Modelling and predicting an individual’s perception of advertising appeal

USER MODELING AND USER-ADAPTED INTERACTION(2021)

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摘要
Existing research has found that people evaluate an ad as being more appealing when its design matches their psychological traits. Therefore, to personalise ad design or predict the advertising appeal that an individual perceives, it is especially important to understand what psychological traits moderate an ad’s design effect to a large degree. The present research addressed this question. We conducted a questionnaire survey in which we measured participants’ personality and sense of value according to the Big Five personality traits (Big Five) and Schwartz’s Basic Value (SBV), and asked them advertising appeal that they perceived on ads with various designs. By comparing models that predict perceived advertising appeal using the Big Five and the SBV, we found that the SBV moderates ad design’s effect to a greater extent than does the Big Five. This finding will have an impact on the research of ad personalisation, where researchers have focused on the Big Five and paid little attention to sense of value when examining people’s psychological traits. We also found that the personality sphere as measured by the different Big Five questionnaire inventories, of which the number and representation of items differed, moderates an ad design’s effect to a significantly different extent. We elicited potential requirements for the inventories to be used in such research, which will help researchers to select an inventory. We also confirmed that models that incorporate our findings outperformed the existing modelling approach in terms of prediction accuracy.
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关键词
Advertising,Design,Psychological traits,Personality,Big Five,Sense of value
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