This study explores the impact of personalized new media advertising on consumer purchase intentions within the framework of the Theory of Planned Behavior (TPB). Employing a survey questionnaire and comprehensive data analysis, the research quantitatively assesses the influence of personalized advertising on the TPB constructs: attitudes, subjective norms, and perceived behavioral control. These constructs are measured in terms of their effect on consumers' intentions to make a purchase. Various items can be integrated with the TPB Theory so that the personalized characteristics displayed in advertisements can be accurately grasped. After obtaining data from a random sample of 203 samples, the data from the returned questionnaires were analyzed in this study using SPSS, and the role of statistical techniques played in the analysis of the relationship between different variables. This paper is based on the results of previous studies related to personalized advertising and user purchase intention in new media. The paper also analyzes the relationship between consumer willingness to buy products and TPB in different contexts, focusing on how personalized advertising can play a role between them, whether such constructs can affect consumer willingness to buy in specific contexts, and whether they can play an effective regulatory role. This paper can make more people understand the value of personalized advertising, and the conclusions drawn can provide advice for the development of marketing work, make digital advertising strategies more effective, and play an effective role in stimulating consumers in the digital market.
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