The programming language commonly associated with data science is Python. Known for its simplicity and readability, Python has a rich ecosystem of libraries such as pandas, NumPy, and scikit-learn, which assist in data manipulation, analysis, and machine learning tasks. It has become a preferred choice for data scientists due to its versatility and community support, allowing for effective data analysis, visualization, and modeling.