Longitudinal data involves repeated observations of the same variables over a period of time. In the context of toxicology, this type of data is crucial for understanding the long-term effects of toxic substances on human health and the environment. Researchers collect data at multiple time points, allowing them to observe changes and trends that would be impossible to detect from a single snapshot.