Typing entities aids in the process of feature extraction and selection, which are fundamental steps in developing machine learning models. The categorization of data highlights important characteristics and relationships within the data. Efficient feature extraction and selection lead to more effective machine learning models that are capable of uncovering meaningful insights and patterns.