Choosing the Right Metric: The Restaurant Inspector Who Judged Every Kitchen by Decor

Your model has 99% accuracy! Ship it? Not if you're detecting fraud and missing every fraudster. The metric you choose determines what your model optimizes for. Choose wrong and you'll build a beautiful kitchen that poisons everyone. Here's the complete decision framework for picking the metric that actually matters.