Imagine you’ve just spent weeks refining a machine learning model that accurately predicts customer churn. Your Jupyter Notebook reports that the model can identify 92% of likely defectors, translating into millions of dollars in retained revenue if acted upon correctly. The team is excited. The results are compelling. The potential impact is clear.