In this dissertation I empirically quantify some of the costs and benefits of a non-zero level of inflation. On the benefits side, I measure inflation's impact on reducing the probability of the ZLB constraining the central bank’s decisions. Regarding the welfare costs, I focus on how the reduction of money holdings due to inflation can have real costs in terms of consumption, output and employment.In the first essay, using a Time Varying Parameters Vector Auto Regression (TVP-VAR) framework, I construct an index that measures the probability of the nominal interest rate hitting the ZLB within the next 10 quarters. I show empirically how the probability of reaching the ZLB evolves over time and measure quantitatively how a rise of the infla...