A solution to the weak instrument bias in 2SLS estimation: Indirect inference with stochastic approximation

This paper frames indirect inference bias correction as a stochastic root-finding problem and proposes a computationally efficient method to solve it. The technique is applied to the many/weak instrument bias in two-stage least squares estimation. Monte Carlo experiments suggest that the bias-corrected estimator outperforms more common alternatives.