INTRODUCTION Measurement errors and questionnaire effects in survey data can have substantial impact on estimates of statistical relationships. Although the customer satisfaction literature contains some discussion of scaling issues (Westbrook and Oliver 1981), statistical models of customer satisfaction have not explicitly recognized measurement issues. This paper enhances the traditional mode...