That depends on your skills, goals and career path. Some data scientists engage in data mining and data cleaning. Others work with machine learning tools and techniques. In other cases, data scientists work with Hadoop, Hive & Pig, and other big data platforms. By choosing an initial educational path that exposes you to a broad range of instruction, you'll learn what you're good at, what you like and what kind of potential careers are right for you.