Rainfall Forecasts, Weather and Wages over the Agricultural Production Cycle

Working Paper: NBER ID: w19808

Authors: Mark R. Rosenzweig; Christopher Udry

Abstract: We look at the effects of rainfall forecasts and realized rainfall on equilibrium agricultural wages over the course of the agricultural production cycle. We show theoretically that a forecast of good weather can lower wages in the planting stage, by lowering ex ante out-migration, and can exacerbate the negative impact of adverse weather on harvest-stage wages. Using Indian household panel data describing early-season migration and district-level planting- and harvest-stage wages over the period 2005-2010, we find results consistent with the model, indicating that rainfall forecasts improve labor allocations on average but exacerbate wage volatility because they are imperfect.

Keywords: rainfall forecasts; agricultural wages; migration; NREGA; India

JEL Codes: J2; J31; J43; O1; O13; Q12


Causal Claims Network Graph

Edges that are evidenced by causal inference methods are in orange, and the rest are in light blue.


Causal Claims

CauseEffect
Forecast of above-average rainfall (Q47)Reduction in village outmigration (R23)
Reduction in village outmigration (R23)Decline in planting stage wages (J39)
One standard deviation increase in forecasted rainfall (C53)0.7 percentage point reduction in migration (J69)
Actual rainfall shocks (Q54)Increase in planting stage wages (J39)
NREGA implementation (D78)Increase in planting stage wages (J39)
Bad rainfall shock following a good forecast (Q54)Decline in harvest stage wages (J39)
Increased labor supply due to reduced outmigration (J69)Decline in harvest stage wages (J39)
Decreased demand for labor by farmers facing adverse weather conditions (J43)Decline in harvest stage wages (J39)

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