Satisfaction surveys are one of the most essential tools used to gather information regarding tourists’ opinions of a destination. The methodology usually adopted consists of first identifying the most important attributes that define the attraction of a type of destination, and secondly asking the tourists to evaluate them on a symmetrical and one-dimensional scale. On such scale, the lowest value indicates the most dissatisfaction with the attribute, and the highest value represents the greatest satisfaction, while a midpoint marks a position of neutrality or indifference. Based on the above information, the estimation of statistical models of causality would enable us to find out how satisfaction with different attributes affects the tourist’s overall satisfaction or even his/her intention to return to the destination. As we have mentioned above, some of the studies published to date suggest that this methodology can be erroneous, as it places satisfaction and dissatisfaction on opposite sides of a single coin.