Predictive models are crucial because they can significantly enhance personalized medicine approaches, enabling tailored treatment plans that improve patient outcomes. They help in identifying high-risk individuals, optimizing treatment strategies, and reducing unnecessary interventions, thereby improving the overall efficiency of healthcare systems.