In this talk, Ayisha will explore why good marketing data can still lead to bad commercial decisions. Using real-world examples from ecommerce and paid media, she will demonstrate how certainty, measurement and reporting can subtly influence behaviour, and share a practical framework to help teams ask better questions, identify the real constraints to growth and make more commercially effective decisions.