Predictive accuracy is vital in toxicology because it directly impacts the safety and efficacy of products that humans and the environment are exposed to. Accurate predictions help minimize adverse effects, reduce the need for animal testing, and streamline the regulatory approval process. Ensuring high predictive accuracy can lead to better protection of public health and the environment by accurately identifying potential hazards and mitigating risks associated with exposure to toxic substances.