The programming language primarily used for statistical analysis and data visualizations is R. It offers extensive libraries and packages designed specifically for data manipulation, statistical computation, and creating compelling visual representations of data. R's syntax and functions are tailored for data analysis tasks, making it a popular choice among statisticians, data scientists, and researchers in various fields.