The statistical model developed in this work is able to predict the elastic moduli of a zeolite in fractions of a second which, in turn, allows for the large-scale prediction of structural databases. To illustrate the effectiveness of our model we have employed it to predict K and G for a hypothetical all-silica zeolite database described by Deem and coworkers, PCOD2. This database contains over 500 000 frameworks obtained by a procedure that combines Monte Carlo simulation, simulated annealing, and refinement using interatomic potentials.