Skewed vs Normal Distribution: Visual Guide to Data Symmetry #85053 (License: Personal Use)

This diagram displays three fundamental probability distribution shapes: a pink negatively (left) skewed curve with a long left tail, a green symmetric normal (Gaussian) distribution centered at the mean, and a blue positively (right) skewed curve with a long right tail. Each curve is labeled clearly to help learners distinguish skew direction and central tendency implications. The visual contrast highlights how skewness affects mean, median, and mode relationships.

Used in educational content, statistics textbooks, data science tutorials, and introductory analytics courses to teach distribution shapes; matches user intent seeking conceptual clarity on skewness and normality in datasets.