100% this. Anonymised features remove any hint of lateral thinking that is the essence of science, and just focuses on the pure numbers. This is dangerous. One of my data scientists once ran up a $2000 bill on training a CNN on what was essentially a speed = distance/time calculation, and was really proud when he got 92% accuracy. A real facepalm moment.