Difference of summary statistics between those who accessed credit, denied, or did not apply

## 
## --------Summary descriptives table by 'credit2'---------
## 
## ___________________________________________________________________________________________________ 
##                                                 accessed        Denied     Did not apply  p.overall 
##                                                  N=320          N=200          N=3435               
## ¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯ 
## loan_reason:                                                                                  .     
##     0                                          0 (0.00%)      0 (0.00%)     3435 (100%)             
##     Purchase land                              3 (0.94%)      0 (0.00%)      0 (0.00%)              
##     Purchase inputs for food crops             40 (12.5%)     9 (4.50%)      0 (0.00%)              
##     Purchase inputs for tobacco                3 (0.94%)      1 (0.50%)      0 (0.00%)              
##     Purchase inputs for other cash crops       10 (3.12%)     7 (3.50%)      0 (0.00%)              
##     Business start_up capital                  54 (16.9%)     26 (13.0%)     0 (0.00%)              
##     Purchase non-farm inputs                   7 (2.19%)      4 (2.00%)      0 (0.00%)              
##     Food consumption                          154 (48.1%)    121 (60.5%)     0 (0.00%)              
##     School fees                                12 (3.75%)     5 (2.50%)      0 (0.00%)              
##     Other                                      37 (11.6%)     27 (13.5%)     0 (0.00%)              
## district_label:                                                                            <0.001   
##     Balaka                                     17 (5.31%)     12 (6.00%)    339 (9.87%)             
##     Chikwawa                                   68 (21.2%)     31 (15.5%)    294 (8.56%)             
##     Chiradzulu                                 19 (5.94%)     11 (5.50%)    354 (10.3%)             
##     Machinga                                   70 (21.9%)     32 (16.0%)    330 (9.61%)             
##     Mangochi                                   14 (4.38%)     6 (3.00%)     372 (10.8%)             
##     Mulanje                                    19 (5.94%)     14 (7.00%)    399 (11.6%)             
##     Nsanje                                     34 (10.6%)     47 (23.5%)    352 (10.2%)             
##     Phalombe                                   26 (8.12%)     16 (8.00%)    313 (9.11%)             
##     Thyolo                                     29 (9.06%)     19 (9.50%)    377 (11.0%)             
##     Zomba                                      24 (7.50%)     12 (6.00%)    305 (8.88%)             
## poor                                          0.49 (0.50)    0.59 (0.49)    0.49 (0.50)     0.031   
## RECODE of q32_savings_any (q32_savings_any):                                               <0.001   
##     No                                        149 (46.6%)    175 (87.5%)    3058 (89.0%)            
##     Yes                                       171 (53.4%)     25 (12.5%)    377 (11.0%)             
## shock                                         0.68 (0.47)    0.82 (0.38)    0.68 (0.47)    <0.001   
## HHSscore                                      1.32 (1.34)    1.83 (1.30)    1.55 (1.47)    <0.001   
## hh_size                                       5.88 (2.18)    5.79 (2.33)    5.04 (2.17)    <0.001   
## Age of hh head                                43.1 (15.0)    43.8 (15.7)    43.2 (16.9)     0.878   
## Female head                                   0.33 (0.47)    0.34 (0.48)    0.38 (0.49)     0.169   
## Head has any formal education:                                                              0.347   
##     No                                         52 (16.2%)     32 (16.0%)    646 (18.8%)             
##     Yes                                       268 (83.8%)    168 (84.0%)    2789 (81.2%)            
## q54a_cattle_owned                             0.20 (0.95)    0.34 (2.43)    0.09 (0.70)    <0.001   
## q54b_sheep_owned                              0.03 (0.48)    0.00 (0.07)    0.02 (0.30)     0.535   
## q54c_goats_owned                              0.80 (2.26)    0.50 (1.49)    0.51 (1.56)     0.010   
## q54d_pigs_owned                               0.17 (0.83)    0.17 (1.47)    0.12 (0.75)     0.364   
## q54e_chickens_owned                           1.73 (3.24)    1.36 (2.71)    1.20 (5.04)     0.168   
## q54f_poultry_owned                            0.70 (5.82)    0.70 (3.18)    0.40 (2.69)     0.113   
## Collected firewood                            0.87 (0.34)    0.86 (0.34)    0.89 (0.32)     0.466   
## Purchased firewood                            0.03 (0.16)    0.04 (0.20)    0.04 (0.19)     0.570   
## Charcoal                                      0.08 (0.27)    0.06 (0.24)    0.06 (0.24)     0.328   
## Crop  residues                                0.01 (0.08)    0.03 (0.16)    0.01 (0.12)     0.206   
## s13_bed:                                                                                    0.463   
##     Does not own                              241 (75.3%)    160 (80.0%)    2640 (76.9%)            
##     Owns                                       79 (24.7%)     40 (20.0%)    795 (23.1%)             
## s14_radio_wireless:                                                                         0.332   
##     Does not own                              195 (60.9%)    134 (67.0%)    2211 (64.4%)            
##     Owns                                      125 (39.1%)     66 (33.0%)    1224 (35.6%)            
## s19_iron:                                                                                   0.086   
##     Does not own                              279 (87.2%)    183 (91.5%)    3122 (90.9%)            
##     Owns                                       41 (12.8%)     17 (8.50%)    313 (9.11%)             
## s22_bicycle:                                                                                0.004   
##     Does not own                              159 (49.7%)    123 (61.5%)    2024 (58.9%)            
##     Owns                                      161 (50.3%)     77 (38.5%)    1411 (41.1%)            
## form.assets.s14_table:                                                                      0.264   
##     Does not own                              240 (75.0%)    162 (81.0%)    2676 (77.9%)            
##     Owns                                       80 (25.0%)     38 (19.0%)    759 (22.1%)             
## Crop Farming                                  0.44 (0.50)    0.48 (0.50)    0.43 (0.49)     0.419   
## Fishing                                       0.02 (0.14)    0.03 (0.16)    0.01 (0.11)     0.295   
## Livestock Farming                             0.07 (0.26)    0.04 (0.20)    0.05 (0.21)     0.085   
## Piece Work                                    0.69 (0.46)    0.82 (0.39)    0.66 (0.47)    <0.001   
## Salaried Employment                           0.07 (0.25)    0.04 (0.18)    0.03 (0.18)     0.021   
## Business                                      0.31 (0.46)    0.17 (0.38)    0.21 (0.41)    <0.001   
## Foreign Remittances                           0.01 (0.10)    0.00 (0.07)    0.01 (0.10)     0.787   
## Domestic Remittances                          0.01 (0.11)    0.00 (0.00)    0.01 (0.12)     0.249   
## Transfers(pension,allowances,SocialSecurity)  0.01 (0.11)    0.00 (0.07)    0.01 (0.08)     0.344   
## Aid/Assistance(UN,NGO)                        0.00 (0.06)    0.00 (0.07)    0.01 (0.12)     0.154   
## dex_econs                                    126323 (76431) 113438 (58089) 134383 (88321)   0.001   
## ¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯

Difference of summary statistics between those who applied for food consumption and those who applied for other reason and those who did not apply

## 
## --------Summary descriptives table by 'reason'---------
## 
## _____________________________________________________________________________________________________ 
##                                              Did not apply  Food consumption  Other reason  p.overall 
##                                                  N=3435          N=275           N=245                
## ¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯ 
## credit2:                                                                                      0.000   
##     accessed                                   0 (0.00%)      154 (56.0%)     166 (67.8%)             
##     Denied                                     0 (0.00%)      121 (44.0%)      79 (32.2%)             
##     Did not apply                             3435 (100%)      0 (0.00%)       0 (0.00%)              
## loan_reason:                                                                                    .     
##     0                                         3435 (100%)      0 (0.00%)       0 (0.00%)              
##     Purchase land                              0 (0.00%)       0 (0.00%)       3 (1.22%)              
##     Purchase inputs for food crops             0 (0.00%)       0 (0.00%)       49 (20.0%)             
##     Purchase inputs for tobacco                0 (0.00%)       0 (0.00%)       4 (1.63%)              
##     Purchase inputs for other cash crops       0 (0.00%)       0 (0.00%)       17 (6.94%)             
##     Business start_up capital                  0 (0.00%)       0 (0.00%)       80 (32.7%)             
##     Purchase non-farm inputs                   0 (0.00%)       0 (0.00%)       11 (4.49%)             
##     Food consumption                           0 (0.00%)       275 (100%)      0 (0.00%)              
##     School fees                                0 (0.00%)       0 (0.00%)       17 (6.94%)             
##     Other                                      0 (0.00%)       0 (0.00%)       64 (26.1%)             
## district_label:                                                                              <0.001   
##     Balaka                                    339 (9.87%)      17 (6.18%)      12 (4.90%)             
##     Chikwawa                                  294 (8.56%)      61 (22.2%)      38 (15.5%)             
##     Chiradzulu                                354 (10.3%)      17 (6.18%)      13 (5.31%)             
##     Machinga                                  330 (9.61%)      60 (21.8%)      42 (17.1%)             
##     Mangochi                                  372 (10.8%)      6 (2.18%)       14 (5.71%)             
##     Mulanje                                   399 (11.6%)      12 (4.36%)      21 (8.57%)             
##     Nsanje                                    352 (10.2%)      47 (17.1%)      34 (13.9%)             
##     Phalombe                                  313 (9.11%)      15 (5.45%)      27 (11.0%)             
##     Thyolo                                    377 (11.0%)      28 (10.2%)      20 (8.16%)             
##     Zomba                                     305 (8.88%)      12 (4.36%)      24 (9.80%)             
## poor                                          0.49 (0.50)     0.56 (0.50)     0.49 (0.50)     0.114   
## RECODE of q32_savings_any (q32_savings_any):                                                 <0.001   
##     No                                        3058 (89.0%)    190 (69.1%)     134 (54.7%)             
##     Yes                                       377 (11.0%)      85 (30.9%)     111 (45.3%)             
## shock                                         0.68 (0.47)     0.80 (0.40)     0.66 (0.48)    <0.001   
## HHSscore                                      1.55 (1.47)     1.76 (1.31)     1.25 (1.33)    <0.001   
## hh_size                                       5.04 (2.17)     5.87 (2.28)     5.81 (2.19)    <0.001   
## Age of hh head                                43.2 (16.9)     44.0 (16.2)     42.7 (14.2)     0.663   
## Female head                                   0.38 (0.49)     0.36 (0.48)     0.31 (0.47)     0.098   
## Head has any formal education:                                                                0.115   
##     No                                        646 (18.8%)      51 (18.5%)      33 (13.5%)             
##     Yes                                       2789 (81.2%)    224 (81.5%)     212 (86.5%)             
## q54a_cattle_owned                             0.09 (0.70)     0.24 (1.99)     0.27 (1.25)    <0.001   
## q54b_sheep_owned                              0.02 (0.30)     0.00 (0.00)     0.05 (0.55)     0.188   
## q54c_goats_owned                              0.51 (1.56)     0.63 (1.78)     0.74 (2.23)     0.060   
## q54d_pigs_owned                               0.12 (0.75)     0.08 (0.42)     0.28 (1.56)     0.006   
## q54e_chickens_owned                           1.20 (5.04)     1.27 (2.45)     1.95 (3.58)     0.065   
## q54f_poultry_owned                            0.40 (2.69)     0.48 (2.38)     0.95 (6.79)     0.025   
## Collected firewood                            0.89 (0.32)     0.88 (0.33)     0.85 (0.35)     0.297   
## Purchased firewood                            0.04 (0.19)     0.04 (0.19)     0.02 (0.15)     0.656   
## Charcoal                                      0.06 (0.24)     0.05 (0.22)     0.10 (0.30)     0.045   
## Crop  residues                                0.01 (0.12)     0.02 (0.15)     0.00 (0.06)     0.225   
## s13_bed:                                                                                     <0.001   
##     Does not own                              2640 (76.9%)    231 (84.0%)     170 (69.4%)             
##     Owns                                      795 (23.1%)      44 (16.0%)      75 (30.6%)             
## s14_radio_wireless:                                                                           0.004   
##     Does not own                              2211 (64.4%)    192 (69.8%)     137 (55.9%)             
##     Owns                                      1224 (35.6%)     83 (30.2%)     108 (44.1%)             
## s19_iron:                                                                                    <0.001   
##     Does not own                              3122 (90.9%)    258 (93.8%)     204 (83.3%)             
##     Owns                                      313 (9.11%)      17 (6.18%)      41 (16.7%)             
## s22_bicycle:                                                                                  0.001   
##     Does not own                              2024 (58.9%)    166 (60.4%)     116 (47.3%)             
##     Owns                                      1411 (41.1%)    109 (39.6%)     129 (52.7%)             
## form.assets.s14_table:                                                                        0.009   
##     Does not own                              2676 (77.9%)    227 (82.5%)     175 (71.4%)             
##     Owns                                      759 (22.1%)      48 (17.5%)      70 (28.6%)             
## Crop Farming                                  0.43 (0.49)     0.45 (0.50)     0.46 (0.50)     0.582   
## Fishing                                       0.01 (0.11)     0.01 (0.10)     0.03 (0.18)     0.039   
## Livestock Farming                             0.05 (0.21)     0.04 (0.20)     0.09 (0.28)     0.024   
## Piece Work                                    0.66 (0.47)     0.82 (0.39)     0.65 (0.48)    <0.001   
## Salaried Employment                           0.03 (0.18)     0.03 (0.16)     0.09 (0.28)    <0.001   
## Business                                      0.21 (0.41)     0.19 (0.40)     0.33 (0.47)    <0.001   
## Foreign Remittances                           0.01 (0.10)     0.01 (0.10)     0.00 (0.06)     0.649   
## Domestic Remittances                          0.01 (0.12)     0.00 (0.00)     0.02 (0.13)     0.136   
## Transfers(pension,allowances,SocialSecurity)  0.01 (0.08)     0.00 (0.06)     0.02 (0.13)     0.113   
## Aid/Assistance(UN,NGO)                        0.01 (0.12)     0.00 (0.06)     0.00 (0.06)     0.156   
## dex_econs                                    134383 (88321)  115464 (68641)  127993 (71406)   0.001   
## ¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯¯

Distribution of the consumption expenditure by access to credit

Distribution of the consumption expenditure by reason of the loan