A variable represents a characteristic of an observed unit that can take on multiple values from a defined set. These values can either be quantified numerically or categorized according to a specific classification system. It serves as a fundamental element in data analysis, enabling researchers and analysts to capture and study the diverse attributes and behaviors within a dataset.