At the time of writing this chapter we know nearly one hundred mergers of compact objects observed in gravitational waves. In this chapter I summarize the observations and their statistical properties. I also review the potential scenarios of formation of merging compact object binaries. Finally I will compare the models with observations. No model can explain the properties of the observed population, suggesting that we are dealing with more than one formation path. I will discuss the possibility to limit these scenarios with further observations.