Stochastic-dynamic programming and disequilibrium econometric methods are combined to obtain maximum likelihood estimates of a dynamic nonlinear rational expectations model of a market for a storable primary commodity. The structural model captures the essential processes governing the dynamics of primary commodity markets including: the nontrivial role of private stockholding, the disequilibrium effects of government intervention, and the impact of expectations and risk on private supply and stockholding decisions.