By providing guidance about future economic developments, central banks can affect private sector expectations and decisions. This can improve welfare by reducing private sector forecast errors, but it can also magnify the impact of noise in central bank forecasts. The author employs a model of heterogeneous information to compare outcomes under opaque and transparent monetary policies. While better central bank information is always welfare improving, more central bank information may not be.