Cloud Analytics Trapped by Deception: The Hidden Dangers of Target Encoding

We built a feature that dominated our model's importance rankings. Across four random seeds and three quantiles (q10, q50, q90), it ranked first by a wide margin. The gain scores were stable and reproducible. Every diagnostic said it was working. It made our model measurably worse out of sample. Thi