The subject application is directed to a system and method for color printer calibration employing measurement success feedback. Color input data is received corresponding to a color printout from an associated color measurement device, the color input data including M×N discrete color areas corresponding to M rows and N columns on the printout, with M and N representing integers greater than 2. A display including a color image comprised of each of the areas arranged in M rows and N columns is then generated on a display device. Color input data is tested to determine successful measurement of colors corresponding to the color areas and a row-based indicator is generated for a successful measurement of color areas within a row. Calibration data is received of a comparison of the color printout to the display and an associated color printer is calibrated based upon the calibration data.