Table A.4:
Climate impacts on labor participation rates by activity
| Dependent variable: Occupational participation dummy |
||||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | |||||
| Non-agriculture |
Agriculture wage |
Agriculture self-employed |
Not employed |
|||||
| Urban | Rural | Urban | Rural | Urban | Rural | Urban | Rural | |
| Temperature | −0.011 (0.011) [0.546] |
0.000 (0.008) [0.957] |
−0.012* (0.006) [0.228] |
0.009* (0.005) [0.368] |
0.014 (0.017) [0.546] |
−0.009 (0.009) [0.561] |
0.005 (0.011) [0.663] |
−0.003 (0.006) [0.867] |
| Temperature2 | −0.009* (0.005) [0.189] |
−0.001 (0.007) [0.830] |
0.003 (0.003) [0.471] |
−0.007 (0.004) [0.524] |
−0.005 (0.010) [0.607] |
0.009 (0.009) [0.613] |
0.019*** (0.006) [0.004] |
−0.002 (0.007) [0.830] |
| Rainfall | 0.017 (0.013) [0.777] |
0.019** (0.009) [0.066] |
0.001 (0.007) [0.934] |
0.012** (0.006) [0.066] |
0.006 (0.012) [0.934] |
−0.010 (0.008) [0.292] |
−0.003 (0.013) [0.934] |
−0.003 (0.006) [0.610] |
| Rainfall2 | −0.020*** (0.006) [0.004] |
−0.016*** (0.006) [0.034] |
−0.011*** (0.003) [0.001] |
−0.010** (0.004) [0.040] |
−0.007 (0.006) [0.247] |
0.005 (0.008) [0.588] |
0.015** (0.006) [0.025] |
−0.003 (0.006) [0.588] |
| Rain. × Temp. | −0.009 (0.013) [0.880] |
−0.008 (0.010) [0.684] |
−0.010* (0.006) [0.375] |
−0.010* (0.006) [0.318] |
−0.002 (0.011) [0.880] |
0.010 (0.015) [0.684] |
0.005 (0.013) [0.880] |
−0.002 (0.012) [0.850] |
| F test: climate parameters = 0 (p values) | ||||||||
| Temperature | 0.011 | 0.767 | 0.016 | 0.270 | 0.777 | 0.639 | 0.000 | 0.890 |
| Rainfall | 0.007 | 0.001 | 0.000 | 0.011 | 0.472 | 0.594 | 0.088 | 0.863 |
| F test: urban = rural climate parameters (p values) | ||||||||
| Temperature | 0.181 | 0.009 | 0.626 | 0.004 | ||||
| Rainfall | 0.953 | 0.365 | 0.304 | 0.104 | ||||
| R2 | 0.058 | 0.017 | 0.005 | 0.012 | ||||
| N | 55,277 | 55,277 | 55,277 | 55,277 | ||||
Note: Parameter estimates with standard errors in parentheses clustered by baseline enumeration area. Observations are person-years. Includes individual and year fixed effects. Temperature and rainfall are z-scores of previous 24-months, and both sample and attrition weights applied. Brackets provide q-values (Anderson, 2008).
p < 0.1
p < 0.05
p < 0.01.