Predictions in toxicology are crucial because they help in assessing the potential risks of chemical exposure before it occurs. Predictive toxicology can save time and resources by substituting traditional animal testing with computational methods. It can also enhance public health by providing early warnings about harmful substances and allowing for the development of safer alternatives.