Robust monetary policy in a model with financial distress

► Analysis of optimal monetary policy under discretion when model is misspecified. ► New Keynesian model with costly loan production and shocks to collateral. ► Robustness implies more aggressive response to cost-push and financial shocks. ► Conflict between achieving instrument stability and robustness. ► Higher weight on interest smoothing implies greater deviation from rational expectations.