Longitudinal data, also known as panel data, is collected from the same subjects repeatedly over specified intervals. This type of data is crucial for identifying trends, patterns, and causal relationships. For example, longitudinal data can help researchers determine whether exposure to a specific pollutant increases the risk of developing chronic diseases like asthma or cardiovascular diseases over time.