Data science is at the core of Entelo, improving search relevance (Entelo Search), fine-tuning candidate recommendations (Envoy), and powering outreach and candidate insights (Entelo Track and Entelo Insights). More specifically, machine learning drives these automated and data-driven features – constantly running in the background to make Entelo smarter and more efficient. However, if improperly used, machine learning has the potential to introduce biases in the system. In this article, I describe how Entelo eliminates those potential biases.