Table 1
Summary statistics by ownership of appliance: married women aged 15–59 years
| Variable | Owns washing machine (9.6%) | Does not own washing machine (90.4%) | ||||
|---|---|---|---|---|---|---|
| Mean | Standard deviation | N | Mean | Standard deviation | N | |
| Age, years | 38.367 | 10.624 | 6,809 | 35.83 | 10.671 | 64,205 |
| No. of children | 1.459 | 1.565 | 6,809 | 1.768 | 1.629 | 64,205 |
| Completed primary | 0.873 | 0.333 | 6,801 | 0.52 | 0.500 | 64,006 |
| Years of schooling | 9.936 | 4.723 | 6,801 | 4.806 | 4.675 | 64,006 |
| Currently employed | 0.26 | 0.439 | 6,809 | 0.488 | 0.500 | 64,205 |
| Hindu | 0.718 | 0.450 | 6,809 | 0.822 | 0.382 | 64,205 |
| SC or ST | 0.121 | 0.326 | 6,780 | 0.279 | 0.449 | 64,142 |
| Rural | 0.277 | 0.447 | 6,809 | 0.645 | 0.479 | 64,205 |
| Owns refrigerator | 0.952 | 0.215 | 6,807 | 0.224 | 0.417 | 64,072 |
| Owns color television | 0.970 | 0.171 | 6,807 | 0.533 | 0.499 | 64,107 |
| Wealth index | 2.602 | 0.288 | 6,809 | 1.791 | 0.605 | 64,205 |
| Variable | Owns refrigerator (29.4%) | Does not own refrigerator (70.6%) | ||||
|---|---|---|---|---|---|---|
| Mean | Standard deviation | N | Mean | Standard deviation | N | |
| Age, years | 37.514 | 10.631 | 21,650 | 35.409 | 10.651 | 52,105 |
| No. of children | 1.524 | 1.533 | 21,650 | 1.838 | 1.67 | 52,105 |
| Completed primary | 0.800 | 0.400 | 21,614 | 0.457 | 0.498 | 51,929 |
| Years of schooling | 8.375 | 4.844 | 21,614 | 4.066 | 4.342 | 51,929 |
| Currently employed | 0.298 | 0.457 | 21,650 | 0.534 | 0.499 | 52,105 |
| Hindu | 0.770 | 0.421 | 21,650 | 0.832 | 0.374 | 52,105 |
| SC or ST | 0.164 | 0.370 | 21,604 | 0.301 | 0.459 | 52,059 |
| Rural | 0.384 | 0.486 | 21,650 | 0.700 | 0.458 | 52,105 |
| Owns washing machine | 0.311 | 0.463 | 20,855 | 0.007 | 0.081 | 50,024 |
| Owns color television | 0.927 | 0.260 | 21,637 | 0.423 | 0.494 | 52,080 |
| Wealth index | 2.449 | 0.352 | 21,650 | 1.638 | 0.558 | 52,105 |
[i] Note: Summary statistics using IHDS data for married India women, aged 15–59 years.
[ii] IHDS, India Human Development Survey; SC/ST, scheduled caste/scheduled tribe.
Table 2
Summary statistics by ownership of appliance: children 12–18 years of age
| Variable | Owns washing machine (7.3%) | Does not own washing machine (92.7%) | ||||
|---|---|---|---|---|---|---|
| Mean | Standard deviation | N | Mean | Standard deviation | N | |
| Completed primary | 0.965 | 0.185 | 3,607 | 0.855 | 0.352 | 45,882 |
| Years of schooling | 8.660 | 2.414 | 3,607 | 7.216 | 2.939 | 45,882 |
| Currently enrolled | 0.950 | 0.219 | 3,607 | 0.746 | 0.435 | 45,890 |
| Currently employed | 0.045 | 0.207 | 3,616 | 0.182 | 0.386 | 45,987 |
| Female | 0.468 | 0.499 | 3,616 | 0.488 | 0.500 | 45,987 |
| Hindu | 0.683 | 0.465 | 3,616 | 0.784 | 0.411 | 45,987 |
| SC or ST | 0.154 | 0.361 | 3,605 | 0.296 | 0.456 | 45,964 |
| Rural | 0.264 | 0.441 | 3,616 | 0.650 | 0.477 | 45,987 |
| Owns refrigerator | 0.943 | 0.232 | 3,613 | 0.187 | 0.390 | 45,898 |
| Owns color television | 0.956 | 0.205 | 3,616 | 0.473 | 0.499 | 45,932 |
| Wealth index | 2.582 | 0.299 | 3,616 | 1.726 | 0.596 | 45,987 |
| Father's age | 44.610 | 6.680 | 2,492 | 43.820 | 8.402 | 29,733 |
| Father's years of schooling | 10.514 | 4.064 | 2,490 | 5.916 | 4.610 | 29,680 |
| Mother's age | 39.448 | 7.132 | 2,700 | 38.404 | 8.246 | 31,803 |
| Mother's years of schooling | 8.641 | 4.897 | 2,700 | 3.710 | 4.270 | 31,752 |
| Variable | Owns refrigerator (24.3%) | Does not own refrigerator (75.7%) | ||||
|---|---|---|---|---|---|---|
| Mean | Standard deviation | N | Mean | Standard deviation | N | |
| Completed primary | 0.949 | 0.219 | 12,500 | 0.840 | 0.367 | 38,976 |
| Years of schooling | 8.436 | 2.490 | 12,500 | 6.997 | 2.961 | 38,976 |
| Currently enrolled | 0.898 | 0.302 | 12,500 | 0.718 | 0.450 | 38,985 |
| Currently employed | 0.080 | 0.271 | 12,521 | 0.199 | 0.399 | 39,069 |
| Female | 0.483 | 0.500 | 12,521 | 0.489 | 0.500 | 39,069 |
| Hindu | 0.731 | 0.443 | 12,521 | 0.792 | 0.406 | 39,069 |
| SC or ST | 0.192 | 0.394 | 12,505 | 0.311 | 0.463 | 39,051 |
| Rural | 0.380 | 0.485 | 12,521 | 0.695 | 0.460 | 39,069 |
| Owns washing machine | 0.284 | 0.451 | 11,983 | 0.006 | 0.074 | 37,528 |
| Owns color television | 0.912 | 0.284 | 12,514 | 0.376 | 0.484 | 39,051 |
| Wealth index | 2.421 | 0.356 | 12,521 | 1.598 | 0.548 | 39,069 |
| Father's age | 44.153 | 7.466 | 8,499 | 43.676 | 8.638 | 24,789 |
| Father's years of schooling | 9.305 | 4.282 | 8,492 | 5.277 | 4.416 | 24,737 |
| Mother's age | 38.868 | 7.594 | 9,187 | 38.254 | 8.435 | 26,385 |
| Mother's years of schooling | 7.058 | 4.856 | 9,181 | 3.118 | 3.911 | 26,337 |
[i] Note: Summary statistics for children, using IHDS data.
[ii] IHDS, India Human Development Survey; SC/ST, scheduled caste/scheduled tribe.
Table 3
OLS: effect of living in a household that owns an appliance on married women's employment
| Washing machine | Refrigerator | |||
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
| Owns washing machine | 0.030*** (0.009) | 0.004 (0.018) | ||
| Owns refrigerator | −0.001 (0.007) | −0.010 (0.011) | ||
| Age | 0.054*** (0.002) | 0.064*** (0.002) | 0.054*** (0.002) | 0.063*** (0.002) |
| Age-squared | −0.001*** (0.000) | −0.001*** (0.000) | −0.001*** (0.000) | −0.001*** (0.000) |
| Years of schooling | −0.007*** (0.001) | −0.012*** (0.001) | −0.007*** (0.001) | −0.012*** (0.001) |
| Rural | 0.244*** (0.014) | 0.043* (0.025) | 0.246*** (0.014) | 0.043* (0.025) |
| Hindu | 0.060*** (0.009) | 0.078*** (0.014) | 0.060*** (0.009) | 0.079*** (0.014) |
| SC or ST | 0.015** (0.007) | 0.013 (0.009) | 0.014** (0.007) | 0.013 (0.009) |
| Wealth index | −0.146*** (0.006) | −0.112*** (0.008) | −0.144*** (0.006) | −0.110*** (0.008) |
| No. of children (household) | 0.000 (0.002) | −0.004* (0.002) | −0.000 (0.002) | −0.005** (0.002) |
| Village controls | ||||
| Distance to nearest town (km) | −0.000 (0.000) | −0.000 (0.000) | ||
| Distance to road access (km) | 0.003** (0.001) | 0.003* (0.001) | ||
| Phone access | −0.014 (0.011) | −0.013 (0.011) | ||
| Distance to railway station (km) | 0.000 (0.000) | 0.000 (0.000) | ||
| Distance to market (km) | 0.002** (0.001) | 0.002*** (0.001) | ||
| Distance to secondary school (km) | 0.002*** (0.001) | 0.003*** (0.001) | ||
| Distance to higher secondary school (km) | 0.000 (0.000) | 0.000 (0.000) | ||
| Average appliance ownership | 0.096 | 0.046 | 0.294 | 0.191 |
| Average employment | 0.466 | 0.619 | 0.465 | 0.619 |
| N | 70,263 | 38,109 | 73,078 | 39,398 |
| R2 | 0.303 | 0.228 | 0.302 | 0.225 |
Notes: All columns include district and year fixed effects. Standard errors are presented in parentheses.
OLS, ordinary least squares; SC/ST, scheduled caste/scheduled tribe.
Table 4
OLS: effect of living in a household that owns a washing machine on children's outcomes
| Enrollment | Employment | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All | Male | Female | All | Male | Female | |||||||
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | |
| Owns washing machine | 0.001 (0.008) | 0.019 (0.013) | −0.004 (0.011) | 0.018 (0.015) | 0.007 (0.010) | 0.024 (0.019) | −0.004 (0.007) | −0.025* (0.014) | −0.006 (0.010) | −0.024 (0.020) | −0.004 (0.009) | −0.023 (0.018) |
| Age | 0.142*** (0.017) | 0.168*** (0.024) | 0.167*** (0.022) | 0.202*** (0.030) | 0.108*** (0.027) | 0.129*** (0.038) | −0.064*** (0.017) | −0.062** (0.025) | −0.096*** (0.023) | −0.092*** (0.032) | 0.012 (0.023) | 0.016 (0.035) |
| Age–squared | −0.007*** (0.001) | −0.008*** (0.001) | −0.008*** (0.001) | −0.009*** (0.001) | −0.005*** (0.001) | −0.006*** (0.001) | 0.004*** (0.001) | 0.004*** (0.001) | 0.005*** (0.001) | 0.005*** (0.001) | 0.000 (0.001) | 0.001 (0.001) |
| Female | −0.016*** (0.005) | −0.032*** (0.008) | −0.055*** (0.005) | −0.051*** (0.007) | ||||||||
| Rural | 0.030*** (0.008) | −0.034* (0.018) | 0.046*** (0.011) | −0.019 (0.023) | 0.006 (0.010) | −0.048 (0.031) | 0.058*** (0.009) | 0.009 (0.023) | 0.054*** (0.011) | 0.017 (0.031) | 0.062*** (0.010) | 0.003 (0.030) |
| Hindu | 0.080*** (0.010) | 0.073*** (0.014) | 0.077*** (0.011) | 0.065*** (0.014) | 0.085*** (0.012) | 0.084*** (0.020) | −0.007 (0.006) | −0.005 (0.010) | −0.019** (0.009) | −0.020 (0.015) | 0.003 (0.007) | 0.010 (0.013) |
| SC or ST | −0.011* (0.006) | −0.020*** (0.008) | −0.018** (0.008) | −0.027*** (0.009) | −0.003 (0.008) | −0.010 (0.011) | −0.009 (0.006) | −0.007 (0.008) | −0.007 (0.007) | −0.008 (0.010) | −0.013* (0.007) | −0.009 (0.011) |
| Wealth index | 0.096*** (0.008) | 0.079*** (0.011) | 0.096*** (0.009) | 0.076*** (0.011) | 0.095*** (0.010) | 0.083*** (0.014) | −0.067*** (0.006) | −0.054*** (0.008) | −0.065*** (0.008) | −0.050*** (0.011) | −0.068*** (0.008) | −0.058*** (0.011) |
| Father's age | −0.003*** (0.000) | −0.002*** (0.001) | −0.002*** (0.001) | −0.002* (0.001) | −0.004*** (0.001) | −0.003*** (0.001) | 0.001** (0.000) | 0.001 (0.001) | 0.001** (0.001) | 0.000 (0.001) | 0.001* (0.001) | 0.001 (0.001) |
| Mother's age | 0.000 (0.000) | −0.000 (0.001) | 0.000 (0.001) | −0.000 (0.001) | 0.000 (0.001) | −0.000 (0.001) | −0.000 (0.000) | 0.000 (0.001) | −0.000 (0.001) | 0.001 (0.001) | −0.000 (0.001) | −0.000 (0.001) |
| Father's years of schooling | 0.012*** (0.001) | 0.012*** (0.001) | 0.012*** (0.001) | 0.012*** (0.001) | 0.013*** (0.001) | 0.013*** (0.001) | −0.005*** (0.001) | −0.006*** (0.001) | −0.006*** (0.001) | −0.006*** (0.001) | −0.003*** (0.001) | −0.005*** (0.001) |
| Mother's years of schooling | 0.006*** (0.001) | 0.006*** (0.001) | 0.007*** (0.001) | 0.006*** (0.001) | 0.006*** (0.001) | 0.005*** (0.001) | −0.004*** (0.001) | −0.005*** (0.001) | −0.005*** (0.001) | −0.006*** (0.001) | −0.003*** (0.001) | −0.004*** (0.001) |
| Village controls | ||||||||||||
| Distance to nearest town (km) | 0.000 (0.001) | 0.001 (0.001) | −0.000 (0.001) | −0.001 (0.000) | −0.000 (0.001) | −0.001** (0.001) | ||||||
| Distance to road access (km) | 0.001 (0.002) | 0.003 (0.002) | −0.000 (0.002) | 0.000 (0.002) | −0.002 (0.003) | 0.002 (0.002) | ||||||
| Phone access | 0.003 (0.011) | 0.001 (0.013) | 0.010 (0.015) | −0.030** (0.012) | −0.027* (0.014) | −0.029* (0.016) | ||||||
| Distance to railway station (km) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.000) | 0.000 (0.000) | −0.000 (0.000) | ||||||
| Distance to market (km) | 0.001 (0.001) | 0.001 (0.001) | 0.001 (0.001) | 0.001 (0.001) | 0.000 (0.001) | 0.002* (0.001) | ||||||
| Distance to secondary school (km) | −0.001 (0.001) | −0.000 (0.001) | −0.002 (0.001) | 0.002** (0.001) | 0.002 (0.001) | 0.002* (0.001) | ||||||
| Distance to higher secondary school (km) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.001) | 0.000 (0.000) | ||||||
| Average washing machine ownership | 0.079 | 0.037 | 0.076 | 0.038 | 0.083 | 0.037 | 0.079 | 0.037 | 0.076 | 0.038 | 0.083 | 0.037 |
| Average Yict | 0.819 | 0.806 | 0.813 | 0.806 | 0.827 | 0.807 | 0.152 | 0.194 | 0.184 | 0.226 | 0.110 | 0.152 |
| N | 30,348 | 17,127 | 17,168 | 9,744 | 13,176 | 7,378 | 30,363 | 17,132 | 17,177 | 9,748 | 13,182 | 7,379 |
| R2 | 0.248 | 0.245 | 0.249 | 0.246 | 0.281 | 0.290 | 0.170 | 0.167 | 0.196 | 0.196 | 0.163 | 0.166 |
Notes: All columns include district and year fixed effects. Standard errors are presented in parentheses.
OLS, ordinary least squares; SC/ST, scheduled caste/scheduled tribe.
Table 5
OLS: effect of living in a household that owns a refrigerator on children's outcomes
| Enrollment | Employment | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All | Male | Female | All | Male | Female | |||||||
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | |
| Owns refrigerator | 0.017** (0.007) | 0.010 (0.010) | 0.015* (0.009) | 0.003 (0.011) | 0.018** (0.009) | 0.018 (0.014) | 0.005 (0.006) | −0.001 (0.010) | 0.006 (0.007) | 0.001 (0.013) | 0.002 (0.008) | −0.005 (0.015) |
| Age | 0.149*** (0.017) | 0.169*** (0.024) | 0.173*** (0.022) | 0.201*** (0.031) | 0.113*** (0.027) | 0.133*** (0.037) | −0.067*** (0.017) | −0.068*** (0.024) | −0.100*** (0.022) | −0.099*** (0.032) | 0.011 (0.022) | 0.015 (0.035) |
| Age–squared | −0.007*** (0.001) | −0.008*** (0.001) | −0.008*** (0.001) | −0.009*** (0.001) | −0.006*** (0.001) | −0.007*** (0.001) | 0.004*** (0.001) | 0.004*** (0.001) | 0.005*** (0.001) | 0.006*** (0.001) | 0.000 (0.001) | 0.001 (0.001) |
| Female | −0.015*** (0.005) | −0.030*** (0.008) | −0.056*** (0.005) | −0.051*** (0.007) | ||||||||
| Rural | 0.029*** (0.008) | −0.036* (0.018) | 0.044*** (0.011) | −0.022 (0.023) | 0.005 (0.010) | −0.047 (0.031) | 0.059*** (0.008) | 0.010 (0.023) | 0.056*** (0.010) | 0.016 (0.031) | 0.061*** (0.010) | 0.007 (0.029) |
| Hindu | 0.080*** (0.009) | 0.074*** (0.014) | 0.077*** (0.011) | 0.066*** (0.014) | 0.085*** (0.012) | 0.084*** (0.020) | −0.004 (0.006) | −0.001 (0.011) | −0.014 (0.009) | −0.013 (0.015) | 0.003 (0.007) | 0.010 (0.013) |
| SC or ST | −0.010* (0.006) | −0.019** (0.008) | −0.016** (0.008) | −0.025** (0.010) | −0.003 (0.008) | −0.010 (0.011) | −0.008 (0.005) | −0.007 (0.008) | −0.007 (0.007) | −0.007 (0.010) | −0.011 (0.007) | −0.007 (0.011) |
| Wealth index | 0.090*** (0.008) | 0.079*** (0.011) | 0.092*** (0.009) | 0.080*** (0.012) | 0.088*** (0.011) | 0.078*** (0.015) | −0.071*** (0.006) | −0.059*** (0.008) | −0.071*** (0.008) | −0.058*** (0.011) | −0.069*** (0.008) | −0.058*** (0.011) |
| Father's age | −0.003*** (0.000) | −0.002*** (0.001) | −0.002*** (0.001) | −0.002* (0.001) | −0.004*** (0.001) | −0.003*** (0.001) | 0.001*** (0.000) | 0.001 (0.001) | 0.001** (0.001) | 0.000 (0.001) | 0.001** (0.001) | 0.001 (0.001) |
| Mother's age | 0.000 (0.000) | −0.000 (0.001) | 0.000 (0.001) | −0.000 (0.001) | 0.000 (0.001) | −0.000 (0.001) | −0.000 (0.000) | 0.000 (0.001) | −0.000 (0.001) | 0.000 (0.001) | −0.000 (0.001) | −0.000 (0.001) |
| Father's years of schooling | 0.012*** (0.001) | 0.012*** (0.001) | 0.011*** (0.001) | 0.012*** (0.001) | 0.012*** (0.001) | 0.013*** (0.001) | −0.005*** (0.001) | −0.006*** (0.001) | −0.006*** (0.001) | −0.006*** (0.001) | −0.003*** (0.001) | −0.005*** (0.001) |
| Mother's years of schooling | 0.006*** (0.001) | 0.006*** (0.001) | 0.007*** (0.001) | 0.007*** (0.001) | 0.006*** (0.001) | 0.005*** (0.001) | −0.004*** (0.001) | −0.005*** (0.001) | −0.005*** (0.001) | −0.006*** (0.001) | −0.003*** (0.001) | −0.004*** (0.001) |
| Village controls | ||||||||||||
| Distance to nearest town (km) | 0.000 (0.001) | 0.001 (0.001) | −0.000 (0.001) | −0.001 (0.000) | −0.000 (0.001) | −0.001* (0.001) | ||||||
| Distance to road access (km) | 0.001 (0.001) | 0.002 (0.002) | −0.000 (0.002) | 0.000 (0.002) | −0.002 (0.003) | 0.002 (0.002) | ||||||
| Phone access | 0.003 (0.011) | 0.000 (0.012) | 0.009 (0.015) | −0.032*** (0.012) | −0.029** (0.014) | −0.030* (0.016) | ||||||
| Distance to railway station (km) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.000) | 0.000 (0.000) | −0.000 (0.000) | ||||||
| Distance to market (km) | 0.001 (0.001) | 0.001 (0.001) | 0.001 (0.001) | 0.001 (0.001) | 0.000 (0.001) | 0.002 (0.001) | ||||||
| Distance to secondary school (km) | −0.001 (0.001) | −0.000 (0.001) | −0.002 (0.001) | 0.002** (0.001) | 0.002* (0.001) | 0.003** (0.001) | ||||||
| Distance to higher secondary school (km) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.001) | 0.000 (0.000) | ||||||
| Average refrigerator ownership | 0.261 | 0.166 | 0.250 | 0.164 | 0.276 | 0.169 | 0.261 | 0.166 | 0.250 | 0.163 | 0.276 | 0.169 |
| Average Yict | 0.819 | 0.807 | 0.812 | 0.805 | 0.828 | 0.808 | 0.151 | 0.194 | 0.183 | 0.227 | 0.108 | 0.151 |
| N | 31,376 | 17,518 | 17,833 | 10,009 | 13,539 | 7,506 | 31,391 | 17,523 | 17,842 | 10,013 | 13,545 | 7,507 |
| R2 | 0.247 | 0.244 | 0.248 | 0.246 | 0.280 | 0.289 | 0.170 | 0.167 | 0.195 | 0.195 | 0.162 | 0.165 |
Notes: All columns include district and year fixed effects. Standard errors are presented in parentheses.
OLS, ordinary least squares; SC/ST, scheduled caste/scheduled tribe.
Table 6
2SLS: effect of living in a household that owns an appliance on married women's employment
| Washing machine | Refrigerator | |||
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
| First stage | ||||
| Owns washing machine (single women) | 0.501*** (0.017) | 0.485*** (0.031) | ||
| Owns refrigerator (single women) | 0.376*** (0.013) | 0.352*** (0.020) | ||
| Owns air conditioner | 0.437*** (0.024) | 0.523*** (0.0450) | 0.158*** (0.019) | 0.223*** (0.031) |
| Owns color television | 0.003 (0.004) | 0.000 (0.004) | 0.121*** (0.008) | 0.100*** (0.011) |
| F–statistic | 638.36 | 146.45 | 495.87 | 193.80 |
| 2SLS | ||||
| Owns washing machine | 0.030 (0.035) | −0.074 (0.061) | ||
| Owns refrigerator | −0.102*** (0.031) | −0.097* (0.055) | ||
| Age | 0.054*** (0.002) | 0.064*** (0.002) | 0.054*** (0.002) | 0.064*** (0.002) |
| Age–squared | −0.001*** (0.000) | −0.001*** (0.000) | −0.001*** (0.000) | −0.001*** (0.000) |
| Years of schooling | −0.007*** (0.001) | −0.012*** (0.001) | −0.005*** (0.001) | −0.011*** (0.001) |
| Rural | 0.242*** (0.014) | 0.041 (0.025) | 0.239*** (0.014) | 0.036 (0.026) |
| Hindu | 0.060*** (0.009) | 0.075*** (0.014) | 0.057*** (0.009) | 0.074*** (0.014) |
| SC or ST | 0.015** (0.007) | 0.012 (0.009) | 0.013* (0.007) | 0.010 (0.009) |
| Wealth index | −0.140*** (0.007) | −0.102*** (0.009) | −0.107*** (0.010) | −0.082*** (0.016) |
| No. of children (household) | 0.000 (0.002) | −0.004* (0.002) | 0.001 (0.002) | −0.004* (0.002) |
| Village controls | ||||
| Distance to nearest town (km) | −0.000 (0.000) | −0.000 (0.000) | ||
| Distance to road access (km) | 0.003** (0.001) | 0.003* (0.001) | ||
| Phone access | −0.014 (0.011) | −0.016 (0.011) | ||
| Distance to railway station (km) | 0.000 (0.000) | 0.000 (0.000) | ||
| Distance to market (km) | 0.002** (0.001) | 0.001** (0.001) | ||
| Distance to secondary school (km) | 0.002*** (0.001) | 0.002*** (0.001) | ||
| Distance to higher secondary school (km) | 0.000 (0.000) | 0.000 (0.000) | ||
| Average appliance ownership | 0.096 | 0.046 | 0.294 | 0.194 |
| Average employment | 0.466 | 0.619 | 0.467 | 0.619 |
| N | 70,160 | 38,059 | 70,221 | 38,071 |
| R2 | 0.303 | 0.227 | 0.298 | 0.225 |
Notes: All columns include district and year fixed effects. Standard errors are presented in parentheses.
2SLS, two–stage least squares; SC/ST, scheduled caste/scheduled tribe.
Table 7
2SLS: effect of living in a household that owns a washing machine on children's outcomes
| Enrollment | Employment | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All | Male | Female | All | Male | Female | |||||||
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | |
| First stage | ||||||||||||
| Owns washing machine (no children) | 0.379*** (0.027) | 0.406*** (0.042) | 0.405*** (0.026) | 0.454*** (0.045) | 0.348*** (0.034) | 0.348*** (0.055) | 0.379*** (0.027) | 0.406*** (0.042) | 0.405*** (0.026) | 0.454*** (0.045) | 0.348*** (0.034) | 0.348*** (0.055) |
| Owns air conditioner | 0.483*** (0.028) | 0.496*** (0.075) | 0.460*** (0.035) | 0.499*** (0.093) | 0.515*** (0.033) | 0.504*** (0.091) | 0.484*** (0.028) | 0.496*** (0.075) | 0.460*** (0.035) | 0.499*** (0.093) | 0.515*** (0.033) | 0.504*** (0.091) |
| Owns color television | −0.002 (0.005) | 0.004 (0.005) | 0.005 (0.005) | 0.008* (0.005) | −0.009 (0.007) | −0.002 (0.006) | −0.002 (0.005) | 0.004 (0.005) | 0.005 (0.005) | 0.008* (0.005) | −0.009 (0.007) | −0.001 (0.006) |
| F–statistic | 108.67 | 17.72 | 156.08 | 50.09 | 175.99 | 30.48 | 207.77 | 55.00 | 156.10 | 50.08 | 176.29 | 30.48 |
| 2SLS | ||||||||||||
| Owns washing machine | −0.014 (0.022) | 0.034 (0.062) | −0.016 (0.028) | 0.022 (0.064) | −0.020 (0.030) | 0.036 (0.087) | 0.009 (0.021) | −0.055 (0.067) | 0.004 (0.032) | −0.002 (0.074) | −0.003 (0.022) | −0.162* (0.087) |
| Age | 0.143*** (0.017) | 0.169*** (0.024) | 0.168*** (0.022) | 0.203*** (0.030) | 0.109*** (0.027) | 0.129*** (0.038) | −0.065*** (0.017) | −0.063** (0.025) | −0.098*** (0.023) | −0.094*** (0.032) | 0.012 (0.023) | 0.019 (0.035) |
| Age–squared | −0.007*** (0.001) | −0.008*** (0.001) | −0.008*** (0.001) | −0.009*** (0.001) | −0.005*** (0.001) | −0.006*** (0.001) | 0.004*** (0.001) | 0.004*** (0.001) | 0.005*** (0.001) | 0.005*** (0.001) | 0.000 (0.001) | 0.001 (0.001) |
| Female | −0.016*** (0.005) | −0.032*** (0.008) | −0.055*** (0.005) | −0.051*** (0.007) | ||||||||
| Rural | 0.029*** (0.008) | −0.033* (0.019) | 0.045*** (0.012) | −0.019 (0.023) | 0.004 (0.011) | −0.047 (0.033) | 0.058*** (0.009) | 0.006 (0.024) | 0.054*** (0.010) | 0.017 (0.031) | 0.062*** (0.010) | −0.009 (0.034) |
| Hindu | 0.081*** (0.010) | 0.074*** (0.014) | 0.078*** (0.011) | 0.066*** (0.015) | 0.085*** (0.013) | 0.086*** (0.020) | −0.007 (0.006) | −0.007 (0.011) | −0.019** (0.009) | −0.021 (0.015) | 0.003 (0.007) | 0.006 (0.014) |
| SC or ST | −0.011* (0.006) | −0.020*** (0.008) | −0.018** (0.008) | −0.027*** (0.009) | −0.002 (0.008) | −0.010 (0.012) | −0.009 (0.006) | −0.008 (0.008) | −0.007 (0.007) | −0.008 (0.010) | −0.013* (0.007) | −0.010 (0.011) |
| Wealth index | 0.090*** (0.007) | 0.072*** (0.010) | 0.090*** (0.008) | 0.069*** (0.011) | 0.091*** (0.010) | 0.076*** (0.015) | −0.065*** (0.006) | −0.050*** (0.009) | −0.063*** (0.008) | −0.050*** (0.011) | −0.064*** (0.008) | −0.046*** (0.012) |
| Father's age | −0.003*** (0.000) | −0.002*** (0.001) | −0.002*** (0.001) | −0.002* (0.001) | −0.004*** (0.001) | −0.003*** (0.001) | 0.001** (0.000) | 0.001 (0.001) | 0.001* (0.001) | 0.000 (0.001) | 0.001* (0.001) | 0.001 (0.001) |
| Mother's age | 0.000 (0.000) | −0.000 (0.001) | 0.000 (0.001) | −0.000 (0.001) | 0.000 (0.001) | −0.000 (0.001) | −0.000 (0.000) | 0.000 (0.001) | −0.000 (0.001) | 0.001 (0.001) | −0.000 (0.001) | 0.000 (0.001) |
| Father's years of schooling | 0.012*** (0.001) | 0.013*** (0.001) | 0.012*** (0.001) | 0.012*** (0.001) | 0.013*** (0.001) | 0.013*** (0.001) | −0.005*** (0.001) | −0.006*** (0.001) | −0.006*** (0.001) | −0.006*** (0.001) | −0.003*** (0.001) | −0.005*** (0.001) |
| Mother's years of schooling | 0.007*** (0.001) | 0.006*** (0.001) | 0.007*** (0.001) | 0.007*** (0.001) | 0.006*** (0.001) | 0.005*** (0.001) | −0.004*** (0.001) | −0.005*** (0.001) | −0.005*** (0.001) | −0.006*** (0.001) | −0.003*** (0.001) | −0.003** (0.001) |
| Distance to nearest town (km) | 0.000 (0.001) | 0.001 (0.001) | −0.000 (0.001) | −0.001 (0.000) | −0.000 (0.001) | −0.001** (0.001) | ||||||
| Distance to road access (km) | 0.002 (0.002) | 0.003 (0.002) | −0.000 (0.002) | 0.000 (0.002) | −0.002 (0.003) | 0.002 (0.002) | ||||||
| Phone access | 0.003 (0.011) | 0.001 (0.013) | 0.011 (0.015) | −0.030** (0.012) | −0.028** (0.014) | −0.029* (0.016) | ||||||
| Distance to railway station (km) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.000) | 0.000 (0.000) | −0.000 (0.000) | ||||||
| Distance to market (km) | 0.001 (0.001) | 0.001 (0.001) | 0.001 (0.001) | 0.001 (0.001) | 0.000 (0.001) | 0.002* (0.001) | ||||||
| Distance to secondary school (km) | −0.000 (0.001) | −0.000 (0.001) | −0.002 (0.001) | 0.002** (0.001) | 0.002 (0.001) | 0.002* (0.001) | ||||||
| Distance to higher secondary school (km) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.001) | 0.000 (0.000) | ||||||
| Average washing machine ownership | 0.079 | 0.037 | 0.076 | 0.038 | 0.083 | 0.037 | 0.079 | 0.037 | 0.076 | 0.038 | 0.083 | 0.037 |
| Average Yict | 0.819 | 0.806 | 0.812 | 0.806 | 0.827 | 0.807 | 0.152 | 0.194 | 0.185 | 0.226 | 0.110 | 0.152 |
| N | 30,322 | 17,119 | 17,150 | 9,737 | 13,168 | 7,377 | 30,337 | 17,124 | 17,159 | 9,741 | 13,174 | 7,378 |
| R2 | 0.357 | 0.245 | 0.248 | 0.246 | 0.281 | 0.290 | 0.170 | 0.167 | 0.196 | 0.196 | 0.163 | 0.162 |
Notes: All columns include district and year fixed effects. Standard errors are presented in parentheses.
2SLS, two–stage least squares; SC/ST, scheduled caste/scheduled tribe.
Table 8
2SLS: effect of living in a household that owns a refrigerator on children's outcomes
| Enrollment | Employment | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| All | Male | Female | All | Male | Female | |||||||
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | |
| First stage | ||||||||||||
| Owns refrigerator (no children) | 0.290*** (0.019) | 0.268*** (0.030) | 0.310*** (0.022) | 0.285*** (0.034) | 0.264*** (0.022) | 0.246*** (0.035) | 0.290*** (0.019) | 0.267*** (0.030) | 0.310*** (0.022) | 0.285*** (0.034) | 0.265*** (0.022) | 0.246*** (0.035) |
| Owns air conditioner | 0.167*** (0.028) | 0.217*** (0.052) | 0.159*** (0.033) | 0.192** (0.077) | 0.174*** (0.028) | 0.256*** (0.052) | 0.167*** (0.028) | 0.217*** (0.052) | 0.160*** (0.033) | 0.192** (0.077) | 0.174*** (0.028) | 0.256*** (0.052) |
| Owns color television | 0.092*** (0.009) | 0.073*** (0.011) | 0.101*** (0.010) | 0.080*** (0.013) | 0.082*** (0.011) | 0.066*** (0.013) | 0.092*** (0.009) | 0.073*** (0.011) | 0.101*** (0.010) | 0.080*** (0.013) | 0.083*** (0.011) | 0.066*** (0.013) |
| F–statistic | 154.95 | 58.22 | 165.63 | 49.05 | 83.00 | 35.51 | 156.18 | 58.14 | 166.03 | 49.01 | 84.50 | 35.49 |
| 2SLS | ||||||||||||
| Own refrigerator | 0.153*** (0.034) | 0.150*** (0.056) | 0.175*** (0.037) | 0.161** (0.062) | 0.127** (0.049) | 0.135* (0.076) | −0.091** (0.036) | −0.065 (0.077) | −0.075* (0.042) | −0.014 (0.081) | −0.106** (0.044) | −0.133 (0.098) |
| Age | 0.142*** (0.018) | 0.169*** (0.024) | 0.163*** (0.023) | 0.199*** (0.031) | 0.112*** (0.027) | 0.134*** (0.038) | −0.065*** (0.017) | −0.065*** (0.025) | −0.096*** (0.023) | −0.095*** (0.032) | 0.009 (0.023) | 0.011 (0.035) |
| Age–squared | −0.007*** (0.001) | −0.008*** (0.001) | −0.007*** (0.001) | −0.009*** (0.001) | −0.006*** (0.001) | −0.007*** (0.001) | 0.004*** (0.001) | 0.004*** (0.001) | 0.005*** (0.001) | 0.005*** (0.001) | 0.001 (0.001) | 0.001 (0.001) |
| Female | −0.016*** (0.005) | −0.030*** (0.008) | −0.056*** (0.005) | −0.051*** (0.007) | ||||||||
| Rural | 0.032*** (0.009) | −0.024 (0.018) | 0.047*** (0.012) | −0.010 (0.023) | 0.008 (0.011) | −0.037 (0.031) | 0.055*** (0.009) | 0.005 (0.024) | 0.051*** (0.010) | 0.016 (0.032) | 0.059*** (0.010) | −0.009 (0.030) |
| Hindu | 0.086*** (0.010) | 0.079*** (0.014) | 0.085*** (0.011) | 0.072*** (0.015) | 0.090*** (0.012) | 0.090*** (0.020) | −0.010 (0.007) | −0.008 (0.011) | −0.021** (0.009) | −0.020 (0.016) | 0.000 (0.008) | 0.004 (0.015) |
| SC or ST | −0.010 (0.006) | −0.017** (0.008) | −0.017** (0.008) | −0.024** (0.010) | −0.001 (0.008) | −0.007 (0.012) | −0.010* (0.006) | −0.009 (0.008) | −0.007 (0.007) | −0.009 (0.010) | −0.014* (0.008) | −0.012 (0.011) |
| Wealth index | 0.048*** (0.011) | 0.038** (0.016) | 0.042*** (0.012) | 0.032* (0.018) | 0.055*** (0.016) | 0.046* (0.023) | −0.040*** (0.010) | −0.038** (0.019) | −0.043*** (0.013) | −0.046** (0.021) | −0.035*** (0.014) | −0.025 (0.024) |
| Father's age | −0.003*** (0.000) | −0.002*** (0.001) | −0.002*** (0.001) | −0.001* (0.001) | −0.004*** (0.001) | −0.003*** (0.001) | 0.001** (0.000) | 0.001 (0.001) | 0.001** (0.001) | 0.000 (0.001) | 0.001* (0.001) | 0.001 (0.001) |
| Mother's age | 0.000 (0.000) | −0.000 (0.001) | 0.000 (0.001) | −0.000 (0.001) | 0.000 (0.001) | −0.000 (0.001) | 0.000 (0.000) | 0.001 (0.001) | −0.000 (0.001) | 0.001 (0.001) | 0.000 (0.001) | −0.000 (0.001) |
| Father's years of schooling | 0.011*** (0.001) | 0.012*** (0.001) | 0.010*** (0.001) | 0.011*** (0.001) | 0.011*** (0.001) | 0.012*** (0.001) | −0.004*** (0.001) | −0.005*** (0.001) | −0.005*** (0.001) | −0.006*** (0.001) | −0.002** (0.001) | −0.004** (0.001) |
| Mother's years of schooling | 0.005*** (0.001) | 0.005*** (0.001) | 0.005*** (0.001) | 0.005*** (0.001) | 0.004*** (0.001) | 0.004*** (0.001) | −0.003*** (0.001) | −0.004*** (0.001) | −0.004*** (0.001) | −0.006*** (0.002) | −0.001 (0.001) | −0.003* (0.001) |
| Distance to nearest town (km) | 0.000 (0.001) | 0.001 (0.001) | −0.000 (0.001) | −0.001 (0.000) | −0.000 (0.001) | −0.001** (0.001) | ||||||
| Distance to road access (km) | 0.001 (0.002) | 0.002 (0.002) | 0.000 (0.002) | 0.000 (0.002) | −0.001 (0.003) | 0.002 (0.002) | ||||||
| Phone access | 0.006 (0.011) | 0.003 (0.013) | 0.013 (0.015) | −0.032*** (0.012) | −0.028** (0.014) | −0.031** (0.016) | ||||||
| Distance to railway station (km) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.000) | 0.000 (0.000) | −0.000 (0.000) | ||||||
| Distance to market (km) | 0.001 (0.001) | 0.001 (0.001) | 0.001 (0.001) | 0.001 (0.001) | −0.000 (0.001) | 0.001 (0.001) | ||||||
| Distance to secondary school (km) | −0.000 (0.001) | −0.000 (0.001) | −0.001 (0.001) | 0.002** (0.001) | 0.002 (0.001) | 0.002* (0.001) | ||||||
| Distance to higher secondary school (km) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.000) | −0.000 (0.001) | 0.000 (0.000) | ||||||
| Average refrigerator ownership | 0.260 | 0.168 | 0.249 | 0.166 | 0.274 | 0.171 | 0.260 | 0.168 | 0.249 | 0.166 | 0.274 | 0.171 |
| Average Yict | 0.819 | 0.806 | 0.812 | 0.806 | 0.827 | 0.806 | 0.152 | 0.194 | 0.185 | 0.226 | 0.110 | 0.152 |
| N | 30,370 | 17,121 | 17,183 | 9,743 | 13,183 | 7,375 | 30,385 | 17,126 | 17,192 | 9,747 | 13,189 | 7,376 |
| R2 | 0.234 | 0.235 | 0.231 | 0.234 | 0.272 | 0.283 | 0.162 | 0.165 | 0.191 | 0.196 | 0.150 | 0.155 |
Notes: All columns include district and year fixed effects. Standard errors are presented in parentheses.
2SLS, two–stage least squares; SC/ST, scheduled caste/scheduled tribe.
Table 9
2SLS: effect of living in a household that owns a washing machine on married women's work
| Work inside household | Work outside household | |||
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
| First stage | ||||
| Owns washing machine (single women) | 0.501*** (0.0171) | 0.485*** (0.0310) | 0.501*** (0.0171) | 0.485*** (0.0310) |
| Owns air conditioner | 0.437*** (0.0239) | 0.523*** (0.0450) | 0.437*** (0.0239) | 0.523*** (0.0450) |
| Owns color television | 0.00278 (0.00409) | 0.0000 (0.00407) | 0.00278 (0.00409) | 0.0000 (0.00407) |
| F–statistic | 638.36 | 146.45 | 638.36 | 146.45 |
| 2SLS | ||||
| Owns washing machine | −0.068** (0.027) | −0.147** (0.067) | 0.154*** (0.023) | 0.080** (0.033) |
| Age | 0.037*** (0.002) | 0.050*** (0.002) | 0.035*** (0.001) | 0.039*** (0.002) |
| Age–squared | −0.000*** (0.000) | −0.001*** (0.000) | −0.000*** (0.000) | −0.001*** (0.000) |
| Years of schooling | −0.008*** (0.001) | −0.010*** (0.001) | −0.003*** (0.001) | −0.007*** (0.001) |
| Rural | 0.286*** (0.014) | 0.076*** (0.024) | 0.014 (0.010) | −0.014 (0.019) |
| Hindu | 0.054*** (0.009) | 0.088*** (0.016) | 0.027*** (0.006) | 0.013 (0.009) |
| SC or ST | −0.064*** (0.008) | −0.078*** (0.010) | 0.113*** (0.008) | 0.137*** (0.009) |
| Wealth index | −0.062*** (0.007) | −0.029*** (0.009) | −0.140*** (0.007) | −0.140*** (0.009) |
| No. of children (household) | 0.004** (0.002) | −0.000 (0.002) | −0.005*** (0.001) | −0.005*** (0.002) |
| Village controls | ||||
| Distance to nearest town (km) | −0.001 (0.000) | 0.000 (0.000) | ||
| Distance to road access (km) | 0.003** (0.002) | 0.002 (0.001) | ||
| Phone access | −0.043*** (0.013) | 0.016 (0.010) | ||
| Distance to railway station (km) | 0.000 (0.000) | 0.000 (0.000) | ||
| Distance to market (km) | 0.003*** (0.001) | −0.002*** (0.001) | ||
| Distance to secondary school (km) | 0.003*** (0.001) | 0.000 (0.001) | ||
| Distance to higher secondary school (km) | 0.000 (0.000) | −0.000 (0.000) | ||
| N | 70,160 | 38,059 | 70,160 | 38,059 |
| R2 | 0.288 | 0.191 | 0.206 | 0.249 |
Notes: Work inside household includes the following employment categories: household farm work, animal care, and work in the family business. Work outside household includes the following employment categories: agricultural labor, nonagricultural labor, and salaried work. All columns include district and year fixed effects. Standard errors are presented in parentheses.
2SLS, two–stage least squares; SC/ST, scheduled caste/scheduled tribe.
Table 10
2SLS: effect of living in a household that owns a refrigerator on married women's work
| Work inside household | Work outside household | |||
|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |
| First stage | ||||
| Owns Refrigerator (single women) | 0.376*** (0.0132) | 0.352*** (0.0204) | 0.376*** (0.0132) | 0.352*** (0.0204) |
| Owns air conditioner | 0.158*** (0.0190) | 0.223*** (0.0313) | 0.158*** (0.0190) | 0.223*** (0.0313) |
| Owns color television | 0.121*** (0.00848) | 0.0999*** (0.0112) | 0.121*** (0.00848) | 0.0999*** (0.0112) |
| F–statistic | 495.87 | 193.8 | 495.87 | 193.8 |
| 2SLS | ||||
| Owns refrigerator | −0.145*** (0.030) | −0.106* (0.058) | 0.082*** (0.026) | 0.010 (0.045) |
| Age | 0.037*** (0.002) | 0.050*** (0.002) | 0.034*** (0.001) | 0.038*** (0.002) |
| Age–squared | −0.000*** (0.000) | −0.001*** (0.000) | −0.000*** (0.000) | −0.001*** (0.000) |
| Years of schooling | −0.006*** (0.001) | −0.009*** (0.001) | −0.002** (0.001) | −0.007*** (0.001) |
| Rural | 0.285*** (0.014) | 0.072*** (0.026) | 0.010 (0.011) | −0.016 (0.020) |
| Hindu | 0.053*** (0.009) | 0.089*** (0.016) | 0.026*** (0.006) | 0.012 (0.009) |
| SC or ST | −0.065*** (0.008) | −0.079*** (0.010) | 0.113*** (0.008) | 0.136*** (0.009) |
| Wealth index | −0.025** (0.010) | −0.012 (0.016) | −0.150*** (0.010) | −0.136*** (0.014) |
| No. of children (household) | 0.004*** (0.002) | −0.000 (0.002) | −0.005*** (0.001) | −0.005*** (0.002) |
| Village controls | ||||
| Distance to nearest town (km) | −0.001 (0.000) | 0.000 (0.000) | ||
| Distance to road access (km) | 0.003* (0.002) | 0.002 (0.002) | ||
| Phone access | −0.046*** (0.013) | 0.016 (0.010) | ||
| Distance to railway station (km) | 0.000 (0.000) | 0.000 (0.000) | ||
| Distance to market (km) | 0.003*** (0.001) | −0.002*** (0.001) | ||
| Distance to secondary school (km) | 0.003*** (0.001) | 0.000 (0.001) | ||
| Distance to higher secondary school (km) | 0.000 (0.000) | −0.000 (0.000) | ||
| N | 70,160 | 38,059 | 70,160 | 38,059 |
| R2 | 0.288 | 0.191 | 0.206 | 0.249 |
Notes: Work inside household includes the following employment categories: household farm work, animal care, and work in the family business. Work outside household includes the employment categories agricultural labor, nonagricultural labor, and salaried work. All columns include district and year fixed effects. Standard errors are presented in parentheses.
2SLS, two–stage least squares; SC/ST, scheduled caste/scheduled tribe.
Table A1
Summary statistics of the women in the study, by marital status
| Variable | Married women aged 15–59 years | Single women aged 15–59 years | ||
|---|---|---|---|---|
| 2005 | 2012 | 2005 | 2012 | |
| Urban | 27.76 | 32.97 | 31.98 | 34.04 |
| Age | 35.15 | 36.64 | 25.16 | 26.72 |
| Hindu | 82.77 | 82.4 | 78.43 | 79.64 |
| Mean number of kids in the household | 1.674 (1.585) | 2.049 (1.99) | 0.796 (1.242) | 1.639 (1.909) |
| Education: | ||||
| Mean years of schooling | 3.921 | 4.988 | 6.46 | 7.46 |
| Literate | 49.59 | 59.32 | 72.69 | 77.35 |
| Employment: | ||||
| Work inside the household: | ||||
| Animal care | 29.59 | 22.34 | 17.47 | 11.91 |
| Farm work | 20.93 | 18.31 | 9.94 | 8.92 |
| Family business work | 3.05 | 3.99 | 2.31 | 2.72 |
| Work outside the household: | ||||
| Agricultural labor | 14.38 | 11.96 | 9.03 | 8.24 |
| Nonagricultural labor | 4.39 | 7.12 | 3.44 | 5.06 |
| Salaried position | 3.47 | 4.69 | 5.36 | 6.85 |
| Employment rate | 51.73 | 48.25 | 35.64 | 33.63 |
| Rural | 63.71 | 60.48 | 43.3 | 39.09 |
| Urban | 20.57 | 23.37 | 19.34 | 23.07 |
| Mean wealth index | 1.537 (0.687) | 1.760 (0.693) | 1.607 (0.679) | 1.757 (0.674) |
| N | 45,538 | 42,715 | 18,727 | 20,937 |
[i] Note: Summary statistics for Indian women using IHDS data.
[ii] IHDS, India Human Development Survey.
Table A2
Summary statistics of the women in the study, by ownership of refrigerator
| Variable | Owns refrigerator | Does not own refrigerator | ||
|---|---|---|---|---|
| 2005 | 2012 | 2005 | 2012 | |
| Urban | 68.62 | 64.3 | 20.95 | 22.07 |
| Mean number of kids in household | 1.358 (1.42) | 1.634 (1.70) | 1.727 (1.60) | 2.194 (2.06) |
| Mean years of education | 8.68 | 8.48 | 3.12 | 3.77 |
| Literate | 85.89 | 85.48 | 43.5 | 50.22 |
| Employment: | ||||
| Work inside the household: | ||||
| Animal care | 12.13 | 11.88 | 32.53 | 25.98 |
| Farm work | 6.11 | 8.35 | 23.42 | 21.78 |
| Family business work | 3.48 | 4.96 | 2.98 | 3.66 |
| Work outside the household: | ||||
| Agricultural labor | 0.39 | 1.11 | 16.68 | 15.73 |
| Nonagricultural labor | 0.34 | 1.94 | 5.06 | 8.92 |
| Salaried position | 6.68 | 7.38 | 2.94 | 3.76 |
| Mean wealth index | 2.519 (0.37) | 2.459 (0.33) | 1.376 (0.59) | 1.517 (0.62) |
| Owns washing machine | 24.94 | 30.87 | 0.2 | 0.62 |
| Owns color television | 88.13 | 96.55 | 15.46 | 49.11 |
| Owns air conditioner | 4.05 | 7.07 | 0.03 | 0.13 |
| N | 8,440 | 13,119 | 36,008 | 29,562 |
[i] Note: Summary statistics for Indian women using IHDS data.
[ii] IHDS, India Human Development Survey.
Table A3
2SLS: effect of living in a household that owns an appliance on married women's employment by education
| Washing machine | Refrigerator | |||||||
|---|---|---|---|---|---|---|---|---|
| Below primary education | Primary & above | Below primary education | Primary & above | |||||
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
| First stage | ||||||||
| Owns washing machine (single women) | 0.394*** (0.026) | 0.303*** (0.037) | 0.472*** (0.019) | 0.520*** (0.041) | ||||
| Owns refrigerator (single women) | 0.336*** (0.018) | 0.309*** (0.025) | 0.350*** (0.015) | 0.354*** (0.026) | ||||
| Owns air conditioner | 0.509*** (0.049) | 0.443*** (0.099) | 0.385*** (0.024) | 0.501*** (0.040) | 0.318*** (0.039) | 0.276*** (0.058) | 0.0915*** (0.017) | 0.148*** (0.035) |
| Owns color television | 0.0102*** (0.003) | 0.00598* (0.003) | −0.000673 (0.006) | −0.00571 (0.006) | 0.100*** (0.009) | 0.0808*** (0.011) | 0.144*** (0.011) | 0.121*** (0.014) |
| F–statistic | 141.1 | 32.11 | 372.77 | 133.3 | 209.87 | 72.14 | 295.98 | 105.74 |
| 2SLS | ||||||||
| Owns washing machine | −0.082 (0.062) | 0.004 (0.120) | 0.005 (0.036) | −0.100 (0.069) | ||||
| Owns refrigerator | −0.184*** (0.054) | −0.090 (0.083) | −0.131*** (0.031) | −0.117* (0.064) | ||||
| Age | 0.058*** (0.002) | 0.065*** (0.002) | 0.048*** (0.002) | 0.061*** (0.003) | 0.057*** (0.002) | 0.064*** (0.002) | 0.047*** (0.002) | 0.061*** (0.003) |
| Age−squared | −0.001*** (0.000) | −0.001*** (0.000) | −0.001*** (0.000) | −0.001*** (0.000) | −0.001*** (0.000) | −0.001*** (0.000) | −0.001*** (0.000) | −0.001*** (0.000) |
| Years of schooling | −0.007*** (0.002) | −0.007** (0.003) | 0.003** (0.001) | −0.008*** (0.002) | −0.006** (0.002) | −0.006* (0.003) | 0.006*** (0.001) | −0.007*** (0.002) |
| Rural | 0.274*** (0.016) | 0.053 (0.033) | 0.221*** (0.016) | 0.020 (0.028) | 0.273*** (0.016) | 0.046 (0.033) | 0.219*** (0.016) | 0.016 (0.030) |
| Hindu | 0.075*** (0.011) | 0.075*** (0.016) | 0.037*** (0.010) | 0.065*** (0.020) | 0.072*** (0.012) | 0.073*** (0.016) | 0.034*** (0.010) | 0.067*** (0.020) |
| SC or ST | 0.012 (0.008) | 0.010 (0.009) | 0.010 (0.009) | 0.015 (0.013) | 0.011 (0.009) | 0.009 (0.009) | 0.005 (0.009) | 0.011 (0.014) |
| Wealth index | −0.114*** (0.009) | −0.077*** (0.010) | −0.153*** (0.008) | −0.128*** (0.013) | −0.077*** (0.013) | −0.059*** (0.017) | −0.104*** (0.013) | −0.100*** (0.022) |
| No. of children (household) | 0.000 (0.002) | −0.005** (0.002) | 0.003 (0.002) | −0.002 (0.003) | 0.001 (0.002) | −0.005* (0.002) | 0.004* (0.002) | −0.001 (0.003) |
| Village controls | ||||||||
| Distance to nearest town (km) | −0.001 (0.000) | 0.000 (0.000) | −0.001* (0.000) | 0.000 (0.000) | ||||
| District to road access (km) | 0.003* (0.002) | 0.003* (0.002) | 0.003* (0.002) | 0.003 (0.002) | ||||
| Phone access | −0.001 (0.012) | −0.035*** (0.013) | −0.003 (0.012) | −0.039*** (0.013) | ||||
| Distance to railway station (km) | 0.000 (0.000) | 0.000 (0.000) | 0.000 (0.000) | 0.000 (0.000) | ||||
| Distance to market (km) | 0.001 (0.001) | 0.002** (0.001) | 0.001 (0.001) | 0.002* (0.001) | ||||
| Distance to secondary school (km) | 0.001* (0.001) | 0.003*** (0.001) | 0.001 (0.001) | 0.003*** (0.001) | ||||
| Distance to higher secondary school (km) | 0.000 (0.000) | 0.000 (0.000) | 0.000 (0.000) | 0.001 (0.000) | ||||
| Average appliance ownership | 0.027 | 0.0167 | 0.151 | 0.08 | 0.1313 | 0.099 | 0.425 | 0.305 |
| Average employment | 0.618 | 0.722 | 0.344 | 0.498 | 0.6187 | 0.723 | 0.344 | 0.498 |
| N | 31285 | 20575 | 38875 | 17484 | 31309 | 20581 | 38912 | 17490 |
| R2 | 0.271 | 0.174 | 0.249 | 0.222 | 0.261 | 0.171 | 0.240 | 0.220 |
Notes: Columns 1–4 show the results for ownership of washing machine for women with lower–than–primary level of education (Columns 1 and 2) and for women with education level of primary and above (Columns 3 and 4). Similarly, Columns 5–8 show the results for refrigerator ownership for women with varying levels of education. All columns include district and year fixed effects. Standard errors are presented in parentheses.
2SLS, two–stage least squares; SC/ST, scheduled caste/scheduled tribe.
Table A4
2SLS: effect of living in a household that owns a washing machine on married women's employment by job type
| Animal care | Farm work | Agricultural labor | Nonagricultural labor | Salaried post | Family business | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | |
| First stage | ||||||||||||
| Owns washing machine (single women) | 0.501*** (0.0171) | 0.485*** (0.0310) | 0.501*** (0.0171) | 0.485*** (0.0310) | 0.501*** (0.0171) | 0.485*** (0.0310) | 0.501*** (0.0171) | 0.485*** (0.0310) | 0.501*** (0.0171) | 0.485*** (0.0311) | 0.502*** (0.0174) | 0.486*** (0.0309) |
| Owns air conditioner | 0.437*** (0.0239) | 0.523*** (0.0450) | 0.437*** (0.0239) | 0.523*** (0.0450) | 0.437*** (0.0239) | 0.523*** (0.0450) | 0.437*** (0.0239) | 0.523*** (0.0450) | 0.437*** (0.0239) | 0.523*** (0.0449) | 0.437*** (0.0240) | 0.523*** (0.0449) |
| Owns color television | 0.003 (0.00409) | 0.000 (0.00407) | 0.003 (0.00409) | 0.000 (0.00407) | 0.003 (0.00409) | 0.000 (0.00407) | 0.003 (0.00409) | 0.000 (0.00407) | 0.003 (0.00409) | 0.000 (0.00407) | 0.003 (0.00409) | 0.000 (0.00404) |
| F–statistic | 638.49 | 146.37 | 638.36 | 146.45 | 638.37 | 146.45 | 638.37 | 146.55 | 637.65 | 145.43 | 638 | 147.85 |
| 2SLS | ||||||||||||
| Owns washing machine | −0.068** (0.027) | −0.136** (0.069) | −0.002 (0.018) | −0.073 (0.051) | 0.141*** (0.015) | 0.098*** (0.022) | −0.016 (0.011) | −0.049*** (0.018) | 0.032** (0.015) | 0.017 (0.020) | −0.023*** (0.008) | −0.016 (0.013) |
| Age | 0.030*** (0.001) | 0.043*** (0.002) | 0.019*** (0.001) | 0.028*** (0.002) | 0.017*** (0.001) | 0.023*** (0.002) | 0.009*** (0.001) | 0.010*** (0.001) | 0.011*** (0.001) | 0.009*** (0.001) | 0.007*** (0.001) | 0.006*** (0.001) |
| Age–squared | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) |
| Years of schooling | −0.007*** (0.001) | −0.008*** (0.001) | −0.005*** (0.001) | −0.006*** (0.001) | −0.007*** (0.001) | −0.012*** (0.001) | −0.003*** (0.000) | −0.003*** (0.000) | 0.007*** (0.001) | 0.007*** (0.000) | 0.000 (0.000) | 0.001* (0.000) |
| Rural | 0.206*** (0.013) | 0.040* (0.022) | 0.211*** (0.016) | 0.045** (0.021) | 0.052*** (0.010) | −0.009 (0.011) | −0.001 (0.006) | 0.025* (0.015) | −0.032*** (0.004) | −0.025 (0.019) | −0.008** (0.004) | 0.015* (0.008) |
| Hindu | 0.026*** (0.007) | 0.046*** (0.013) | 0.074*** (0.008) | 0.111*** (0.012) | 0.031*** (0.005) | 0.029*** (0.007) | −0.005 (0.004) | −0.014** (0.006) | 0.003 (0.003) | −0.002 (0.004) | −0.004 (0.003) | −0.005 (0.005) |
| SC or ST | −0.039*** (0.007) | −0.050*** (0.009) | −0.051*** (0.008) | −0.069*** (0.010) | 0.077*** (0.007) | 0.103*** (0.008) | 0.022*** (0.004) | 0.029*** (0.005) | 0.024*** (0.003) | 0.017*** (0.003) | −0.009*** (0.003) | −0.007** (0.003) |
| Wealth index | −0.053*** (0.005) | −0.034*** (0.008) | −0.050*** (0.007) | −0.025*** (0.009) | −0.106*** (0.007) | −0.120*** (0.008) | −0.027*** (0.004) | −0.022*** (0.004) | −0.015*** (0.003) | −0.007*** (0.002) | 0.009*** (0.002) | 0.011*** (0.002) |
| No. of children (household) | 0.001 (0.001) | −0.003 (0.002) | 0.003** (0.001) | 0.001 (0.002) | −0.005*** (0.001) | −0.005*** (0.002) | 0.001 (0.001) | 0.001 (0.001) | −0.001** (0.001) | −0.001* (0.001) | −0.001 (0.000) | −0.001** (0.001) |
| Village controls | ||||||||||||
| Distance to nearest town (km) | −0.001 (0.000) | −0.000 (0.000) | −0.000 (0.000) | 0.000 (0.000) | 0.000** (0.000) | 0.000 (0.000) | ||||||
| Distance to road access (km) | 0.000 (0.002) | 0.005*** (0.002) | 0.003** (0.001) | 0.000 (0.002) | 0.000 (0.001) | 0.000 (0.001) | ||||||
| Phone access | −0.025* (0.013) | −0.062*** (0.014) | 0.007 (0.009) | 0.013* (0.007) | 0.003 (0.003) | −0.002 (0.003) | ||||||
| Distance to railway station (km) | −0.000 (0.000) | 0.000 (0.000) | 0.000 (0.000) | 0.000 (0.000) | 0.000 (0.000) | 0.000 (0.000) | ||||||
| Distance to market (km) | 0.003*** (0.001) | 0.003*** (0.001) | −0.001* (0.001) | −0.000 (0.000) | −0.000** (0.000) | −0.001** (0.000) | ||||||
| Distance to secondary school (km) | 0.001 (0.001) | 0.004*** (0.001) | 0.000 (0.001) | 0.000 (0.001) | −0.000* (0.000) | 0.001 (0.000) | ||||||
| Distance to higher secondary school (km) | 0.000 (0.001) | 0.000 (0.000) | −0.000 (0.000) | 0.000 (0.000) | 0.000* (0.000) | 0.000 (0.000) | ||||||
| N | 70,146 | 38,048 | 70,160 | 38,059 | 70,156 | 38,056 | 70,155 | 38,054 | 70,154 | 38,058 | 70,048 | 38,015 |
| R2 | 0.256 | 0.193 | 0.276 | 0.223 | 0.277 | 0.279 | 0.101 | 0.119 | 0.061 | 0.050 | 0.024 | 0.031 |
Notes: All columns include district and year fixed effects. Standard errors are presented in parentheses.
2SLS, two–stage least squares; SC/ST, scheduled caste/scheduled tribe.
Table A5
2SLS: effect of living in a household that owns a refrigerator on married women's employment by job type
| Animal care | Farm work | Agricultural labor | Nonagricultural labor | Salaried post | Family business | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) | (12) | |
| First stage | ||||||||||||
| Owns refrigerator (single women) | 0.376*** (0.0132) | 0.352*** (0.0204) | 0.376*** (0.0132) | 0.352*** (0.0204) | 0.376*** (0.0132) | 0.352*** (0.0204) | 0.376*** (0.0132) | 0.352*** (0.0204) | 0.376*** (0.0132) | 0.352*** (0.0204) | 0.376*** (0.0132) | 0.352*** (0.0204) |
| Owns air conditioner | 0.158*** (0.0190) | 0.223*** (0.0313) | 0.158*** (0.0190) | 0.223*** (0.0313) | 0.158*** (0.0190) | 0.223*** (0.0313) | 0.158*** (0.0190) | 0.223*** (0.0313) | 0.158*** (0.0190) | 0.223*** (0.0313) | 0.158*** (0.0189) | 0.224*** (0.0314) |
| Owns color television | 0.121*** (0.00848) | 0.0999*** (0.0112) | 0.121*** (0.00848) | 0.0999*** (0.0112) | 0.121*** (0.00848) | 0.0999*** (0.0112) | 0.121*** (0.00848) | 0.0999*** (0.0112) | 0.121*** (0.00848) | 0.0999*** (0.0112) | 0.121*** (0.00848) | 0.100*** (0.0112) |
| F–statistic | 497.52 | 193.73 | 495.87 | 193.8 | 495.88 | 193.82 | 495.68 | 193.6 | 495.54 | 193.74 | 495.69 | 193.82 |
| 2SLS | ||||||||||||
| Owns refrigerator | −0.106*** (0.028) | −0.076 (0.054) | −0.105*** (0.029) | −0.139** (0.057) | 0.100*** (0.019) | 0.021 (0.035) | −0.008 (0.016) | −0.012 (0.030) | −0.008 (0.013) | −0.010 (0.014) | −0.021** (0.009) | −0.007 (0.013) |
| Age | 0.030*** (0.001) | 0.044*** (0.002) | 0.019*** (0.001) | 0.028*** (0.002) | 0.017*** (0.001) | 0.023*** (0.002) | 0.009*** (0.001) | 0.010*** (0.001) | 0.011*** (0.001) | 0.009*** (0.001) | 0.007*** (0.001) | 0.006*** (0.001) |
| Age–squared | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) | −0.000*** (0.000) |
| Years of schooling | −0.006*** (0.001) | −0.008*** (0.001) | −0.003*** (0.001) | −0.005*** (0.001) | −0.007*** (0.001) | −0.011*** (0.001) | −0.003*** (0.000) | −0.004*** (0.001) | 0.008*** (0.000) | 0.007*** (0.001) | 0.000 (0.000) | 0.001* (0.000) |
| Rural | 0.206*** (0.013) | 0.039* (0.023) | 0.209*** (0.016) | 0.036 (0.023) | 0.050*** (0.010) | −0.012 (0.012) | −0.001 (0.006) | 0.026* (0.015) | −0.034*** (0.004) | −0.026 (0.019) | −0.008** (0.004) | 0.015* (0.008) |
| Hindu | 0.025*** (0.007) | 0.047*** (0.013) | 0.072*** (0.008) | 0.110*** (0.013) | 0.030*** (0.005) | 0.028*** (0.007) | −0.005 (0.004) | −0.013** (0.006) | 0.003 (0.003) | −0.002 (0.004) | −0.004 (0.003) | −0.005 (0.006) |
| SC or ST | −0.040*** (0.007) | −0.050*** (0.009) | −0.053*** (0.008) | −0.072*** (0.010) | 0.077*** (0.007) | 0.102*** (0.008) | 0.022*** (0.004) | 0.029*** (0.005) | 0.023*** (0.003) | 0.017*** (0.003) | −0.009*** (0.003) | −0.007** (0.003) |
| Wealth index | −0.027*** (0.009) | −0.023 (0.015) | −0.019* (0.010) | 0.006 (0.016) | −0.122*** (0.009) | −0.118*** (0.011) | −0.027*** (0.006) | −0.023** (0.009) | −0.009** (0.004) | −0.003 (0.004) | 0.013*** (0.003) | 0.012*** (0.004) |
| No. of children (household) | 0.002 (0.001) | −0.003 (0.002) | 0.003** (0.001) | 0.001 (0.002) | −0.005*** (0.001) | −0.005*** (0.001) | 0.001 (0.001) | 0.001 (0.001) | −0.001** (0.001) | −0.001* (0.001) | −0.001 (0.000) | −0.001** (0.001) |
| Village controls | ||||||||||||
| Distance to nearest town (km) | −0.001 (0.000) | −0.000 (0.000) | −0.000 (0.000) | 0.000 (0.000) | 0.000** (0.000) | 0.000 (0.000) | ||||||
| Distance to road access (km) | 0.000 (0.002) | 0.005*** (0.002) | 0.003** (0.001) | 0.000 (0.002) | 0.000 (0.001) | 0.000 (0.001) | ||||||
| Phone access | −0.027** (0.013) | −0.065*** (0.014) | 0.007 (0.009) | 0.013* (0.007) | 0.003 (0.003) | −0.003 (0.003) | ||||||
| Distance to railway station (km) | −0.000 (0.000) | 0.000 (0.000) | 0.000 (0.000) | 0.000 (0.000) | 0.000 (0.000) | 0.000 (0.000) | ||||||
| Distance to market (km) | 0.003*** (0.001) | 0.003*** (0.001) | −0.001** (0.001) | −0.000 (0.000) | −0.000** (0.000) | −0.001** (0.000) | ||||||
| Distance to secondary school (km) | 0.001 (0.001) | 0.004*** (0.001) | 0.000 (0.001) | 0.000 (0.001) | −0.000* (0.000) | 0.001 (0.000) | ||||||
| Distance to higher secondary school (km) | 0.000 (0.001) | 0.000 (0.000) | −0.000* (0.000) | 0.000 (0.000) | 0.000* (0.000) | 0.000 (0.000) | ||||||
| N | 70,207 | 38,060 | 70,221 | 38,071 | 70,217 | 38,068 | 70,216 | 38,066 | 70,215 | 38,070 | 70,109 | 38,027 |
| R2 | 0.249 | 0.193 | 0.269 | 0.217 | 0.275 | 0.279 | 0.101 | 0.120 | 0.059 | 0.049 | 0.022 | 0.030 |
Notes: All columns include district and year fixed effects. Standard errors are presented in parentheses.
2SLS, two–stage least squares; SC/ST, scheduled caste/scheduled tribe.