Metrics for Alignment and Reliability

Scenario

You are explaining model performance to a cross functional team after a recent evaluation review. The team wants to understand why looking at one metric alone can give the wrong picture, and how evaluation metrics help you judge whether a model is aligned with the intended task and reliable enough to use.

Question

Discuss the importance of model evaluation metrics in ensuring alignment and reliability.