THE INFLUENCE OF BRAND IMAGE ON CONSUMER BUYING BEHAVIOR: AN AI-POWERED SENTIMENT ANALYSIS IN THE DIGITAL AGE
DOI:
https://doi.org/10.51903/czf54w17Keywords:
brand image, buy behavior, counterfeit insights, opinion examination, computerized promoting methodology, brand esteemAbstract
This consider points to assess the affect of brand image on customer obtaining behavior in a computerized setting by joining quantitative strategies and counterfeit insights (AI)-based opinion examination. Essential information collection was conducted through an internet overview of 212 respondents matured 21–35 a long time who routinely make online buys, whereas auxiliary information was gotten from 5,000 customer comments on social media and e-commerce destinations. The comes about of the relapse examination appeared that brand image components such as believe (β = 0.37), seen quality (β = 0.31), and passionate association (β = 0.28) have a critical impact on buy purposeful (R² = 0.62, p < 0.01). The discoveries from the estimation investigation appeared that 72% of customer suppositions were positive, supporting the quantitative comes about and underlining the significance of the enthusiastic viewpoint in acquiring choices. This think about contributes to the advancement of hypothesis by combining essential and auxiliary information analyzed utilizing AI innovation, and emphasizing the significance of computerized notoriety and enthusiastic perspectives in forming brand quality. The comes about of this ponder open up unused points of view in creating data-based promoting procedures within the computerized period.
References
Al-Jedaia, Y., & Mehrez, A. (2020 The importance of consumer-brand interactions in raising purchase intention. European Journal of Management and Business Economics, 29(2), 125-149.
Alfes, K., Shantz, A. D., & Truss, C. (2022). "The Link Between Perceived Human Resource Management Practices, Engagement and Employee Behavior: A Moderated Mediation Model." The International Journal of Human Resource Management, 23(2), 367–387.
Cambria, E., Schuller, B., Xia, Y., & Havasi, C. (2020). Sentiment analysis is a big data problem. IEEE Intelligent Systems, 35(3), 76–80.
Creswell, J. W., & Creswell, J. D. (2020). Research design: Qualitative, quantitative, and mixed methods approaches. Sage publications.
Etikan, I., Musa, S. A., & Alkassim, R. S. (2020). Comparison of convenience sampling and purposive sampling. American Journal of Theoretical and Applied Statistics, 5(1), 1–4.
Fajariyatusyarifah, D., & Soebiantoro, U. (2023). The Influence of Brand Image and Online Customer Reviews on Consumer Purchasing Decisions at the Shopee Marketplace in Surabaya. International Journal of Economics (IJEC), 2(2), 841–849.
Gupta, S. (2023). The Impact of Brand Image on Consumer Behavior in the Digital Marketplace. Journal of Marketing Research, 15(2), 123-140. [DOI: 10.1016/j.jmr.2023.01.005]
Guest, D. E. (2020). "Human Resource Management and Employee Well-Being: Towards a New Analytic Framework." Human Resource Management Journal, 27(1), 22–38.
Goldberg, D. M., & Abrahams, A. S. (2022). Sourcing product innovation intelligence from online reviews. Decision Support Systems, 157.
Gutierrez, A., Punjaisri, K., Desai, B., Syed Alwi, S. F., O’Leary, S., Chaiyasoonthorn, W., & Chaveesuk, S. (2023). Retailers, don’t ignore me on social media! The importance of consumer-brand interactions in raising purchase intention Privacy the Achilles heel. Journal of Retailing and Consumer Services, 72.
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2020). Multivariate Data Analysis (8th ed.). Cengage Learning.
Halkiopoulos, C., Antonopoulou, H., Gkintoni, E., & Aroutzidis, A. (2022). Neuromarketing as an Indicator of Cognitive Consumer Behavior in Decision-Making Process of Tourism destination—An Overview. Springer Proceedings in Business and Economics, 679–697.
Jacobs, K., & Hörisch, J. (2022). The importance of product lifetime labelling for purchase decisions: Strategic implications for corporate sustainability based on a conjoint analysis in Germany. Business Strategy and the Environment, 31(4), 1275–1291.
JooSeok Oh, Timothy Paul Connerton, dan Hyun-Jung Kim. The Rediscovery of Brand Experience Dimensions with Big Data Analysis: Building for a Sustainable Brand. (2022). Sustainability, 11(19), 5438.
Keller, K. L. (2022). Conceptualizing, measuring, and managing customer-based brand equity. Journal of Marketing, 57(1), 1–22.
Manosca, R. (2022). Brand Personality and Consumer Choice in the Digital Era. Journal of Brand Management, 29(1), 15-30.
Mohit, Chaudhry, R., Kumar, R., & Arora, M. (2025). A critical review of brand image and buying intentions: visualization and bibliometric analysis approach. Benchmarking: An International Journal.
Pardamean, B., Elwirehardja, G. N. (2023). Sentiment Analysis for TikTok Review Using VADER Sentiment and SVM Model. Procedia Computer Science, 227, 168–175.
Peace, A. (2022). Digital Marketing Strategies and Their Impact on Brand Image and Consumer Purchase Decisions. Journal of Digital Marketing, 10(3), 200-215.
Piwowar-Sulej, K. (2023). Work engagement and employee satisfaction in the practice of sustainable human resource management. International Entrepreneurship and Management Journal.
Poturak, M., & Softic, S. (2020). Influence of social media content on consumer purchase intention: Mediation effect of brand equity. Eurasian Journal of Business and Economics, 12, 17–43.
Rao, N.T., & Bhattacharyya, D. (2020). Applications of Artificial Intelligence and ML in Business. International Journal of Business Policy and Strategy Management, 16, 177.
Schivinski, B., & Dabrowski, D. (2021). The effect of social media communication on consumer perceptions of brands. Journal of Marketing Communications, 22(2), 189-214.
Schmitt, B. (2020). The Consumer Psychology of Brands. Journal of Consumer Psychology, 22(1), 7–17.
Vrontis, D., Makrides, A., Christofi, M., & Thrassou, A. (2021). Social media influencer marketing: A systematic review, integrative framework and future research agenda. International Journal of Consumer Studies, 45, 617–644.
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