解锁多模式在线评论的力量:多感官视角

IF 10.9 1区 管理学 Q1 ENVIRONMENTAL STUDIES
Shaolong Sun , Haoqiang Sun , Haozhe Xu , Hengyun Li , Shouyang Wang
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引用次数: 0

摘要

多模式在线评论已经成为主导消费者认知的重要营销工具。然而,多模态内容中视觉、听觉、触觉、味觉和嗅觉线索对消费者感知评论有用性的确切影响尚不清楚。本研究旨在通过探索文本和图像内容如何从多感官角度影响评论有用性来填补这一空白。为此,我们提出了一个结合机器学习和多模态大语言模型的框架,以量化通过评论文本和图像传达的多感官元素。基于泊松回归模型的估计结果表明,虽然文本和图像中的多感官元素对消费者感知的影响大致一致,但每个感官元素具有不同的价值。此外,文本和图像的感官差异对感知的复习有用性有负面影响。我们的研究结果对提高评论说服效应和感官营销文献有一定的理论意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Unlocking the power of multimodal online reviews: A multisensory perspective
Multimodal online reviews have been an essential marketing tool for dominating consumer perception. However, the precise impact of visual, auditory, tactile, gustatory, and olfactory cues in multimodal content on consumers’ perceived review usefulness remains unclear. This study aims to fill this gap by exploring how text and image contents affect review usefulness from a multisensory perspective. To this end, we proposed a framework that combined machine learning and multimodal large language models to quantify the multisensory elements conveyed through review text and images. Based on the Poisson regression model, the estimation results show that while multisensory elements in text and images have a generally consistent impact on consumer perception, each sensory element carries distinct value. Furthermore, the sensory discrepancy in text and images has a negative effect on the perceived review usefulness. Our findings contribute theoretically to enhancing review persuasion effect and sensory marketing literature.
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来源期刊
Tourism Management
Tourism Management Multiple-
CiteScore
24.10
自引率
7.90%
发文量
190
审稿时长
45 days
期刊介绍: Tourism Management, the preeminent scholarly journal, concentrates on the comprehensive management aspects, encompassing planning and policy, within the realm of travel and tourism. Adopting an interdisciplinary perspective, the journal delves into international, national, and regional tourism, addressing various management challenges. Its content mirrors this integrative approach, featuring primary research articles, progress in tourism research, case studies, research notes, discussions on current issues, and book reviews. Emphasizing scholarly rigor, all published papers are expected to contribute to theoretical and/or methodological advancements while offering specific insights relevant to tourism management and policy.
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