My research estimates a model of firm production when productivity is unobserved and cannot be separated from its effects on inputs. I propose a new identification and estimation strategy that captures unobservables in the production function. This allows me to estimate a variety of heterogeneous responses of a firm with respect to changes in its productivity over the entire distribution of output and input demand functions.