Panel data, also known as longitudinal data, involves multi-dimensional data involving measurements over time, allowing researchers to analyze changes at the individual level and control for unobserved heterogeneity. This data structure is crucial for understanding dynamics and causal relationships in fields such as economics, sociology, and political science.