The COVID-19 pandemic is causing an unprecedented worldwide economic contraction, leading central banks to reduce interest rates to historically low levels and making unconventional monetary policies. This paper argues that trade-offs need to be accounted for in monetary policy models and outlines how that can be achieved in practice.