    

− 3.940

(5.414)

Employer

    

− 17.593

(14.111)

Family

    

16.414

(15.787)

Other

    

5.485

(9.757)

Constant

− 108.235

(67.233)

− 13.011

(73.219)

− 17.689

(67.989)

R 2

0.011

 

0.014

 

0.020

 

Observations

3882

 

3093

 

3093

 

Individuals

905

 

898

 

898

 
  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