Before revision:  Here we show how one can use offline observational data to estimate an optimal policy rule that maximizes ex-ante expected welfare in this dynamic context.
After revision:  Here we show how one can use offline observational data to estimate an optimal policy rule that maximizes expected welfare in this dynamic context.