Understanding Statistical Distributions and Their Impact on Data Science Statistical distributions are the backbone of data science—they describe how data values are spread, how likely certain outcomes are, and how uncertain our measurements really are. Misunderstanding or misapplying a distribution can lead to invalid tests, biased models, and poor business decisions, while using the right one improves accuracy, interpretability, and model robustness. sciencedirect What Is a ...