My dissertation consists of 3 chapters that cover two major themes. The first theme is to providemore accurate, robust, and efficient statistical methods to estimate the impact shocks have on theeconomy. The second theme is estimating the time-varying and nonlinear impact shocks have onthe economy.What is the impact of a stimulus package? What is the impact of the Federal Reserve increasingthe fed funds rate? What are the sources of business cycle fluctuations? These are some of themost important questions in macroeconomics, and to answer them it is often necessary toestimate impulse responses. Over the past decade, Local Projections have been increasingly usedto estimate impulse responses. Local Projections are linear regressions that esti...