Data analysis and visualisation tools

I am not a trained statistician, but I have a natural propensity for understanding the world through data. Guided by the belief that the best way to learn is to teach, I began teaching introductory statistics courses several years ago. This journey has taught me that visual explanations are often the most powerful way to deepen our grasp of applied statistical concepts. To support this approach, I have designed an interactive toolkit that provides students and returning learners with real-time visual feedback as they explore the following topics hands-on.