Abstract: An instrument for measuring and presenting customer impressions of a vendor uses response values of survey questions to develop a consumer loyalty score, vendor attribute score, and/or a consumer experience score. The scores may be presented with other score sets for other vendors to provide a simple and consistent comparison of vendors. Vendor characteristics and/or categories are modeled to more accurately reflect the importance of specified characteristics and/or categories that affect consumer loyalty.