Table 5:
Intent-to-treat and Climate Heterogeneous Effects of Cash Transfer on Male Migration, by Wealth
Any move | Moves near | Moves far | ||||
---|---|---|---|---|---|---|
(1) Poor |
(2) Less Poor |
(3) Poor |
(4) Less Poor |
(5) Poor |
(6) Less Poor |
|
Panel A: Climate Anomalies | ||||||
T | −0.001 | −0.026 | −0.017 | −0.012 | 0.015 | −0.016 |
(0.018) | (0.016) | (0.015) | (0.010) | (0.010) | (0.012) | |
T x Rain | 0.005 | 0.007 | 0.014 | 0.029 | −0.005 | −0.020 |
(0.022) | (0.028) | (0.021) | (0.021) | (0.021) | (0.021) | |
T x Temp | 0.006 | −0.032 | −0.018 | −0.041 | 0.023 | 0.003 |
(0.026) | (0.023) | (0.023) | (0.017)** | (0.015) | (0.018) | |
Rain | 0.064 | 0.089 | 0.057 | 0.040 | 0.010 | 0.053 |
(0.021)*** | (0.030)*** | (0.019)*** | (0.018)** | (0.017) | (0.024)** | |
Temp | −0.055 | −0.061 | −0.043 | −0.025 | −0.019 | −0.038 |
(0.022)** | (0.026)** | (0.020)** | (0.015) | (0.014) | (0.022)* | |
R2 | 0.09 | 0.07 | 0.07 | 0.04 | 0.04 | 0.05 |
F statistic, p-values | ||||||
Ha=Rain + T x Rain; Ha =0 | 0.001 | 0.006 | 0.000 | 0.007 | 0.730 | 0.095 |
Hb=Temp + T x Temp; Hb =0 | 0.033 | 0.004 | 0.001 | 0.000 | 0.798 | 0.798 |
Ha (1/3/5)= Ha (2/4/6) | 0.459 | 0.966 | 0.237 | |||
Hb (1/3/5)= Hb (2/4/6) | 0.222 | 0.828 | 0.185 | |||
Panel B: Positive vs. Negative Climate Anomalies | ||||||
T | −0.001 | −0.009 | −0.024 | 0.009 | 0.018 | −0.018 |
(0.025) | (0.023) | (0.021) | (0.016) | (0.015) | (0.018) | |
T x Rain− | −0.014 | −0.035 | −0.006 | −0.052 | −0.008 | 0.012 |
(0.047) | (0.037) | (0.037) | (0.027)* | (0.028) | (0.033) | |
T x Rain+ | −0.060 | −0.033 | 0.007 | 0.053 | −0.058 | −0.091 |
(0.071) | (0.101) | (0.071) | (0.058) | (0.052) | (0.075) | |
T x Temp− | 0.002 | 0.021 | 0.025 | 0.020 | −0.019 | 0.005 |
(0.026) | (0.024) | (0.024) | (0.017) | (0.016) | (0.019) | |
T x Temp+ | 0.126 | −0.037 | 0.018 | −0.210 | 0.111 | 0.165 |
(0.091) | (0.160) | (0.088) | (0.107)* | (0.070) | (0.108) | |
Rain− | −0.043 | −0.092 | −0.052 | −0.050 | 0.007 | −0.039 |
(0.036) | (0.034)*** | (0.035) | (0.022)** | (0.020) | (0.029) | |
Rain+ | 0.125 | 0.104 | 0.074 | 0.009 | 0.056 | 0.116 |
(0.055)** | (0.069) | (0.052) | (0.043) | (0.039) | (0.050)** | |
Temp− | 0.042 | 0.047 | 0.035 | 0.023 | 0.013 | 0.022 |
(0.024)* | (0.023)** | (0.022) | (0.016) | (0.017) | (0.019) | |
Temp+ | −0.157 | −0.177 | −0.084 | −0.019 | −0.084 | −0.194 |
(0.065)** | (0.104)* | (0.056) | (0.078) | (0.046)* | (0.070)*** | |
R2 | 0.09 | 0.07 | 0.07 | 0.04 | 0.04 | 0.06 |
F statistic, p-values | ||||||
Ha=Rain− + T x Rain−; Ha =0 | 0.123 | 0.001 | 0.043 | 0.001 | 0.964 | 0.231 |
Hb=Rain+ + T x Rain+; Hb =0 | 0.185 | 0.356 | 0.139 | 0.154 | 0.962 | 0.658 |
Hc=Temp− + T x Temp−; Hc =0 | 0.075 | 0.013 | 0.009 | 0.006 | 0.692 | 0.692 |
Hd=Temp+ + T x Temp+; Hd =0 | 0.630 | 0.083 | 0.341 | 0.003 | 0.622 | 0.622 |
Ha (1/3/5)= Ha (2/4/6) | 0.112 | 0.178 | 0.448 | |||
Hb (1/3/5)= Hb (2/4/6) | 0.953 | 0.785 | 0.692 | |||
Hc (1/3/5)= Hc (2/4/6) | 0.444 | 0.447 | 0.198 | |||
Hd (1/3/5)= Hd (2/4/6) | 0.197 | 0.085 | 0.589 | |||
N | 3,027 | 3,171 | 2,931 | 3,061 | 2,893 | 3,048 |
Notes: Unit of analysis is person-year. T abbreviates treatment. Rain+ and Temp+ use the absolute values of z scores that are greater than or equal to zero. Rain− and Temp− use the absolute values of z scores that are less than zero. Village-clustered standard errors reported. All specifications include individual and household explanatory variables, as well as district and survey fixed effects. The notation Ha (1/3/5) indicates equation Ha using the estimates from models 1, 3, or 5, respectively, depending on the table column. Thus, Ha (1/3/5)= Ha (2/4/6) is testing whether the expression Ha is equal for men from poor and less poor households using the estimates from models (1/3/5) and (2/4/6), respectively, depending on the table column.
p<0.1
p<0.05
p<0.01