The importance of predictive modeling in toxicology is multi-faceted. First, it aids in the early identification of toxic substances, which is crucial for public health and safety. Second, it helps in regulatory compliance by providing data that can support safety assessments. Lastly, it enhances the efficiency of the drug development process by predicting adverse effects early in the pipeline.