What outcomes can we expect from machine learning for marketing?

The work is intended to help you turn suitable business data into better predictive decisions, with progress assessed through out-of-sample performance, model stability and operational usefulness. Historical patterns may change, and predictive accuracy does not by itself establish causal impact or business value. We agree suitable quality criteria and explain uncertainty in the findings. Commercial results are not guaranteed.