Operations research is needed when optimizing resource allocation, managing supply chains, or scheduling production. It helps solve complex problems involving multiple variables and constraints. Additionally, it's useful for improving transportation efficiency and reducing costs. Essentially, OR is applied whenever data-driven decision-making is essential for operational success.