Statistics for Data Science
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Thinking like a data scientist

As we've already stressed, agreement on the concepts of what a data scientist is and does are still just emerging. The entire field of data science is at best roughly defined. Transitioning to data science is perhaps as much about finding an organization or group whose needs match your skills as it is about understanding what skills and concepts are involved in data science and then working towards developing those skills.

Just as a data developer stays up to date and knowledgeable on the trends and tools in and around the manipulation of and access to data, so should the would-be data scientist.