"Haavelmo's 1944 monograph, The Probability Approach in Econometrics, is widely acclaimed as the manifesto of … econometrics. This book challenges Haavelmo's probability approach, shows how its use is delivering defective and inefficient … results, and argues for a paradigm shift in econometrics towards a full embrace of machine learning, with its attendant …