In this contributed article, Luming Wang, CTO, EVP of Software at ElectrifAi, explains that the theory behind data science was never meant for small data sets and scaling to do so comes with a host of issues and irregularities. Luming also notes data typically has many, sometimes infinite dimensions and, while organizations are trusting algorithms and models to make sense of their data lakes, finding a singular truth is a rare occurrence.