Linear weights play a critical role in epidemiological research by allowing for a more nuanced understanding of how different variables impact health outcomes. They help in risk assessment by providing a quantitative measure of the importance of various risk factors. For instance, in a study examining the risk of cardiovascular disease, linear weights can help determine how factors like age, cholesterol level, and smoking status contribute to disease risk.