With short-term interest rates at the zero lower bound, forward guidance has become a key tool for central bankers, and yet we know little about its effectiveness. Standard medium-scale DSGE models tend to grossly overestimate the impact of forward guidance on the macroeconomy -- a phenomenon we call the “forward guidance puzzle." We explain why this is the case and describe one approach to addressing this issue.