Table 4.
Specification | Predictor | Effect of climate on migration | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Kenya | Uganda | Nigeria | Burkina Faso | Senegal | |||||||
A. CRU anomalies, years 0–1 | Precipitation | 1.15 | 1.13 | 1.30 | + | 0.79 | 0.95 | ||||
[0.95,1.39] | [0.94,1.37] | [0.98,1.73] | [0.56,1.11] | [0.75,1.20] | |||||||
Temperature | 0.58 | ** | 2.23 | ** | 0.58 | 0.29 | *** | 1.14 | |||
[0.40,0.83] | [1.23,4.01] | [0.18,1.82] | [0.18,0.46] | [0.52,2.51] | |||||||
Joint test | 12.0 | ** | 7.3 | * | 17.2 | *** | 28.2 | *** | 0.3 | ||
B. CRU raw values, years 0–1 | Precipitation | 1.06 | 1.07 | 1.14 | * | 0.81 | 0.99 | ||||
[0.96,1.16] | [0.96,1.18] | [1.01,1.29] | [0.59,1.11] | [0.84,1.17] | |||||||
Temperature | 0.93 | * | 1.13 | ** | 0.83 | 0.74 | *** | 1.01 | |||
[0.86,1.00] | [1.04,1.23] | [0.57,1.21] | [0.63,0.85] | [0.85,1.20] | |||||||
Joint test | 6.6 | * | 7.9 | * | 24.4 | *** | 16.9 | *** | 0.0 | ||
C. CRU raw values, years 0–1, plus timing of precipitation | Precipitation | 1.16 | ** | 1.08 | 1.11 | 0.81 | 1.03 | ||||
[1.05,1.27] | [0.95,1.23] | [0.96,1.28] | [0.60,1.10] | [0.86,1.22] | |||||||
Temperature | 0.91 | * | 1.14 | ** | 0.79 | 0.74 | *** | 1.01 | |||
[0.84,0.99] | [1.04,1.25] | [0.52,1.19] | [0.64,0.85] | [0.85,1.20] | |||||||
Precip. timing | 1.37 | ** | 1.08 | 0.63 | 0.92 | 0.57 | + | ||||
[1.10,1.71] | [0.81,1.42] | [0.34,1.18] | [0.56,1.51] | [0.31,1.04] | |||||||
Joint test | 13.5 | ** | 7.7 | + | 20.8 | *** | 19.9 | *** | 3.5 | ||
D. MERRA anomalies, years 0–1 | Precipitation | 0.98 | 1.12 | 1.21 | * | 0.64 | ** | 0.91 | |||
[0.88,1.09] | [0.77,1.63] | [1.03,1.40] | [0.48,0.84] | [0.71,1.16] | |||||||
Temperature | 0.77 | ** | 1.22 | + | 0.40 | *** | 0.51 | *** | 1.00 | ||
[0.65,0.92] | [0.97,1.55] | [0.29,0.56] | [0.35,0.75] | [0.65,1.53] | |||||||
Joint test | 12.3 | ** | 3.3 | 61.4 | *** | 16.1 | *** | 0.6 | |||
E. CRU anomalies, years 0–3 | Precipitation | 0.87 | 0.95 | 0.25 | *** | 0.50 | + | 1.35 | |||
[0.63,1.19] | [0.50,1.80] | [0.11,0.54] | [0.23,1.09] | [0.68,2.65] | |||||||
Temperature | 0.21 | *** | 0.90 | 0.06 | *** | 0.14 | *** | 1.75 | |||
[0.11,0.41] | [0.28,2.88] | [0.02,0.19] | [0.07,0.27] | [0.69,4.42] | |||||||
Joint test | 21.5 | *** | 0.0 | 23.5 | *** | 37.1 | *** | 2.1 | |||
F. CRU anomalies, years 0–1, no time trend | Precipitation | 1.14 | 1.28 | ** | 0.70 | *** | 0.60 | + | 1.10 | ||
[0.93,1.39] | [1.09,1.51] | [0.58,0.84] | [0.35,1.03] | [0.92,1.32] | |||||||
Temperature | 0.58 | ** | 1.15 | 0.44 | * | 0.69 | 1.46 | ||||
[0.41,0.82] | [0.70,1.87] | [0.21,0.93] | [0.44,1.09] | [0.83,2.58] | |||||||
Joint test | 13.4 | ** | 11.0 | ** | 14.5 | *** | 3.4 | 2.6 |
Results from negative binomial regressions at the household-year level of the number of departed migrants. Controls, missing indicators and fixed effects are included but not shown. Joint tests are Wald tests of the climate variables.
p<0.10,
p<0.05,
p<0.01,
p<0.001