In this dissertation, I investigate contemporary matching and allocation problems in various settings. In the first chapter, I provide remedies to overcome size-based disparities in the current liver allocation system. In the second chapter, I study the existence of popularity bias in the recomendation systems of online dating platforms. In the third chapter, I investigate how introducing protective measures to combat infectious diseases can contribute to an increase in infection rates....