Machine Learning Does Not Only Predict the Future, It Actively Creates It

A primer on position bias (and why it matters)

Image generated with Stable Diffusion

Standard Machine Learning curricula teach that ML models learn from patterns that exist in the past in order make predictions about the future.

This is a neat simplification, but things change dramatically once the predictions from these…