For some investors, investing in "factors" seemed to offer a cleaner way to generate returns, without the messiness of worrying about individual stocks and their idiosyncratic behavior. These investors, however should not lose site of the fact that they are actually investing businesses, not factors. In this paper, we explore how 2023 highlighted the limitations of focusing on factors rather than businesses.