Modeling paradigms provide frameworks and methodologies for constructing models to represent, analyze, and manipulate various phenomena and data in different domains. Understanding these paradigms is crucial for selecting the appropriate approach to problem-solving, ensuring the right balance between complexity, computational efficiency, and model interpretability.