In this video, the teacher explains the concept of shape in data distribution using different types of graphs. They discuss histograms, line plots, and bell curves, and how to interpret the shape of the data based on symmetry and skewness. The teacher also provides examples and inferences from real-life scenarios, such as Girl Scout cookie sales, to illustrate the concepts.