Data analytics classes for beginners typically cover foundational concepts and skills necessary to analyze data effectively. Students learn how to gather data from different sources and clean it to ensure accuracy and consistency. By the end of the course, students will be equipped with a solid foundation and the fundamental skills and knowledge needed to apply data analysis techniques in their roles or further build their expertise in the field.