Methods and apparatus to generate a performance metric are disclosed. An example method includes identifying a baseline volume and an incremental volume for a first time-frame and a second time-frame, calculating whether a market volume change direction is identical between the baseline volume and the incremental volume during the first time-frame and the second time-frame, and assigning a market change descriptor to the performance metric based on the calculated change direction.