Binary outcomes are crucial because they allow toxicologists to quickly assess the potential risks associated with chemical exposures. By categorizing outcomes into two states, researchers can efficiently determine the safety of a compound for humans and the environment. For instance, assessing whether a chemical causes cancer or not is a binary outcome that significantly impacts regulatory decisions and public health policies.