In this paper, we examine how uncertainty can affect successive markets, when uncertainty can jointly influence both the upstream and downstream markets' conditions. The main result of the paper is that the equilibrium input and output quantities under stochastic dependence can be higher or lower than the corresponding quantities in the case of certainty equivalence depending on how much dependent are the events.