<human>:  What are the most common career paths for a data scientist?
<bot>: The most common career paths for a data scientist include roles as a data analyst, machine learning engineer, business intelligence analyst, data engineer, research scientist, and software developer. Additionally, data scientists often transition into managerial roles, such as Chief Data Officer or Chief Analytics Officer.