Table 4.
The combined effects of financial inclusion and mobile use
Variables | Dependent: poverty | Dependent: inequality | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
(15) | (16) | (17) | (18) | (19) | (20) | (21) | (22) | (23) | (24) | (25) | (26) | (27) | (28) | |
FE-GLS | LIML | FE-GLS | FE-GLS | LIML | FE-GLS | FE-GLS | FE-GLS | FE-GLS | FE-GLS | FGLS | LIML | FE-GLS | FE-GLS | |
FI_1 x MOB | − 0.0731*** | − 0.00412*** | ||||||||||||
(0.0159) | (0.00132) | |||||||||||||
FI_2 x MOB | − 0.0512 | − 0.00211 | ||||||||||||
(0.0562) | (0.00196) | |||||||||||||
ATMS x MOB | − 0.0492*** | − 0.00576*** | ||||||||||||
(0.0136) | (0.00186) | |||||||||||||
DEP1K x MOB | − 0.0148 | 0.000346 | ||||||||||||
(0.0118) | (0.00314) | |||||||||||||
ACC1K x MOB | − 0.0137** | − 0.00482*** | ||||||||||||
(0.00638) | (0.00129) | |||||||||||||
BOR1K x MOB | − 0.0779* | − 0.00381 | ||||||||||||
(0.0417) | (0.00366) | |||||||||||||
LOANS x MOB | − 0.0255** | − 0.00783*** | ||||||||||||
(0.0106) | (0.00191) | |||||||||||||
DEPGDP x MOB | − 0.0228** | − 0.00614*** | ||||||||||||
(0.0111) | (0.00200) | |||||||||||||
GDPPC | − 0.0899 | − 1.594*** | − 1.568*** | − 1.677*** | − 2.096*** | − 1.712*** | − 1.817*** | − 0.148** | − 0.215*** | − 0.428*** | 0.0134 | − 0.428*** | − 0.111*** | − 0.140*** |
(0.799) | (0.435) | (0.461) | (0.247) | (0.718) | (0.219) | (0.205) | (0.0574) | (0.0661) | (0.122) | (0.0256) | (0.0825) | (0.0383) | (0.0388) | |
FEM | − 1.155 | 1.241 | 0.620 | − 0.0932 | 1.214 | − 0.326 | − 0.311 | − 0.189 | − 0.327 | − 0.210 | − 0.260** | − 0.519** | − 0.0672 | − 0.0519 |
(2.240) | (1.263) | (1.436) | (0.749) | (1.715) | (0.713) | (0.709) | (0.207) | (0.197) | (0.336) | (0.112) | (0.242) | (0.130) | (0.133) | |
RURAL | 0.591 | 1.129* | 1.992*** | 1.555*** | 0.612 | 1.212*** | 1.218*** | − 0.0527 | − 0.0776 | − 0.106 | 0.0472 | − 0.216** | 0.156*** | 0.171*** |
(0.969) | (0.599) | (0.544) | (0.449) | (1.064) | (0.345) | (0.344) | (0.0729) | (0.0934) | (0.122) | (0.0304) | (0.105) | (0.0479) | (0.0490) | |
UNEMP | 0.464 | 0.314** | 0.450*** | 0.372*** | 0.284 | 0.359*** | 0.358*** | 0.0380* | − 0.00128 | 0.00840 | 0.0246* | − 0.00197 | 0.0123 | 0.0157 |
(0.291) | (0.136) | (0.140) | (0.0742) | (0.176) | (0.0606) | (0.0619) | (0.0211) | (0.0229) | (0.0363) | (0.0142) | (0.0256) | (0.0117) | (0.0122) | |
ROL | − 0.0975 | − 0.617*** | − 0.259 | − 0.551*** | − 0.670** | − 0.431*** | − 0.425*** | 0.0170 | 0.0225 | 0.0561 | − 0.00347 | 0.0531 | − 0.00376 | 0.00330 |
(0.478) | (0.225) | (0.168) | (0.145) | (0.334) | (0.128) | (0.127) | (0.0272) | (0.0335) | (0.0502) | (0.0172) | (0.0415) | (0.0163) | (0.0165) | |
INF | − 0.00783 | − 0.00596 | − 0.00738 | − 0.00485 | − 0.0191** | 0.000223 | − 0.000241 | − 0.00112 | − 0.00121 | − 0.00188* | − 0.000645 | − 0.00151** | − 0.00119*** | − 0.00135*** |
(0.00888) | (0.00857) | (0.00556) | (0.00394) | (0.00939) | (0.00280) | (0.00279) | (0.000693) | (0.000920) | (0.00101) | (0.000600) | (0.000723) | (0.000384) | (0.000396) | |
Constant | 4.662*** | |||||||||||||
(0.564) | ||||||||||||||
Hausman | 56.35*** | 12.47* | 22.09*** | 20.29*** | 14.31** | 15.71** | 17.13** | 50.96*** | 13.96* | 43.74*** | 8.26 | 40.0*** | 15.74** | 17.8** |
Mod. Wald | 113.53*** | 1140.79*** | 540.53*** | 540.24*** | 1846.40*** | 1032.28*** | 1101.33*** | 269.10*** | 422.03*** | 170.24*** | 316.59*** | 98.91*** | 605.01*** | 405.68*** |
Wooldridge | 65.870*** | 11.489*** | 13.485*** | 8.179** | 16.338*** | 10.004*** | 9.405*** | 6.614** | 8.104** | 8.010** | 15.763*** | 8.388** | 7.031** | 7.283** |
Endogeneity | 3.484 | 3.605* | 0.611 | 0.002 | 4.207** | 0.233 | 0 | 2.315 | 0.433 | 0.395 | 0.79 | 2.840* | 0.002 | 0 |
Wald Chi2 | 3757*** | 6787*** | 24,859*** | 30,834.39*** | 31,432.29*** | 2,758,652*** | 4,913,268*** | 2,686,489*** | 48.57*** | 5,377,004*** | 4,774,863*** | |||
F | 26.51*** | 25.53*** | 24.23*** | |||||||||||
Observations | 76 | 116 | 101 | 120 | 89 | 142 | 142 | 76 | 142 | 101 | 120 | 89 | 142 | 142 |
Countries | 8 | 13 | 10 | 12 | 11 | 13 | 13 | 8 | 13 | 10 | 12 | 11 | 13 | 13 |
Standard errors in parentheses. *** p < 0.01, ** p < 0.05, * p < 0.01. FE-GLS, Fixed-Effects Generalized Least Squares with country-specific dummy-variables and no intercept; LIML, Limited Information Maximum Likelihood estimation using lagged values as instruments, no constant is reported; FGLS, Feasible Generalized Least Squares