In drug development, advanced data analytics helps in identifying potential drug candidates, predicting their toxicity, and optimizing dosing regimens. By analyzing preclinical and clinical data, researchers can identify biomarkers of toxicity, understand the mechanisms of adverse effects, and design safer drugs. This not only accelerates the drug development process but also reduces costs and improves patient safety.