Covariance is a statistical measure that quantifies the linear association between two variables. A positive covariance indicates that the variables tend to increase together, while a negative covariance suggests they move in opposite directions. In Excel, calculating covariance is straightforward and can be achieved using the intrinsic COVARIANCE.