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We develop stochastic models for temperature,precipitation and humidity for arid climates in order to simulate drought index values and model drought risk so as to improve food security.We validate the models by using historical weather data from Qatar and simulate the price of hypothetical drought derivative contracts designed to protect Qatari agricultural producers from the negative financial impacts associated with drought.