Conclusion ========================================= ScoringPy provides a comprehensive toolkit for building classical credit scorecards, from data preprocessing to score scaling. By automating and standardizing key steps in the credit scoring process, it helps reduce errors, improve efficiency, and ensure consistency across different datasets. With features like safety checks and production modes, it is designed to handle both development and production environments effectively.