| Literature DB >> 35245300 |
Mustapha Immurana1, Kwame Godsway Kisseih2, Hadrat Mohammed Yusif3, Ziblilla Mbanba Yakubu4.
Abstract
Globally, and in Ghana, a lot of people do practice open defecation as well as share toilet facilities with other households. Meanwhile, open defecation in particular, is associated with numerous negative health and economic effects. To this end, a number of empirical studies have been conducted on the determinants of access to sanitation facilities among households in Ghana. Nonetheless, while financial inclusion (sustainable ways of ensuring easier accessibility to cheap and useful financial products and services among individuals/firms) can enhance the ability of households or individuals to afford toilet facilities, hence, could help in curbing open defecation and sharing of toilet facilities among households, the previous studies on Ghana did not pay attention to it. This study therefore uses data from the 7th round of the Ghana Living Standards Survey (GLSS7) to examine the association of financial inclusion with open defecation and sharing of toilet facilities among households in Ghana. The binary logit regression is used as the empirical estimation technique. The results show that, financial inclusion in general is associated with lesser likelihood of open defecation and sharing of toilet facilities among households in Ghana after controlling for welfare quintile, urban or rural residence and other covariates. Moreover, while informal financial inclusion is statistically insignificant, formal financial inclusion is found to be associated with reduced open defecation and sharing of toilet facilities among households. Thus, in the attempt to eliminate open defecation as well as reduce the sharing of toilet facilities among households in Ghana, conscious efforts should be devoted towards enhancing formal financial inclusion.Entities:
Mesh:
Year: 2022 PMID: 35245300 PMCID: PMC8896660 DOI: 10.1371/journal.pone.0264187
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Socio-demographic background of respondents.
| Variable | Percent | |
|---|---|---|
|
| ||
| Yes | 20.6 | |
|
| ||
| Yes | 3.2 | |
|
| ||
| Yes | 18.7 | |
|
| ||
| Male | 48.2 | |
| Female | 51.8 | |
|
| ||
| Yes | 39.0 | |
|
| ||
| No religion | 3.5 | |
| Christian | 74.2 | |
| Traditionalist/other | 3.2 | |
| Islam | 19.1 | |
|
| ||
| Western | 10.7 | |
| Central | 7.8 | |
| Greater Accra | 16.0 | |
| Volta | 8.4 | |
| Eastern | 10.7 | |
| Ashanti | 18.8 | |
| Brong-Ahafo | 9.8 | |
| Northern | 10.7 | |
| Upper East | 4.1 | |
| Upper West | 3.0 | |
|
| ||
| Urban | 49.7 | |
| Rural | 50.3 | |
|
| ||
| Yes | 20.8 | |
|
| ||
| Yes | 58.6 | |
|
| ||
| Owning | 54.2 | |
| Renting | 21.7 | |
| Rent free | 23.6 | |
| Perching/squatting | 0.4 | |
|
| ||
| First | 21.0 | |
| Second | 20.5 | |
| Third | 19.9 | |
| Fourth | 19.6 | |
| Fifth | 19.0 | |
|
| ||
| Total expenditure per day per adult | 1.8 | |
| Household size | 6.2 |
FI1: Combined financial inclusion (respondents with formal or informal financial inclusion); FI2: Respondents who have informal financial inclusion; FI3: Respondents who have formal financial inclusion;
a: Log of variable is used.
Source: Authors’ computation from GLSS7.
Logistic regressions: Effect of financial inclusion on open defecation.
| Unadjusted ORs | (A) Adjusted ORs | Unadjusted ORs | (B)Adjusted ORs | Unadjusted ORs | (C) Adjusted ORs | Unadjusted ORs | (D) Adjusted ORs | |
|---|---|---|---|---|---|---|---|---|
|
| ||||||||
| Yes | 0.294 | 0.747 | ||||||
| (0.0232) | (0.0686) | |||||||
|
| ||||||||
| Male | 1.000 | 1.018 | 1.077 | 1.010 | 1.007 | 1.022 | 0.813 | 1.257 |
| (0.0264) | (0.0386) | (0.0307) | (0.0413) | (0.0278) | (0.0389) | (0.0688) | (0.168) | |
|
| ||||||||
| Yes | 0.319 | 0.688 | 0.425 | 0.698 | 0.320 | 0.703 | 0.304 | 0.581 |
| (0.0184) | (0.0460) | (0.0244) | (0.0478) | (0.0185) | (0.0463) | (0.0362) | (0.0987) | |
|
| ||||||||
| Christian | 0.334 | 0.438 | 0.357 | 0.463 | 0.335 | 0.446 | 0.257 | 0.312 |
| (0.0432) | (0.0816) | (0.0491) | (0.0895) | (0.0437) | (0.0849) | (0.0563) | (0.0875) | |
| Traditionalist/other | 4.204 | 1.165 | 4.183 | 1.285 | 4.253 | 1.189 | 3.024 | 0.443 |
| (0.942) | (0.357) | (0.980) | (0.408) | (0.965) | (0.370) | (0.906) | (0.203) | |
| Islam | 0.962 | 0.508 | 0.971 | 0.542 | 0.967 | 0.520 | 0.760 | 0.276 |
| (0.173) | (0.120) | (0.183) | (0.133) | (0.176) | (0.125) | (0.199) | (0.0886) | |
|
| ||||||||
| Central | 1.505 | 1.551 | 1.451 | 1.551 | 1.566 | 1.618 | 0.935 | 1.025 |
| (0.539) | (0.593) | (0.525) | (0.598) | (0.565) | (0.619) | (0.398) | (0.486) | |
| Greater Accra | 0.365 | 1.207 | 0.426 | 1.264 | 0.366 | 1.226 | 0.257 | 0.952 |
| (0.160) | (0.602) | (0.189) | (0.639) | (0.160) | (0.606) | (0.133) | (0.580) | |
| Volta | 3.727 | 2.521 | 3.519 | 2.523 | 3.839 | 2.562 | 2.645 | 2.269 |
| (1.368) | (0.957) | (1.310) | (0.968) | (1.423) | (0.974) | (1.120) | (1.072) | |
| Eastern | 1.049 | 1.069 | 1.106 | 1.121 | 1.108 | 1.121 | 0.219 | 0.342 |
| (0.656) | (0.662) | (0.709) | (0.714) | (0.694) | (0.694) | (0.105) | (0.173) | |
| Ashanti | 0.593 | 0.756 | 0.574 | 0.704 | 0.612 | 0.778 | 0.590 | 1.021 |
| (0.239) | (0.328) | (0.234) | (0.307) | (0.247) | (0.337) | (0.280) | (0.519) | |
| Brong-Ahafo | 1.979 | 1.815 | 2.033 | 1.858 | 2.073 | 1.880 | 1.052 | 1.172 |
| (0.721) | (0.695) | (0.753) | (0.720) | (0.760) | (0.721) | (0.433) | (0.529) | |
| Northern | 15.04 | 10.85 | 14.17 | 10.45 | 15.60 | 11.13 | 10.72 | 14.60 |
| (5.224) | (4.317) | (4.995) | (4.220) | (5.479) | (4.433) | (4.164) | (6.915) | |
| Upper East | 35.04 | 24.95 | 34.75 | 25.16 | 36.40 | 25.63 | 24.25 | 20.44 |
| (12.38) | (10.11) | (12.45) | (10.19) | (12.99) | (10.44) | (9.686) | (10.79) | |
| Upper West | 9.924 | 5.629 | 9.367 | 5.565 | 10.15 | 5.724 | 9.193 | 6.131 |
| (3.522) | (2.199) | (3.427) | (2.216) | (3.628) | (2.243) | (3.565) | (2.710) | |
|
| ||||||||
| Rural | 6.647 | 3.413 | 5.898 | 3.321 | 6.636 | 3.435 | 7.658 | 3.909 |
| (1.035) | (0.789) | (0.934) | (0.801) | (1.036) | (0.791) | (1.477) | (1.002) | |
|
| ||||||||
| Renting | 0.189 | 0.969 | 0.206 | 0.998 | 0.188 | 0.963 | 0.243 | 0.824 |
| (0.0502) | (0.295) | (0.0609) | (0.331) | (0.0511) | (0.299) | (0.0446) | (0.166) | |
| Rent free | 0.377 | 0.857 | 0.383 | 0.855 | 0.380 | 0.863 | 0.434 | 0.764 |
| (0.0400) | (0.107) | (0.0415) | (0.109) | (0.0406) | (0.108) | (0.0643) | (0.157) | |
| Perching/squatting | 0.607 | 1.510 | 0.596 | 1.461 | 0.623 | 1.541 | 0.421 | 1.634 |
| (0.267) | (0.950) | (0.264) | (0.926) | (0.276) | (0.976) | (0.317) | (1.507) | |
|
| ||||||||
| Second | 0.329 | 0.799 | 0.344 | 0.792 | 0.328 | 0.794 | 0.244 | 0.889 |
| (0.0441) | (0.146) | (0.0474) | (0.148) | (0.0445) | (0.146) | (0.0393) | (0.300) | |
| Third | 0.166 | 0.661 | 0.176 | 0.633 | 0.164 | 0.657 | 0.139 | 1.155 |
| (0.0234) | (0.171) | (0.0256) | (0.167) | (0.0234) | (0.171) | (0.0246) | (0.503) | |
| Fourth | 0.0867 | 0.470 | 0.0995 | 0.469 | 0.0859 | 0.468 | 0.0599 | 0.679 |
| (0.0132) | (0.162) | (0.0153) | (0.168) | (0.0131) | (0.163) | (0.0120) | (0.342) | |
| Fifth | 0.0391 | 0.312 | 0.0520 | 0.313 | 0.0379 | 0.307 | 0.0287 | 0.693 |
| (0.00722) | (0.145) | (0.0106) | (0.149) | (0.00689) | (0.143) | (0.00628) | (0.471) | |
| Total expenditure per day per adulta | 0.242 | 0.851 | 0.264 | 0.875 | 0.240 | 0.853 | 0.195 | 0.492 |
| (0.0235) | (0.194) | (0.0275) | (0.205) | (0.0236) | (0.197) | (0.0202) | (0.156) | |
| Household size | 1.154 | 0.961 | 1.134 | 0.965 | 1.154 | 0.961 | 1.169 | 0.897 |
| (0.0204) | (0.0165) | (0.0203) | (0.0166) | (0.0207) | (0.0166) | (0.0219) | (0.0300) | |
|
| ||||||||
| Yes | 0.960 | 1.019 | 0.215 | 0.694 | ||||
| (0.134) | (0.224) | (0.0181) | (0.0727) | |||||
|
| ||||||||
| Yes | 0.207 | 0.617 | ||||||
| (0.0310) | (0.180) | |||||||
| Observations | 36,433 | 30,737 | 35,737 | 6,460 |
Odds Ratios (ORs) are used; Standard errors in parentheses; FI1: Combined financial inclusion; FI2: Refers to informal financial inclusion in panel B but formal financial inclusion in panel C; FI3: Refers to formal financial inclusion; a: log of variable is used;
* p < 0.1,
** p < 0.05,
*** p < 0.01.
Source: Authors’ computation from GLSS7.
Logistic regressions: Effect of financial inclusion on sharing of toilet facilities.
| Unadjusted ORs | (A) Adjusted ORs | Unadjusted ORs | (B) Adjusted ORs | Unadjusted ORs | (C) Adjusted ORs | Unadjusted ORs | (D) Adjusted ORs | |
|---|---|---|---|---|---|---|---|---|
|
| ||||||||
| Yes | 0.707 | 0.798 | ||||||
| (0.0495) | (0.0498) | |||||||
|
| ||||||||
| Male | 1.061 | 1.092 | 1.045 | 1.072 | 1.058 | 1.093 | 1.246 | 1.257 |
| (0.0379) | (0.0469) | (0.0449) | (0.0518) | (0.0387) | (0.0479) | (0.0771) | (0.0989) | |
|
| ||||||||
| Yes | 0.693 | 0.803 | 0.826 | 0.852 | 0.689 | 0.807 | 0.533 | 0.574 |
| (0.0380) | (0.0482) | (0.0480) | (0.0558) | (0.0374) | (0.0498) | (0.0624) | (0.0744) | |
|
| ||||||||
| Christian | 0.503 | 0.495 | 0.489 | 0.448 | 0.491 | 0.489 | 0.698 | 0.717 |
| (0.112) | (0.130) | (0.123) | (0.144) | (0.110) | (0.129) | (0.190) | (0.226) | |
| Traditionalist/other | 0.436 | 0.436 | 0.403 | 0.402 | 0.419 | 0.432 | 0.696 | 0.577 |
| (0.153) | (0.195) | (0.158) | (0.208) | (0.147) | (0.194) | (0.305) | (0.292) | |
| Islam | 0.824 | 0.964 | 0.775 | 0.896 | 0.801 | 0.945 | 1.195 | 1.135 |
| (0.221) | (0.316) | (0.231) | (0.347) | (0.217) | (0.311) | (0.385) | (0.449) | |
|
| ||||||||
| Central | 1.646 | 1.617 | 1.731 | 1.703 | 1.672 | 1.631 | 1.252 | 1.411 |
| (0.315) | (0.338) | (0.346) | (0.361) | (0.322) | (0.343) | (0.338) | (0.401) | |
| Greater Accra | 0.691 | 0.723 | 0.793 | 0.739 | 0.685 | 0.720 | 0.577 | 0.703 |
| (0.151) | (0.185) | (0.181) | (0.202) | (0.149) | (0.186) | (0.167) | (0.209) | |
| Volta | 1.665 | 1.522 | 1.656 | 1.560 | 1.673 | 1.539 | 1.630 | 1.288 |
| (0.351) | (0.412) | (0.359) | (0.425) | (0.352) | (0.419) | (0.517) | (0.412) | |
| Eastern | 1.581 | 1.404 | 1.663 | 1.506 | 1.593 | 1.423 | 1.283 | 1.137 |
| (0.284) | (0.279) | (0.313) | (0.305) | (0.287) | (0.285) | (0.350) | (0.311) | |
| Ashanti | 1.651 | 1.334 | 1.936 | 1.532 | 1.686 | 1.367 | 1.052 | 0.890 |
| (0.301) | (0.285) | (0.385) | (0.352) | (0.308) | (0.294) | (0.258) | (0.230) | |
| Brong-Ahafo | 1.770 | 1.563 | 1.734 | 1.486 | 1.762 | 1.556 | 1.868 | 1.867 |
| (0.394) | (0.393) | (0.395) | (0.390) | (0.397) | (0.395) | (0.555) | (0.537) | |
| Northern | 1.066 | 1.079 | 1.028 | 1.084 | 1.058 | 1.097 | 1.415 | 1.272 |
| (0.350) | (0.399) | (0.355) | (0.396) | (0.356) | (0.409) | (0.523) | (0.913) | |
| Upper East | 0.726 | 0.543 | 0.759 | 0.597 | 0.697 | 0.531 | 0.720 | 0.474 |
| (0.256) | (0.214) | (0.261) | (0.227) | (0.251) | (0.210) | (0.333) | (0.264) | |
| Upper West | 0.572 | 0.422 | 0.533 | 0.441 | 0.554 | 0.420 | 1.051 | 0.585 |
| (0.177) | (0.165) | (0.170) | (0.170) | (0.172) | (0.165) | (0.434) | (0.310) | |
|
| ||||||||
| Rural | 1.125 | 1.093 | 0.976 | 1.044 | 1.127 | 1.087 | 1.414 | 1.278 |
| (0.130) | (0.149) | (0.117) | (0.149) | (0.130) | (0.149) | (0.221) | (0.207) | |
|
| ||||||||
| Renting | 3.184 | 4.111 | 3.632 | 4.141 | 3.159 | 4.070 | 3.671 | 4.709 |
| (0.387) | (0.521) | (0.507) | (0.609) | (0.385) | (0.514) | (0.444) | (0.653) | |
| Rent free | 2.486 | 2.530 | 2.417 | 2.292 | 2.461 | 2.498 | 3.269 | 3.436 |
| (0.298) | (0.332) | (0.301) | (0.315) | (0.296) | (0.329) | (0.493) | (0.568) | |
| Perching/squatting | 1.269 | 1.371 | 0.978 | 1.003 | 1.314 | 1.394 | 2.940 | 4.151 |
| (0.787) | (0.832) | (0.623) | (0.585) | (0.830) | (0.845) | (2.446) | (5.298) | |
|
| ||||||||
| Second | 1.343 | 1.580 | 1.376 | 1.399 | 1.333 | 1.559 | 1.259 | 1.755 |
| (0.222) | (0.341) | (0.224) | (0.308) | (0.224) | (0.340) | (0.342) | (0.632) | |
| Third | 1.295 | 1.531 | 1.325 | 1.297 | 1.293 | 1.513 | 1.244 | 1.667 |
| (0.202) | (0.350) | (0.211) | (0.342) | (0.204) | (0.346) | (0.284) | (0.583) | |
| Fourth | 1.066 | 1.514 | 1.143 | 1.195 | 1.060 | 1.484 | 0.973 | 1.987 |
| (0.171) | (0.434) | (0.190) | (0.403) | (0.171) | (0.422) | (0.220) | (0.749) | |
| Fifth | 0.686 | 1.310 | 0.786 | 0.951 | 0.684 | 1.299 | 0.621 | 2.025 |
| (0.106) | (0.490) | (0.127) | (0.428) | (0.106) | (0.478) | (0.134) | (0.955) | |
| Total expenditure per day per adulta | 0.783 | 0.542 | 0.899 | 0.646 | 0.782 | 0.547 | 0.613 | 0.368 |
| (0.0606) | (0.0909) | (0.0768) | (0.132) | (0.0609) | (0.0905) | (0.0509) | (0.0711) | |
| Household size | 0.920 | 0.888 | 0.909 | 0.902 | 0.919 | 0.887 | 0.893 | 0.830 |
| (0.0239) | (0.0368) | (0.0267) | (0.0364) | (0.0243) | (0.0373) | (0.0238) | (0.0396) | |
|
| ||||||||
| Yes | 1.095 | 1.115 | 0.681 | 0.772 | ||||
| (0.171) | (0.209) | (0.0486) | (0.0496) | |||||
|
| ||||||||
| Yes | 0.617 | 0.678 | ||||||
| (0.0989) | (0.142) | |||||||
| Observations | 16,562 | 12,821 | 16,275 | 4,059 |
Odds Ratios (ORs) are used; Standard errors in parentheses; FI1: Combined financial inclusion; FI2: Refers to informal financial inclusion in panel B but formal financial inclusion in panel C; FI3: Refers to formal financial inclusion; a: log of variable is used;
* p < 0.1,
** p < 0.05,
*** p < 0.01.
Source: Authors’ computation from GLSS7.
Probit regressions: Effect of financial inclusion on open defecation (robustness checks).
| Open defecation (A) | Open defecation (B) | Open defecation (C) | Open defecation (D) | |
|---|---|---|---|---|
|
| ||||
| Yes | -0.15 | |||
| (0.05) | ||||
|
| ||||
| Male | 0.01 | 0.01 | 0.02 | 0.12 |
| (0.02) | (0.02) | (0.02) | (0.06) | |
|
| ||||
| Yes | -0.21 | -0.20 | -0.19 | -0.29 |
| (0.04) | (0.04) | (0.03) | (0.09) | |
|
| ||||
| Christian | -0.46 | -0.43 | -0.45 | -0.60 |
| (0.10) | (0.11) | (0.10) | (0.15) | |
| Traditionalist/other | 0.11 | 0.17 | 0.12 | -0.41 |
| (0.17) | (0.18) | (0.17) | (0.23) | |
| Islam | -0.41 | -0.38 | -0.40 | -0.71 |
| (0.13) | (0.13) | (0.13) | (0.17) | |
|
| ||||
| Central | 0.26 | 0.26 | 0.29 | 0.06 |
| (0.20) | (0.21) | (0.20) | (0.23) | |
| Greater Accra | 0.12 | 0.14 | 0.14 | 0.03 |
| (0.24) | (0.25) | (0.24) | (0.27) | |
| Volta | 0.50 | 0.50 | 0.51 | 0.43 |
| (0.20) | (0.21) | (0.20) | (0.24) | |
| Eastern | 0.02 | 0.04 | 0.04 | -0.43 |
| (0.32) | (0.33) | (0.32) | (0.23) | |
| Ashanti | -0.15 | -0.19 | -0.13 | 0.01 |
| (0.22) | (0.22) | (0.22) | (0.24) | |
| Brong-Ahafo | 0.31 | 0.32 | 0.33 | 0.10 |
| (0.21) | (0.21) | (0.21) | (0.22) | |
| Northern | 1.38 | 1.37 | 1.40 | 1.47 |
| (0.22) | (0.22) | (0.22) | (0.24) | |
| Upper East | 1.86 | 1.87 | 1.87 | 1.69 |
| (0.22) | (0.22) | (0.22) | (0.26) | |
| Upper West | 1.00 | 1.00 | 1.01 | 1.01 |
| (0.21) | (0.22) | (0.21) | (0.22) | |
|
| ||||
| Rural | 0.65 | 0.64 | 0.65 | 0.66 |
| (0.12) | (0.12) | (0.12) | (0.12) | |
|
| ||||
| Renting | -0.02 | -0.01 | -0.03 | -0.08 |
| (0.14) | (0.16) | (0.14) | (0.10) | |
| Rent free | -0.07 | -0.08 | -0.07 | -0.12 |
| (0.07) | (0.07) | (0.07) | (0.10) | |
| Perching/squatting | 0.30 | 0.28 | 0.31 | 0.40 |
| (0.36) | (0.36) | (0.36) | (0.49) | |
|
| ||||
| Second | -0.14 | -0.14 | -0.14 | -0.16 |
| (0.10) | (0.10) | (0.10) | (0.17) | |
| Third | -0.23 | -0.25 | -0.23 | -0.04 |
| (0.14) | (0.15) | (0.14) | (0.21) | |
| Fourth | -0.40 | -0.40 | -0.40 | -0.33 |
| (0.18) | (0.20) | (0.19) | (0.24) | |
| Fifth | -0.57 | -0.58 | -0.58 | -0.33 |
| (0.24) | (0.26) | (0.25) | (0.32) | |
| Total expenditure per day per adulta | -0.12 | -0.10 | -0.12 | -0.33 |
| (0.12) | (0.13) | (0.12) | (0.14) | |
| Household size | -0.02 | -0.02 | -0.02 | -0.06 |
| (0.01) | (0.01) | (0.01) | (0.02) | |
|
| ||||
| Yes | 0.02 | -0.19 | ||
| (0.12) | (0.05) | |||
|
| ||||
| Yes | -0.28 | |||
| (0.15) | ||||
| Constant | -0.63 | -0.70 | -0.67 | 0.25 |
| (0.32) | (0.34) | (0.32) | (0.36) | |
| Observations | 36433 | 30737 | 35737 | 6460 |
Coefficients are used; Standard errors in parentheses; FI1: Combined financial inclusion; FI2: Refers to informal financial inclusion in panel B but formal financial inclusion in panel C; FI3: Refers to formal financial inclusion; a: Log of variable is used;
* p < 0.1,
** p < 0.05,
*** p < 0.01.
Source: Authors’ computation from GLSS7.
Probit regressions: Effect of financial inclusion on sharing of toilet facilities (robustness checks).
| Sharing (A) | Sharing (B) | Sharing (C) | Sharing (D) | |
|---|---|---|---|---|
|
| ||||
| Yes | -0.14 | |||
| (0.04) | ||||
|
| ||||
| Male | 0.05 | 0.04 | 0.05 | 0.14 |
| (0.03) | (0.03) | (0.03) | (0.05) | |
|
| ||||
| Yes | -0.13 | -0.09 | -0.13 | -0.32 |
| (0.04) | (0.04) | (0.04) | (0.08) | |
|
| ||||
| Christian | -0.41 | -0.46 | -0.41 | -0.19 |
| (0.15) | (0.19) | (0.15) | (0.19) | |
| Traditionalist/other | -0.48 | -0.52 | -0.49 | -0.34 |
| (0.27) | (0.31) | (0.27) | (0.31) | |
| Islam | -0.01 | -0.04 | -0.02 | 0.08 |
| (0.19) | (0.22) | (0.19) | (0.24) | |
|
| ||||
| Central | 0.29 | 0.32 | 0.29 | 0.20 |
| (0.13) | (0.13) | (0.13) | (0.17) | |
| Greater Accra | -0.20 | -0.18 | -0.20 | -0.22 |
| (0.16) | (0.17) | (0.16) | (0.18) | |
| Volta | 0.25 | 0.27 | 0.26 | 0.15 |
| (0.16) | (0.16) | (0.16) | (0.19) | |
| Eastern | 0.21 | 0.25 | 0.22 | 0.07 |
| (0.12) | (0.12) | (0.12) | (0.17) | |
| Ashanti | 0.17 | 0.26 | 0.19 | -0.08 |
| (0.13) | (0.14) | (0.13) | (0.16) | |
| Brong-Ahafo | 0.26 | 0.23 | 0.26 | 0.37 |
| (0.15) | (0.16) | (0.15) | (0.17) | |
| Northern | 0.05 | 0.05 | 0.06 | 0.15 |
| (0.22) | (0.22) | (0.22) | (0.40) | |
| Upper East | -0.38 | -0.32 | -0.39 | -0.46 |
| (0.24) | (0.23) | (0.24) | (0.34) | |
| Upper West | -0.52 | -0.50 | -0.52 | -0.30 |
| (0.24) | (0.23) | (0.24) | (0.31) | |
|
| ||||
| Rural | 0.06 | 0.03 | 0.05 | 0.15 |
| (0.08) | (0.09) | (0.08) | (0.10) | |
|
| ||||
| Renting | 0.87 | 0.87 | 0.86 | 0.95 |
| (0.08) | (0.09) | (0.08) | (0.08) | |
| Rent free | 0.56 | 0.50 | 0.56 | 0.75 |
| (0.08) | (0.08) | (0.08) | (0.10) | |
| Perching/squatting | 0.21 | -0.00 | 0.22 | 0.86 |
| (0.38) | (0.38) | (0.38) | (0.66) | |
|
| ||||
| Second | 0.29 | 0.21 | 0.28 | 0.36 |
| (0.13) | (0.13) | (0.13) | (0.21) | |
| Third | 0.26 | 0.16 | 0.26 | 0.31 |
| (0.14) | (0.16) | (0.14) | (0.20) | |
| Fourth | 0.25 | 0.11 | 0.24 | 0.41 |
| (0.17) | (0.21) | (0.17) | (0.22) | |
| Fifth | 0.16 | -0.03 | 0.16 | 0.42 |
| (0.23) | (0.27) | (0.22) | (0.28) | |
| Total expenditure per day per adulta | -0.37 | -0.27 | -0.36 | -0.58 |
| (0.10) | (0.12) | (0.10) | (0.11) | |
| Household size | -0.07 | -0.06 | -0.07 | -0.10 |
| (0.02) | (0.02) | (0.02) | (0.03) | |
|
| ||||
| Yes | 0.07 | -0.16 | ||
| (0.11) | (0.04) | |||
|
| ||||
| Yes | -0.23 | |||
| (0.13) | ||||
| Constant | 1.26 | 1.14 | 1.26 | 1.79 |
| (0.26) | (0.27) | (0.26) | (0.39) | |
| Observations | 16562 | 12821 | 16275 | 4059 |
Coefficients are used; Standard errors in parentheses; FI1: combined financial inclusion; FI2: Refers to informal financial inclusion in panel B but formal financial inclusion in panel C; FI3: Refers to formal financial inclusion; a: Log of variable is used;
* p < 0.1,
** p < 0.05,
*** p < 0.01.
Source: Authors’ computation from GLSS7.