In many instances, power electronics designers defer component selection until the final stages of the design process. This practice hinders their ability to leverage the most current market-available components and optimize designs using component parameters. Through a data-driven component selection methodology, this research unveils the feasibility of choosing optimized components early in the design phase. The study showcases the efficacy of a data-driven approach by proposing the selection of power devices during the power converter design phase.