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. Author manuscript; available in PMC: 2021 May 1.
Published in final edited form as: Environ Dev Econ. 2019 Aug 1;25(2):135–158. doi: 10.1017/S1355770X19000214

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