It is increasingly claimed that unconventional monetary policies are subject to decreasing effectiveness in supporting growth and raising the inflation rate. There are good reasons to believe that the effects of further asset purchases by central banks and of moving the interest rate deeper in negative territory progressively decline. But has it been happening? This paper attempts to provide an answer. Looking at the Eurozone, the UK, the US and Japan, it uses different approaches (linear projection and Bayesian VAR) on different sub-samples. The evidence is mixed: interest rates seem to be subject to the decreasing effectiveness hypothesis, QE less so.