Multicollinearity often arises when variables are derived from the same underlying factor or when they share a causal relationship. For example, in toxicology, factors such as age, weight, and metabolic rate might all correlate with exposure to certain chemicals because they are all tied to biological processes that influence how substances are absorbed, distributed, metabolized, and excreted by the body.
