Crop insurance programs rely on conditional predictive distributions of loss random variables (e.g., yield, revenue, costs, etc.) to determine probabilities and magnitudes loss. The may be related stochastic that are not known at the time policy is priced. Such case for weather; weather stochastic, realizations when crop sold, there often additional historical information relative variable itse...