This paper builds on theoretical work that we have been carrying through in the last years, on stochastic state space construction in the presence of feedback. Two new subspace algorithms for closed loop systems are analyzed and a consistency analysis and explicit computation of the bias are provided, using the framework of stochastic systems and stochastic realization theory.