Unlike engineers, designers, and project managers, data scientists are exploration-first, rather than execution-first. Data science roles are a little different. They vary greatly depending on the team structure and size, but generally speaking, execution isn’t where they are at their best. Their most valuable work often comes from exploration. When it comes to complex questions and hypotheses, execution isn’t the answer. Someone has to dive in and figure things out on a deeper level. They have to thoroughly analyze and explore the problem. Data scientists are the perfect candidates to take this on.