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Applying advanced sentiment analysis for strategic marketing insights: A case study of BBVA using machine learning techniques 应用先进的情感分析,获得战略性营销洞察力:BBVA 使用机器学习技术的案例研究
IF 1.1 Q2 Social Sciences Pub Date : 2024-04-17 DOI: 10.21511/im.20(2).2024.09
Luis Miguel Garay Gallastegui, Ricardo Reier Forradellas, Sergio Luis Náñez Alonso
In the digital era, understanding public sentiment toward brands on social media is essential for crafting effective marketing strategies. This study applies sentiment analysis on Banco Bilbao Vizcaya Argentaria (BBVA) tweets using advanced machine learning techniques, particularly the eXtreme Gradient Boosting (XGBoost) algorithm, which showed remarkable precision (91.2%) in sentiment classification. This process involved a systematic approach to data collection, cleaning, and preprocessing. The precision of XGBoost highlights its effectiveness in analyzing social media conversations about banking. Additionally, this paper achieved improvements in neutral tweet classification, with accuracy rates at 87-88% and a reduced misclassification rate, enhancing the analysis reliability. The findings not only uncover general sentiments toward BBVA but also provide insight into how these sentiments shift in response to marketing activities and global events. This gives marketers a valuable tool for real-time assessment of campaign effectiveness and brand perception. Ultimately, employing the XGBoost algorithm for sentiment analysis offers BBVA a strategic advantage in understanding and engaging its online audience, demonstrating the significant benefits of using sophisticated machine learning in banking. The study emphasizes the crucial role of data-driven sentiment analysis in developing informed business strategies and improving customer relationships in the banking industry’s competitive landscape.
在数字时代,了解公众对社交媒体上品牌的情感对于制定有效的营销策略至关重要。本研究利用先进的机器学习技术,尤其是梯度提升算法(XGBoost),对毕尔巴鄂银行(BBVA)的推文进行了情感分析。这一过程涉及数据收集、清理和预处理的系统方法。XGBoost 算法的精确度凸显了它在分析社交媒体上有关银行业务的对话时的有效性。此外,本文还改进了中性推文分类,准确率达到 87-88%,并降低了误分类率,从而提高了分析的可靠性。研究结果不仅揭示了人们对 BBVA 的普遍看法,还深入分析了这些看法是如何随着营销活动和全球事件的变化而变化的。这为营销人员实时评估营销活动效果和品牌认知提供了宝贵的工具。最终,采用 XGBoost 算法进行情感分析为 BBVA 在了解和吸引其在线受众方面提供了战略优势,证明了在银行业使用先进的机器学习所能带来的显著益处。这项研究强调了数据驱动的情感分析在银行业竞争格局中制定明智的业务战略和改善客户关系方面的关键作用。
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引用次数: 0
MTEs and revisit intention: The mediating role of destination attachment and sharing experiences on social media MTE与重游意向:目的地依恋和在社交媒体上分享体验的中介作用
IF 1.1 Q2 Social Sciences Pub Date : 2024-04-16 DOI: 10.21511/im.20(2).2024.07
Van Vien Vu, Van Hao Hoang, Hoai Thu Nguyen
The study aims to investigate the role of destination attachment and sharing travel experiences on social media in the relationship between memorable tourism experiences (MTEs) and revisit intention. This study focused on Ha Long Bay, Vietnam, with limited research on predicting tourists’ intentions to revisit this destination. The self-administered questionnaire survey is applied to analyze the relationship between the variables and verify the hypotheses based on the collected 578 valid responses. The structural equation modeling was employed to test the relationships in the research model with SPSS 24.0 and SmartPLS 4.0. The results show that MTEs significantly and directly influence tourists’ intention to revisit a destination. MTEs also have a direct impact on destination attachment and sharing travel experiences on social media. Furthermore, the findings also prove that destination attachment and sharing travel experiences on social media directly affect revisit intention. It is worth noting that they act as intermediaries in the relationship between MTEs and tourists’ intentions to revisit a destination. This study contributes to a deeper understanding of tourists’ intentions to revisit and offers theoretical and practical implications.
本研究旨在探讨目的地依恋和在社交媒体上分享旅游经历在难忘旅游经历(MTEs)与重游意向之间的关系中的作用。本研究以越南下龙湾为重点,因为有关预测游客重游该目的地意向的研究有限。在收集到的 578 份有效问卷的基础上,采用自填式问卷调查法分析变量之间的关系并验证假设。利用 SPSS 24.0 和 SmartPLS 4.0,采用结构方程模型检验研究模型中的关系。结果表明,旅游教育因素对游客重游目的地的意向有明显的直接影响。旅游目的地吸引力还直接影响游客对目的地的依恋以及在社交媒体上分享旅游体验。此外,研究结果还证明,目的地依恋和在社交媒体上分享旅游体验会直接影响游客的重游意向。值得注意的是,它们在旅游动机和体验与游客重游目的地意愿之间的关系中起到了中介作用。本研究有助于加深对游客重游意向的理解,并具有理论和实践意义。
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引用次数: 0
Digital coupons and Gen Z: An application of technology acceptance model with coupon proneness as a moderator 数字优惠券与 Z 世代:以优惠券倾向为调节因素的技术接受模型的应用
IF 1.1 Q2 Social Sciences Pub Date : 2024-04-16 DOI: 10.21511/im.20(2).2024.06
Neha Pandey, Nimish Gupta, Sanjay Rastogi, Rashika Rajan Singh, Manish Mishra
This study aimed to comprehend the perceptions and intentions of Generation Z consumers in India regarding the utilization of digital coupons, adopting the framework of the technology acceptance model. Through purposive sampling, 386 participants from Generation Z were selected to offer diverse perspectives, reflecting the significant influence of demographics on contemporary consumer behavior. An online survey was conducted across India, utilizing popular social networking applications, such as WhatsApp, LinkedIn, and Facebook, to distribute the online questionnaire as these platforms have widespread usage and accessibility among the target demographic. Structural equation modeling (SEM) was used to examine the relationships between the constructs. The study revealed that perceived ease of use had no significant impact on the attitudes toward digital coupons (p > 0.05). However, a strong positive relationship was observed between perceived usefulness and ease of use (β = 0.542, p ≤ 0.05). Similarly, perceived usefulness positively influenced attitudes toward digital coupons (β = 0.484, p ≤ 0.05), as did attitudes toward usage intention (β = 0.746, p ≤ 0.05). The relationships between attitude and perceived ease of use (β = –0.093, p ≤ 0.05) and attitude and usage intention (β = –0.124, p ≤ 0.05) were moderated by digital coupon proneness. Insights derived from this study hold substantial relevance for marketers aiming to effectively engage Generation Z through digital couponing strategies.AcknowledgmentThe authors are thankful to their respective universities, heads of departments, and others who have supported and contributed to the effective conduct of this study.
本研究采用技术接受模型框架,旨在了解印度 Z 世代消费者对使用数字优惠券的看法和意向。通过有目的的抽样,从 Z 世代中选出了 386 名参与者,以提供不同的视角,反映人口统计学对当代消费者行为的重大影响。由于 WhatsApp、LinkedIn 和 Facebook 等流行的社交网络应用程序在目标人群中使用广泛且易于访问,因此在印度各地开展了在线调查。研究采用了结构方程建模(SEM)方法来检验各构念之间的关系。研究显示,感知易用性对数字优惠券的态度没有显著影响(p > 0.05)。然而,在感知有用性和易用性之间观察到了强烈的正相关关系(β = 0.542,p ≤ 0.05)。同样,感知有用性对数字优惠券的态度(β = 0.484,p ≤ 0.05)和使用意向(β = 0.746,p ≤ 0.05)也有积极影响。态度与感知易用性之间的关系(β = -0.093,p ≤ 0.05)以及态度与使用意向之间的关系(β = -0.124,p ≤ 0.05)受到数字优惠券倾向的调节。本研究得出的启示对营销人员通过数字优惠券策略有效吸引Z世代具有重要意义。 鸣谢作者感谢各自所在的大学、系主任以及其他为本研究的有效开展提供支持和帮助的人员。
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引用次数: 0
Serial mediation role of destination image: Will virtual reality replace the decision to visit offline destination? 目的地形象的连带中介作用:虚拟现实是否会取代访问线下目的地的决定?
IF 1.1 Q2 Social Sciences Pub Date : 2024-04-15 DOI: 10.21511/im.20(2).2024.05
Karisma Sri Rahayu, Andriani Kusumawati, E. Pangestuti, Endang Siti Astuti
This study aims to evaluate the impact of virtual reality exposure on Instagram users’ decisions to visit physical locations and their perceptions of the destination. It also analyzes the mediating role of destination image on the phygical tourism intentions of Instagram users in Indonesia. This study employs a positivist paradigm and uses an explanatory research design to conduct an online survey about virtual reality experiences and outline respondents’ opinions about the decision to visit particular destination. Next, 280 millennial generation Instagram account followers responded to an online questionnaire; the data were analyzed using structural equation modeling. The criteria for respondents are Indonesian citizens who are Instagram followers and have virtual experience. Most respondents were between the ages of 23-32 years. The research findings indicate virtual reality positively and significantly affects destination image and offline visit decisions. Destination image has a positive and significant effect on offline visit decisions. Virtual reality encounters were incapable of substituting offline visits. The virtual reality encounter affects the perception of a destination and influences the decision to visit specific location in person. Destination images partially mediate the relationship between virtual reality experience and offline visit decisions. This study enhances the understanding of consumer behavior by examining its relationship with technological advancements, particularly among millennials. This paper also offers tangible contributions to tourism marketing management for destination managers.AcknowledgmentsThis publication is partly funded by the Directorate General of Higher Education. The authors also acknowledge the financial support from the Directorate General of Higher Education through Brawijaya University.
本研究旨在评估虚拟现实曝光对Instagram用户访问实体景点的决定及其对目的地认知的影响。研究还分析了目的地形象对印尼Instagram用户实体旅游意向的中介作用。本研究采用实证主义范式和解释性研究设计,对虚拟现实体验进行在线调查,概述受访者对决定访问特定目的地的看法。随后,280 名千禧一代 Instagram 账户关注者对在线问卷进行了回复,并使用结构方程模型对数据进行了分析。受访者的标准是拥有虚拟体验的 Instagram 关注者,即印尼公民。大多数受访者的年龄在 23-32 岁之间。研究结果表明,虚拟现实对目的地形象和线下访问决策有积极而显著的影响。目的地形象对线下访问决策有积极而显著的影响。虚拟现实体验无法替代线下访问。虚拟现实体验会影响对目的地的感知,并影响亲自访问特定地点的决定。目的地形象在一定程度上调节了虚拟现实体验与线下访问决策之间的关系。本研究通过考察消费者行为与技术进步的关系,尤其是千禧一代的消费者行为,加深了对消费者行为的理解。本文还为目的地管理者的旅游营销管理做出了切实贡献。作者还感谢高等教育总局通过布拉维雅大学提供的资金支持。
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引用次数: 0
Factors affecting consumer intentions and actual behavior: A case of food delivery applications 影响消费者意图和实际行为的因素:食品配送应用案例
IF 1.1 Q2 Social Sciences Pub Date : 2024-04-12 DOI: 10.21511/im.20(2).2024.03
Dam Tri Cuong
Customers and food vendors communicate directly through mobile devices. Consumers easily purchase pre-prepared meals via food delivery applications, no matter where they are, even at the convenience of their residences. Therefore, this paper aims to analyze the determinants that affect customers’ propensity to purchase and their actual behavior in the setting of food delivery applications. The impact that subjective norms have on consumers’ attitudes toward food ordering via food delivery applications is also examined. The theory of reasoned action and prospect theory are the two basic theories that this study draws on. A convenience sample approach was used to gather data from 288 consumers in Vietnam who placed meal orders using food delivery applications. The data collection was conducted using Google Forms. The results indicated that consumers’ attitude toward purchasing food via food delivery applications positively influenced their buying propensity (β = 0.191, p = 0.001). Similarly, the findings also highlighted that consumers’ subjective norm positively affected both their attitude (β = 0.417, p = 0.000) and their inclination to purchase (β = 0.258, p = 0.000). Likewise, discount framing emerged as the most influential factor affecting purchase intentions (β = 0.262, p = 0.000). Furthermore, customers’ intentions significantly contributed to their actual behavior in acquiring pre-prepared meals through food delivery applications (β = 0.556, p = 0.000). Ultimately, the study offered suggestions for executives, identified limits, and proposed avenues for future research.AcknowledgmentThe author acknowledges Industrial University of Ho Chi Minh City that supported this study.
客户和食品供应商通过移动设备直接沟通。消费者无论身在何处,甚至在自己的住所都能方便地通过食品配送应用程序购买预先准备好的饭菜。因此,本文旨在分析在食品配送应用环境下影响顾客购买倾向及其实际行为的决定因素。本文还研究了主观规范对消费者通过外卖应用程序订餐的态度的影响。理性行动理论和前景理论是本研究借鉴的两个基本理论。本研究采用便利抽样的方法,从越南使用外卖应用程序订餐的 288 名消费者中收集数据。数据收集是通过谷歌表格进行的。结果表明,消费者对通过食品配送应用程序购买食品的态度对其购买倾向有积极影响(β = 0.191,p = 0.001)。同样,研究结果还强调,消费者的主观规范对其态度(β = 0.417,p = 0.000)和购买倾向(β = 0.258,p = 0.000)都有积极影响。同样,折扣框架也是影响购买意愿的最大因素(β = 0.262,p = 0.000)。此外,顾客的购买意向极大地影响了他们通过食品配送应用软件购买预制餐的实际行为(β = 0.556,p = 0.000)。最后,本研究为管理人员提供了建议,指出了局限性,并提出了未来研究的途径。 鸣谢作者感谢胡志明市工业大学对本研究的支持。
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引用次数: 0
Repurchase intention in sports brand industry in China: Attributes of live streamers and customer-to-customer interaction of live streaming e-commerce 中国体育品牌行业的重购意向:直播电商的直播者属性和顾客间互动
IF 1.1 Q2 Social Sciences Pub Date : 2024-04-12 DOI: 10.21511/im.20(2).2024.04
Wang Hui Li, Sany Sanuri Mohd Mokhtar, Azanin Ahmad
The rapid growth of live streaming e-commerce is hindered by its high rate of product returns, which poses a challenge to its long-term sustainability. Specifically, clothes shoppers account for 30% of all sales made during live broadcasts. This study aims to evaluate the impact of live streaming e-commerce on repurchase intention in the sports brand industry in China. The paper used quantitative research methods with 398 data collected from consumers of sports brands who were willing to provide information regarding their shopping experience on the live streaming platform. 224 respondents were females (56.3%), and 174 were males (43.7%). The study adopted a questionnaire to collect the data. Partial least squares-structural equation modeling was used to test the correlation between the variables. The results revealed direct and positive effect of consumer trust (β = 0.397, p = 0.000) and perceived value (β = 0.215, p = 0.001) on repurchase intention in live streaming e-commerce. The findings also indicated that both consumer trust and perceived value play a mediating role. In addition, the results supported the assumption that the characteristics of live streamers (β = 0.389, p = 0.000) have a positive impact on consumer trust, and customer-to-customer interaction (β = 0.678, p = 0.000) has a significant impact on perceived value. Finally, sports brands are advised to optimize live streaming platforms to better meet consumers’ needs.Acknowledgment The authors acknowledge Universiti Utara Malaysia (UUM) that supported this study.
高退货率阻碍了直播电子商务的快速发展,对其长期可持续性构成了挑战。具体而言,服装购物者占直播期间销售总额的 30%。本研究旨在评估直播电商对中国运动品牌行业复购意向的影响。本文采用定量研究方法,从愿意提供在直播平台购物体验信息的运动品牌消费者中收集了 398 条数据。其中女性 224 人(占 56.3%),男性 174 人(占 43.7%)。研究采用问卷调查的方式收集数据。采用偏最小二乘法-结构方程模型检验变量之间的相关性。结果显示,消费者信任(β = 0.397,p = 0.000)和感知价值(β = 0.215,p = 0.001)对直播电商的再购意向有直接的正向影响。研究结果还表明,消费者信任和感知价值起到了中介作用。此外,研究结果支持了以下假设:直播者的特征(β = 0.389,p = 0.000)对消费者信任有积极影响,顾客与顾客之间的互动(β = 0.678,p = 0.000)对感知价值有显著影响。最后,建议体育品牌优化直播平台,以更好地满足消费者的需求。 鸣谢 作者感谢马来西亚大学(UUM)对本研究的支持。
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引用次数: 0
Investigating the role of individualism/collectivism as underlying motives and status consumption as a behavioral outcome of LOHAS: Focusing on the moderating effect of materialism 调查个人主义/集体主义作为乐活的基本动机和身份消费作为行为结果的作用:关注物质主义的调节作用
IF 1.1 Q2 Social Sciences Pub Date : 2024-04-02 DOI: 10.21511/im.20(2).2024.02
Sooyeon Choi, Richard Feinberg
During the recovery from a global pandemic, people around the world remain committed to adopting healthier and more sustainable lifestyles. LOHAS stands for lifestyle of health and sustainability. LOHAS, as a premium lifestyle, is well incorporated into the capitalistic market through exclusive consumption choices. This study uses the means-end-theory of lifestyle to focus on individualism and collectivism as underlying values of LOHAS and status consumption as its behavioral outcome and explores the moderating effect of materialism. To determine the internal motives and behaviors of the targeted population with a LOHAS lifestyle, 204 survey data from general U.S. consumers between the ages of 18 and 65 were collected. The data were analyzed by PLS-3.0. The results indicate the hybrid attribute of the LOHAS lifestyle such that both individualism and collectivism are positively related to LOHAS. This indicates that LOHAS consumers take a holistic approach to their lives by promoting harmony across different life aspects and recognizing an interconnectedness between personal health and well-being and environmental sustainability. LOHAS is positively associated with status consumption, indicating its upscale consumption selections. Finally, materialism positively moderates the relationship between LOHAS and status consumption.
在全球大流行病的恢复过程中,世界各地的人们仍然致力于采用更健康、更可持续的生活方式。乐活代表健康和可持续的生活方式。乐活作为一种优质的生活方式,通过独有的消费选择很好地融入了资本主义市场。本研究运用生活方式的手段-目的理论,关注作为乐活潜在价值观的个人主义和集体主义,以及作为其行为结果的身份消费,并探讨物质主义的调节作用。为了确定乐活生活方式目标人群的内在动机和行为,我们收集了 204 份来自 18 岁至 65 岁美国普通消费者的调查数据。数据采用 PLS-3.0 进行分析。结果表明,乐活生活方式具有混合属性,个人主义和集体主义都与乐活生活方式呈正相关。这表明,乐活族消费者采取了一种全面的生活方式,促进不同生活方面的和谐,并认识到个人健康和幸福与环境可持续性之间的相互联系。乐活与身份消费呈正相关,表明其消费选择是高档的。最后,物质主义对乐活与地位消费之间的关系起到积极的调节作用。
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引用次数: 0
Determinants of impulse buying behavior: The mediating role of positive emotions of minimarket retail consumers in Indonesia 冲动购买行为的决定因素:印度尼西亚微型市场零售消费者积极情绪的中介作用
IF 1.1 Q2 Social Sciences Pub Date : 2024-03-29 DOI: 10.21511/im.20(1).2024.23
Nel Arianty, Dedek Kurniawan Gultom, Willy Yusnandar, Muhammad Arif
Impulse buying is characterized by quick and unplanned purchasing decisions often triggered by perceived necessity or attractive offers. Minimarkets operate on a smaller scale than hypermarkets and supermarkets but significantly influence consumer behavior, mainly because they use various promotional strategies. This study aims to determine the effect of price discounts and store atmosphere on impulse buying behavior through positive emotions. This study was conducted in Medan, North Sumatra, Indonesia, using a non-probability sampling approach; an online questionnaire was used to collect data from 180 participants through Google Forms. The data were analyzed using structural equation modeling (SEM) and partial least square (PLS) estimation methods. The results showed that price discounts and store atmosphere significantly affect positive emotions and impulse buying (p < 0.05). Positive emotions significantly affect impulse buying (p < 0.05). In addition, price discounts and store atmosphere affect impulse buying through positive emotions (p < 0.05). This study uncovers the complex mechanisms underlying consumer responses in the convenience store landscape, providing important insights for retailers and marketers in navigating the evolving retail terrain.AcknowledgmentThis research was funded by the Revenue and Expenditure Budget of the Universitas Muhammadiyah Sumatera Utara following the assignment agreement letter in the context of implementing the Basic Research Program of the Revenue and Expenditure Budget of the Muhammadiyah University of North Sumatra for the 2023 Fiscal Year, Number: 94/II.3- AU /UMSU-LP2M/C/2023.
冲动性购买的特点是快速和无计划的购买决策,通常是由感知到的必要性或诱人的优惠引发的。与大型超市和超级市场相比,小型超市的经营规模较小,但对消费者行为的影响却很大,这主要是因为它们采用了各种促销策略。本研究旨在确定价格折扣和商店氛围通过积极情绪对冲动购买行为的影响。本研究在印度尼西亚北苏门答腊省棉兰市进行,采用非概率抽样方法;通过谷歌表格向 180 名参与者发放在线问卷,收集数据。数据采用结构方程模型(SEM)和偏最小二乘法(PLS)估算方法进行分析。结果显示,价格折扣和商店氛围显著影响积极情绪和冲动购买(p < 0.05)。积极情绪明显影响冲动购买(p < 0.05)。此外,价格折扣和商店氛围通过积极情绪影响冲动购买(p < 0.05)。本研究揭示了消费者在便利店消费时产生反应的复杂机制,为零售商和营销人员在不断变化的零售环境中提供了重要的启示。 鸣谢本研究得到了苏门答腊穆罕默德大学收支预算的资助,该研究是在北苏门答腊穆罕默德大学 2023 财年收支预算基本研究计划(编号:94/II.3-AU/UMSU-LP2)实施过程中,根据任务协议书进行的。AU/UMSU-LP2M/C/2023。
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引用次数: 0
Impact of warning labels on sugary beverages on risk perception, attention, and purchase intentions 含糖饮料上的警示标签对风险认知、注意力和购买意向的影响
IF 1.1 Q2 Social Sciences Pub Date : 2024-03-28 DOI: 10.21511/im.20(1).2024.22
Herry Novrianda, Faisal Muttaqin, Aan Shar
The issue of warning labels on sweet beverage product packaging needs to be tested to determine its role in reducing product consumption. This study aims to examine the impact of warning labels on attention, risk perception, and purchase intention for sweet drink products. The paper conducted an experiment involving 120 participants. Most respondents fall within the age range of 25 to 34 years (38.30%). The analysis was conducted at sports facilities, schools, and playgrounds – in three major cities in Indonesia (Jakarta, Bandung and Surabaya). Two stimuli, sugar content labels and visual warning labels, were used after a pilot study. For data analysis, the study used univariate analysis of variance to assess the significance of each label stimulus interaction. Furthermore, this paper employed t-tests to check the significance of comparisons between cells. Through the difference test, the three hypotheses were accepted and had a significant effect. The findings reveal that the influence of visual warning labels on attention (t-value = 66.015), perceived risk (t-value = 68.064), and purchase intention (t-value = 60.483) is more significant than sugar content labels. These findings can serve as a set of innovative policies to support the success of demarketing strategies for sweet beverage products by governments and social marketing activists.
需要对甜饮料产品包装上的警示标签问题进行测试,以确定其在减少产品消费方面的作用。本研究旨在探讨警示标签对甜饮料产品的注意力、风险认知和购买意向的影响。本文进行了一项有 120 名参与者参与的实验。大多数受访者的年龄在 25 至 34 岁之间(38.30%)。分析在印尼三大城市(雅加达、万隆和泗水)的体育设施、学校和游乐场进行。在试点研究后,使用了两种刺激物,即糖分含量标签和视觉警告标签。在数据分析方面,研究采用了单变量方差分析来评估每个标签刺激交互作用的显著性。此外,本文还采用了 t 检验来检验单元间比较的显著性。通过差异检验,三个假设均被接受,且具有显著影响。研究结果显示,视觉警告标签对注意力(t 值 = 66.015)、感知风险(t 值 = 68.064)和购买意向(t 值 = 60.483)的影响比糖含量标签更显著。这些研究结果可作为一套创新政策,支持政府和社会营销活动家成功实施甜饮料产品的非营销策略。
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引用次数: 0
How consumers assess retailer brand substitution strategy: Impact of perceived similarity and consumer attachment 消费者如何评估零售商的品牌替代战略?感知相似性和消费者依附性的影响
IF 1.1 Q2 Social Sciences Pub Date : 2024-03-19 DOI: 10.21511/im.20(1).2024.21
Kannou Ahmed, Ben Rached Saied Kaouther
The objective of this study is to examine how consumers assess brand substitution strategies implemented by retailers, focusing specifically on the transition from Promogro to MG (Magasin Général) retailer brand. A quantitative study involving 351 Tunisian customers who regularly patronize supermarkets (Promogro and MG) was conducted to test hypotheses and analyze the impact of various factors in April 2022. The research model was evaluated through structural equation modeling (SEM) using the AMOS 22 software. The results indicate a negative correlation between consumers’ attachment to the old retail brand and their attitude toward the brand substitution process (β = –0.09*, p < 0.01). Furthermore, perceptions of the retailer brand emerged as a significant mediating factor influencing the relationship between attitudes and consumers’ intention to revisit the new retailer brand (β = 0.29**, confidence interval [0.17; 0.51]). Additionally, the study found that the association between consumer attachment and perceptions of the new retailer brand is positively moderated by perceived similarity (β = 0.226, p = 0.00). Specifically, when there is a high degree of resemblance between the two retailer brands, customers with a stronger attachment to the former brand tend to have a more favorable perception of the new retailer brand. This study provides valuable insights for managers, helping them identify critical success criteria that facilitate customer acceptance of brand changes and offering guidance on effectively substituting retailer brand names.
本研究旨在探讨消费者如何评估零售商实施的品牌替代战略,特别关注从 Promogro 向 MG(Magasin Général)零售商品牌的过渡。这项定量研究涉及 351 名经常光顾超市(Promogro 和 MG)的突尼斯顾客,目的是验证假设并分析 2022 年 4 月各种因素的影响。研究模型通过 AMOS 22 软件的结构方程模型(SEM)进行评估。结果表明,消费者对旧零售品牌的依恋与他们对品牌替代过程的态度之间存在负相关(β = -0.09*,p <0.01)。此外,对零售商品牌的认知也是影响消费者态度与重新光顾新零售商品牌意愿之间关系的重要中介因素(β = 0.29**,置信区间 [0.17; 0.51])。此外,研究还发现,消费者对新零售商品牌的依恋与感知之间的关系受到感知相似性的正向调节(β = 0.226,p = 0.00)。具体而言,当两个零售商品牌高度相似时,对前一品牌有更强依恋的消费者往往对新零售商品牌有更有利的感知。这项研究为管理者提供了宝贵的见解,帮助他们确定促进顾客接受品牌变化的关键成功标准,并为有效替代零售商品牌名称提供指导。
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引用次数: 0
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