Responding to the industry need for professionals to employ data-driven decision-making, educational institutions offer courses in business analytics (BA). Since BA professionals require a unique set of skills different from those found in specific business disciplines, a pedagogical framework to impart such knowledge and skills was developed. The framework encompasses multiple stages related to data -- acquisition, preparation, analysis, visualization, and interpretation -- and provides an end-to-end learning experience for students. It enables students to gain related knowledge and skills including Python scripting, data cleansing, statistical modeling, visualization, and interpretation, which provide a solid foundation for professional endeavors in BA.