reg_banks

Modelos con efectos fijos de banco e interacción entre si presentan colateral o no y tiempo (durante y después de la ley)

  • SALDO CAPITAL
OLS estimation, Dep. Var.: SALDO_CAPITAL
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                Estimate Std. Error   t value Pr(>|t|) 
period::during:collateral_dummy 923072.3   769003.6  1.200348  0.23602 
period::after:collateral_dummy  -25488.5   851248.0 -0.029942  0.97624 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 40,481,932.6     Adj. R2: 0.052816
                     Within R2: 6.64e-5 
  • MESES CRÉDITO
OLS estimation, Dep. Var.: PLAZO_MESES_DEL_CREDITO
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                Estimate Std. Error t value Pr(>|t|)    
period::during:collateral_dummy  7.40864    3.62158 2.04569 0.046406 *  
period::after:collateral_dummy  10.61360    5.01840 2.11494 0.039766 *  
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 35.3     Adj. R2: 0.210036
             Within R2: 0.01624 
  • DÍAS DE MORA
OLS estimation, Dep. Var.: DIAS_DE_MORA
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                 Estimate Std. Error   t value Pr(>|t|) 
period::during:collateral_dummy -0.505893   0.524204 -0.965069  0.33945 
period::after:collateral_dummy   2.962857   1.892442  1.565626  0.12415 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 20.6     Adj. R2: 0.081578
             Within R2: 0.004062
  • EDAD CRÉDITO
OLS estimation, Dep. Var.: loan_age
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                Estimate Std. Error t value  Pr(>|t|)    
period::during:collateral_dummy  2.61034    1.02593 2.54437 0.0142929 *  
period::after:collateral_dummy   3.75293    1.32343 2.83576 0.0067223 ** 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 26.0     Adj. R2: 0.011249
             Within R2: 0.003789
  • TASA
OLS estimation, Dep. Var.: TASA_PROMEDIO_DEL_CREDITO
Observations: 3,355,707
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                Estimate Std. Error t value  Pr(>|t|)    
period::during:collateral_dummy  1.54428   0.632189 2.44275 0.0183893 *  
period::after:collateral_dummy   5.61157   1.864537 3.00963 0.0041965 ** 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 7.37247     Adj. R2: 0.30656 
                Within R2: 0.088213

Modelos con efectos fijos de banco e interacción entre tiempo (durante y después de la ley) y calificación del deudor

  • SALDO CAPITAL
OLS estimation, Dep. Var.: SALDO_CAPITAL
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                    Estimate Std. Error   t value Pr(>|t|)    
period::during:CALIFICACION_ID::A  1567564.0   781972.8  2.004627 0.050783 .  
period::during:CALIFICACION_ID::B -2091766.3  2116662.7 -0.988238 0.328097    
period::during:CALIFICACION_ID::C  2695062.9  4030720.5  0.668631 0.507002    
period::during:CALIFICACION_ID::D 18138808.0 13219523.2  1.372123 0.176539    
period::during:CALIFICACION_ID::E -3026134.6  1138670.6 -2.657603 0.010720 *  
period::after:CALIFICACION_ID::A   -182555.6   922864.0 -0.197814 0.844044    
period::after:CALIFICACION_ID::B    487959.7  2633750.3  0.185272 0.853813    
period::after:CALIFICACION_ID::C   3997368.3  3082586.8  1.296758 0.201045    
period::after:CALIFICACION_ID::D  14129540.8 13507280.2  1.046069 0.300880    
period::after:CALIFICACION_ID::E     93869.2   961665.9  0.097611 0.922656    
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 40,476,719.8     Adj. R2: 0.053058
                     Within R2: 3.239e-4
  • MESES CRÉDITO
OLS estimation, Dep. Var.: PLAZO_MESES_DEL_CREDITO
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                   Estimate Std. Error   t value   Pr(>|t|)    
period::during:CALIFICACION_ID::A  6.440119    3.22140  1.999171 5.1390e-02 .  
period::during:CALIFICACION_ID::B  6.630132    4.04647  1.638496 1.0800e-01    
period::during:CALIFICACION_ID::C -6.080554    3.99687 -1.521328 1.3488e-01    
period::during:CALIFICACION_ID::D  2.942257    6.18968  0.475349 6.3674e-01    
period::during:CALIFICACION_ID::E 25.112476    7.64476  3.284925 1.9321e-03 ** 
period::after:CALIFICACION_ID::A   5.920486    3.11787  1.898885 6.3728e-02 .  
period::after:CALIFICACION_ID::B  14.405214    5.07702  2.837335 6.6942e-03 ** 
period::after:CALIFICACION_ID::C  -0.299206    5.87378 -0.050939 9.5959e-01    
period::after:CALIFICACION_ID::D   4.694000    9.00662  0.521172 6.0469e-01    
period::after:CALIFICACION_ID::E  36.534611    5.79334  6.306313 9.2411e-08 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 34.9     Adj. R2: 0.22426 
             Within R2: 0.033956
  • DÍAS DE MORA
OLS estimation, Dep. Var.: DIAS_DE_MORA
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                  Estimate Std. Error  t value   Pr(>|t|)    
period::during:CALIFICACION_ID::A -4.23856    1.98948 -2.13048 3.8395e-02 *  
period::during:CALIFICACION_ID::B 15.53491    2.89420  5.36759 2.4032e-06 ***
period::during:CALIFICACION_ID::C 10.01254    6.82792  1.46641 1.4920e-01    
period::during:CALIFICACION_ID::D 24.89628    6.75600  3.68506 5.9052e-04 ***
period::during:CALIFICACION_ID::E 21.19587    7.10610  2.98277 4.5178e-03 ** 
period::after:CALIFICACION_ID::A  -4.20645    1.87318 -2.24563 2.9470e-02 *  
period::after:CALIFICACION_ID::B  14.53636    2.81395  5.16581 4.7917e-06 ***
period::after:CALIFICACION_ID::C  14.72651    6.38490  2.30646 2.5542e-02 *  
period::after:CALIFICACION_ID::D  16.13881    3.07797  5.24333 3.6781e-06 ***
period::after:CALIFICACION_ID::E  33.85899    6.56103  5.16062 4.8772e-06 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 19.4     Adj. R2: 0.180243
             Within R2: 0.111056
  • EDAD CRÉDITO
OLS estimation, Dep. Var.: loan_age
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                   Estimate Std. Error   t value   Pr(>|t|)    
period::during:CALIFICACION_ID::A  1.155276   0.665020  1.737205 8.8901e-02 .  
period::during:CALIFICACION_ID::B 11.841898   3.200542  3.699967 5.6434e-04 ***
period::during:CALIFICACION_ID::C  1.498912   2.449049  0.612038 5.4346e-01    
period::during:CALIFICACION_ID::D -0.403055   0.969761 -0.415624 6.7958e-01    
period::during:CALIFICACION_ID::E  4.479456   2.001925  2.237574 3.0028e-02 *  
period::after:CALIFICACION_ID::A   1.638248   0.647047  2.531882 1.4747e-02 *  
period::after:CALIFICACION_ID::B  10.544256   3.116608  3.383248 1.4526e-03 ** 
period::after:CALIFICACION_ID::C   5.594451   3.380987  1.654680 1.0465e-01    
period::after:CALIFICACION_ID::D   2.264374   1.567561  1.444520 1.5523e-01    
period::after:CALIFICACION_ID::E   7.797018   0.982150  7.938726 3.1448e-10 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 25.9     Adj. R2: 0.018047
             Within R2: 0.010641
  • TASA
OLS estimation, Dep. Var.: TASA_PROMEDIO_DEL_CREDITO
Observations: 3,355,707
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                  Estimate Std. Error  t value   Pr(>|t|)    
period::during:CALIFICACION_ID::A 1.454541   0.656750 2.214757 3.1661e-02 *  
period::during:CALIFICACION_ID::B 2.369484   0.952983 2.486385 1.6515e-02 *  
period::during:CALIFICACION_ID::C 1.239278   1.605661 0.771818 4.4409e-01    
period::during:CALIFICACION_ID::D 0.955031   1.310859 0.728553 4.6989e-01    
period::during:CALIFICACION_ID::E 1.298248   0.704597 1.842540 7.1709e-02 .  
period::after:CALIFICACION_ID::A  6.062422   2.008838 3.017875 4.1022e-03 ** 
period::after:CALIFICACION_ID::B  5.571642   2.331680 2.389540 2.0933e-02 *  
period::after:CALIFICACION_ID::C  6.497372   3.096041 2.098607 4.1252e-02 *  
period::after:CALIFICACION_ID::D  6.433063   1.472638 4.368393 6.8524e-05 ***
period::after:CALIFICACION_ID::E  2.604319   1.525531 1.707155 9.4392e-02 .  
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 7.35396     Adj. R2: 0.310035
                Within R2: 0.092785

Modelos con efectos fijos de banco e interacción entre tiempo (durante y después de la ley) y si el deudor sacó crédito en el mismo banco o no

  • SALDO CAPITAL
OLS estimation, Dep. Var.: SALDO_CAPITAL
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                         Estimate Std. Error t value   Pr(>|t|)
period::during:borrowed_before_same_bank  7146754   860154.4 8.30869 8.8515e-11
period::after:borrowed_before_same_bank   5132428   659640.7 7.78064 5.4233e-10
                                            
period::during:borrowed_before_same_bank ***
period::after:borrowed_before_same_bank  ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 40,421,358.3     Adj. R2: 0.055648
                     Within R2: 0.003057
  • MESES CRÉDITO
OLS estimation, Dep. Var.: PLAZO_MESES_DEL_CREDITO
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                         Estimate Std. Error t value   Pr(>|t|)
period::during:borrowed_before_same_bank  10.2759    1.94622 5.27991 3.2457e-06
period::after:borrowed_before_same_bank   12.8722    4.51634 2.85013 6.4693e-03
                                            
period::during:borrowed_before_same_bank ***
period::after:borrowed_before_same_bank  ** 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 35.3     Adj. R2: 0.21019 
             Within R2: 0.016433
  • DÍAS DE MORA
OLS estimation, Dep. Var.: DIAS_DE_MORA
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                         Estimate Std. Error  t value
period::during:borrowed_before_same_bank -1.25247   0.259607 -4.82449
period::after:borrowed_before_same_bank   3.92671   3.148056  1.24734
                                           Pr(>|t|)    
period::during:borrowed_before_same_bank 1.5188e-05 ***
period::after:borrowed_before_same_bank  2.1845e-01    
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 20.6     Adj. R2: 0.081558
             Within R2: 0.00404 
  • EDAD CRÉDITO
OLS estimation, Dep. Var.: loan_age
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                          Estimate Std. Error  t value Pr(>|t|)
period::during:borrowed_before_same_bank -0.626636   0.489585 -1.27993 0.206850
period::after:borrowed_before_same_bank   1.103244   0.461085  2.39271 0.020773
                                            
period::during:borrowed_before_same_bank    
period::after:borrowed_before_same_bank  *  
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 26.0     Adj. R2: 0.007716
             Within R2: 2.287e-4
  • TASA
OLS estimation, Dep. Var.: TASA_PROMEDIO_DEL_CREDITO
Observations: 3,355,707
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                         Estimate Std. Error  t value Pr(>|t|) 
period::during:borrowed_before_same_bank -1.15337   0.741918 -1.55458  0.12675 
period::after:borrowed_before_same_bank   2.31284   1.437301  1.60915  0.11428 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 7.6776     Adj. R2: 0.247971
               Within R2: 0.011176

Modelos con efectos fijos de banco e interacción entre tiempo (durante y después de la ley) y el tipo de deudor (nuevo en el banco, primer crédito, viejo deudor)

  • SALDO CAPITAL
OLS estimation, Dep. Var.: SALDO_CAPITAL
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                                    Estimate Std. Error
period::during:borrower_type::First-time Borrower -4918515.1  1394877.8
period::during:borrower_type::New-at-Bank           246549.7  1203610.7
period::during:borrower_type::Returning Borrower   6217831.9   731359.7
period::after:borrower_type::First-time Borrower  -4775507.7  1154650.0
period::after:borrower_type::New-at-Bank          -1615089.2  1145970.4
period::after:borrower_type::Returning Borrower    4066174.7   724806.5
                                                    t value   Pr(>|t|)    
period::during:borrower_type::First-time Borrower -3.526126 9.5285e-04 ***
period::during:borrower_type::New-at-Bank          0.204842 8.3858e-01    
period::during:borrower_type::Returning Borrower   8.501743 4.5894e-11 ***
period::after:borrower_type::First-time Borrower  -4.135892 1.4487e-04 ***
period::after:borrower_type::New-at-Bank          -1.409364 1.6531e-01    
period::after:borrower_type::Returning Borrower    5.610014 1.0425e-06 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 40,388,891.9     Adj. R2: 0.057164
                     Within R2: 0.004657
  • MESES CRÉDITO
OLS estimation, Dep. Var.: PLAZO_MESES_DEL_CREDITO
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                                  Estimate Std. Error  t value
period::during:borrower_type::First-time Borrower  1.31004    4.72079 0.277504
period::during:borrower_type::New-at-Bank          8.45525    3.94570 2.142901
period::during:borrower_type::Returning Borrower  11.91796    2.96311 4.022115
period::after:borrower_type::First-time Borrower   4.52177    4.78705 0.944585
period::after:borrower_type::New-at-Bank          11.26166    4.47173 2.518409
period::after:borrower_type::Returning Borrower   14.77516    5.61160 2.632968
                                                    Pr(>|t|)    
period::during:borrower_type::First-time Borrower 0.78260997    
period::during:borrower_type::New-at-Bank         0.03732939 *  
period::during:borrower_type::Returning Borrower  0.00020781 ***
period::after:borrower_type::First-time Borrower  0.34970134    
period::after:borrower_type::New-at-Bank          0.01525181 *  
period::after:borrower_type::Returning Borrower   0.01141905 *  
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 35.1     Adj. R2: 0.215475
             Within R2: 0.023016
  • DÍAS DE MORA
OLS estimation, Dep. Var.: DIAS_DE_MORA
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                                   Estimate Std. Error
period::during:borrower_type::First-time Borrower  0.848864   0.928936
period::during:borrower_type::New-at-Bank         -1.798105   0.975114
period::during:borrower_type::Returning Borrower  -0.962734   0.218600
period::after:borrower_type::First-time Borrower   2.833743   1.106222
period::after:borrower_type::New-at-Bank           0.154612   0.378041
period::after:borrower_type::Returning Borrower    4.281977   3.174807
                                                    t value   Pr(>|t|)    
period::during:borrower_type::First-time Borrower  0.913803 3.6548e-01    
period::during:borrower_type::New-at-Bank         -1.843995 7.1493e-02 .  
period::during:borrower_type::Returning Borrower  -4.404086 6.1007e-05 ***
period::after:borrower_type::First-time Borrower   2.561641 1.3686e-02 *  
period::after:borrower_type::New-at-Bank           0.408981 6.8441e-01    
period::after:borrower_type::Returning Borrower    1.348736 1.8388e-01    
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 20.5     Adj. R2: 0.083286
             Within R2: 0.005915
  • EDAD CRÉDITO
OLS estimation, Dep. Var.: loan_age
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                                  Estimate Std. Error t value
period::during:borrower_type::First-time Borrower 4.697155   1.729019 2.71666
period::during:borrower_type::New-at-Bank         2.983498   1.163406 2.56445
period::during:borrower_type::Returning Borrower  0.634035   0.544195 1.16509
period::after:borrower_type::First-time Borrower  5.055285   2.194585 2.30353
period::after:borrower_type::New-at-Bank          4.418502   1.425301 3.10005
period::after:borrower_type::Returning Borrower   2.547931   0.794848 3.20556
                                                   Pr(>|t|)    
period::during:borrower_type::First-time Borrower 0.0092007 ** 
period::during:borrower_type::New-at-Bank         0.0135891 *  
period::during:borrower_type::Returning Borrower  0.2498621    
period::after:borrower_type::First-time Borrower  0.0257195 *  
period::after:borrower_type::New-at-Bank          0.0032653 ** 
period::after:borrower_type::Returning Borrower   0.0024248 ** 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 25.9     Adj. R2: 0.012427
             Within R2: 0.004976
  • TASA
OLS estimation, Dep. Var.: TASA_PROMEDIO_DEL_CREDITO
Observations: 3,355,707
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                                  Estimate Std. Error  t value
period::during:borrower_type::First-time Borrower 2.725334   0.701188 3.886740
period::during:borrower_type::New-at-Bank         1.987512   0.554314 3.585534
period::during:borrower_type::Returning Borrower  0.330101   0.688217 0.479646
period::after:borrower_type::First-time Borrower  7.168173   1.917287 3.738707
period::after:borrower_type::New-at-Bank          6.610682   1.802265 3.667986
period::after:borrower_type::Returning Borrower   4.054290   1.830176 2.215246
                                                    Pr(>|t|)    
period::during:borrower_type::First-time Borrower 0.00031756 ***
period::during:borrower_type::New-at-Bank         0.00079771 ***
period::during:borrower_type::Returning Borrower  0.63370361    
period::after:borrower_type::First-time Borrower  0.00050140 ***
period::after:borrower_type::New-at-Bank          0.00062196 ***
period::after:borrower_type::Returning Borrower   0.03162537 *  
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 7.32302     Adj. R2: 0.31583 
                Within R2: 0.100403

Modelos con efectos fijos de banco e interacción entre tiempo (durante y después de la ley) y si el deudor es nuevo o viejo

  • SALDO CAPITAL
OLS estimation, Dep. Var.: SALDO_CAPITAL
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                            Estimate Std. Error  t value   Pr(>|t|)    
period::during:new_borrower -5875266    1311008 -4.48149 4.7368e-05 ***
period::after:new_borrower  -5729256    1015558 -5.64149 9.3494e-07 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 40,433,978.8     Adj. R2: 0.055059
                     Within R2: 0.002434
  • MESES CRÉDITO
OLS estimation, Dep. Var.: PLAZO_MESES_DEL_CREDITO
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                             Estimate Std. Error   t value Pr(>|t|) 
period::during:new_borrower -2.968483    3.54194 -0.838095  0.40622 
period::after:new_borrower  -0.175422    3.36318 -0.052160  0.95862 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 35.5     Adj. R2: 0.197271
             Within R2: 3.44e-4 
  • DÍAS DE MORA
OLS estimation, Dep. Var.: DIAS_DE_MORA
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                            Estimate Std. Error  t value  Pr(>|t|)    
period::during:new_borrower 0.367097   1.331467 0.275709 0.7839803    
period::after:new_borrower  2.275939   0.786680 2.893094 0.0057646 ** 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 20.6     Adj. R2: 0.078738
             Within R2: 9.814e-4
  • EDAD CRÉDITO
OLS estimation, Dep. Var.: loan_age
Observations: 3,435,397
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                            Estimate Std. Error t value Pr(>|t|)    
period::during:new_borrower  3.81268    1.48815 2.56202 0.013672 *  
period::after:new_borrower   4.03690    1.94777 2.07258 0.043721 *  
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 26.0     Adj. R2: 0.010226
             Within R2: 0.002758
  • TASA
OLS estimation, Dep. Var.: TASA_PROMEDIO_DEL_CREDITO
Observations: 3,355,707
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                                                  Estimate Std. Error  t value
period::during:borrower_type::First-time Borrower 2.725334   0.701188 3.886740
period::during:borrower_type::New-at-Bank         1.987512   0.554314 3.585534
period::during:borrower_type::Returning Borrower  0.330101   0.688217 0.479646
period::after:borrower_type::First-time Borrower  7.168173   1.917287 3.738707
period::after:borrower_type::New-at-Bank          6.610682   1.802265 3.667986
period::after:borrower_type::Returning Borrower   4.054290   1.830176 2.215246
                                                    Pr(>|t|)    
period::during:borrower_type::First-time Borrower 0.00031756 ***
period::during:borrower_type::New-at-Bank         0.00079771 ***
period::during:borrower_type::Returning Borrower  0.63370361    
period::after:borrower_type::First-time Borrower  0.00050140 ***
period::after:borrower_type::New-at-Bank          0.00062196 ***
period::after:borrower_type::Returning Borrower   0.03162537 *  
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 7.32302     Adj. R2: 0.31583 
                Within R2: 0.100403

Modelos con efectos fijos de banco e interacción entre tiempo (durante y después de la ley) y si el deudor tiene reporte negativo o no

  • SALDO CAPITAL
OLS estimation, Dep. Var.: SALDO_CAPITAL
Observations: 2,134,153
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                               Estimate Std. Error  t value Pr(>|t|) 
period::during:negative_report 620151.0  1849245.6 0.335354  0.73885 
period::after:negative_report  223653.6   948125.9 0.235890  0.81454 
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 46,365,222.9     Adj. R2: 0.053287
                     Within R2: 2.299e-6
  • MESES CRÉDITO
OLS estimation, Dep. Var.: PLAZO_MESES_DEL_CREDITO
Observations: 2,134,153
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                               Estimate Std. Error t value Pr(>|t|)    
period::during:negative_report  2.24695    1.20358 1.86689 0.068161 .  
period::after:negative_report   9.40496    3.94930 2.38142 0.021348 *  
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 36.8     Adj. R2: 0.219772
             Within R2: 0.00144 
  • DÍAS DE MORA
OLS estimation, Dep. Var.: DIAS_DE_MORA
Observations: 2,134,153
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                               Estimate Std. Error t value Pr(>|t|)    
period::during:negative_report  3.46067    1.70920 2.02473 0.048598 *  
period::after:negative_report   8.82144    4.89804 1.80101 0.078119 .  
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 22.2     Adj. R2: 0.058888
             Within R2: 0.003606
  • EDAD CRÉDITO
OLS estimation, Dep. Var.: loan_age
Observations: 2,134,153
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                               Estimate Std. Error t value   Pr(>|t|)    
period::during:negative_report 0.371357   0.340779 1.08973 2.8139e-01    
period::after:negative_report  3.265663   0.640683 5.09716 6.0521e-06 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 26.1     Adj. R2: 0.015798
             Within R2: 3.405e-4
  • TASA
OLS estimation, Dep. Var.: TASA_PROMEDIO_DEL_CREDITO
Observations: 2,089,297
Fixed-effects: bank: 48
Standard-errors: Clustered (bank) 
                               Estimate Std. Error t value Pr(>|t|)    
period::during:negative_report 0.947321   0.745372 1.27094 0.210005    
period::after:negative_report  2.876234   1.432028 2.00850 0.050355 .  
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
RMSE: 7.81046     Adj. R2: 0.225077
                Within R2: 0.003106