In this video, the teacher explains how to determine if rolling a die will result in an approximately normal distribution. They use visualizations to show the characteristics of a normal distribution, such as a symmetric, bell-shaped curve with a peak at the mean. The teacher also provides examples of situations that may or may not fit a normal distribution, emphasizing the importance of symmetry in the entire distribution.