The amount of time it takes to become a data mining specialist can range from a few months to four years depending on the path you choose and your background. An undergraduate degree in data science or computer science typically takes four years, and a graduate degree takes one to two years. If you choose to enroll in a bootcamp, it may take a few months to a year.