There’s a critical tool from the field of User-Centered Design that can change how we fundamentally design and build ML systems. — ML model development is hard and is full of challenges — not only is it difficult building data pipelines that can furnish a large data set that’s properly formatted, preprocessed, scaled, and trained on, there’s problems of balance, bias, out-of-training performance, and overall model performance.