To become a data scientist, focus on building a strong foundation in mathematics, statistics, and programming. Learn languages like Python or R for data analysis, SQL for database management, and master machine learning and data visualization techniques. Consider pursuing a degree in statistics, mathematics, computer science, or data science for a solid academic background.