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Understanding destination brand experience through data mining and machine learning 通过数据挖掘和机器学习了解目的地品牌体验
IF 8.4 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-02-03 DOI: 10.1016/j.jdmm.2024.100862
Víctor Calderón-Fajardo , Rafael Anaya-Sánchez , Sebastian Molinillo

This research formalises a new methodology to measure and analyse Destination Brand Experience, improving upon traditional approaches by offering greater objectivity and rigour. Adopting a case study approach, five distinct and complementary types of analysis have been conducted: comprehensive sentiment analysis and topic modelling, an analysis using multiple thesauri, statistical analyses for hypothesis testing, and machine learning for classification. The methodological innovation, through the construction of thesauri, has enabled the measurement of sensory, affective, intellectual, and behavioural dimensions in unique and emblematic attractions, experiences, and transportation within a tourist destination, based on visitor reviews. This new approach allows tourism professionals and destination managers to identify areas for improvement and develop strategies to enhance tourist satisfaction. The findings suggest that there are significant differences in the relationships between specific dimensions and that gender and culture moderate or impact these relationships.

这项研究正式提出了一种衡量和分析目的地品牌体验的新方法,通过提高客观性和严谨性改进了传统方法。采用案例研究的方法,进行了五种截然不同且互为补充的分析:综合情感分析和主题建模、使用多个词库的分析、用于假设检验的统计分析以及用于分类的机器学习。方法上的创新是通过构建词库,以游客评论为基础,对旅游目的地内独特的标志性景点、体验和交通进行感官、情感、智力和行为方面的测量。这种新方法使旅游专业人员和目的地管理者能够确定需要改进的领域,并制定提高游客满意度的战略。研究结果表明,特定维度之间的关系存在显著差异,而性别和文化会缓和或影响这些关系。
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引用次数: 0
Multilayered spatial categories in tourism marketing and branding 旅游营销和品牌塑造中的多层空间类别
IF 8.4 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-02-02 DOI: 10.1016/j.jdmm.2024.100867
Tommi Inkinen , Maria Heikkonen , Teemu Makkonen , Simo Rautiainen

This paper explores the role and significance of spatial units in online tourism marketing and branding. The analysis is based on the application of different regional typologies as categorization units in understanding and analyzing quantitative and qualitative properties of tourism websites. The study combines four distinct ways of classifying regions into a spatial framework to systematize the properties of online tourism data. The research questions are addressed through data collection from Finnish municipalities, focusing on online tourism marketing websites. Results indicate that large municipalities, urban areas, and popular tourism regions are more invested in online tourism marketing and branding in comparison to smaller municipalities, rural areas, and less popular tourism regions. Rural municipalities locating close to large urban areas have low scores in the investigated variables, suggesting that they rely on their proximity to urban areas for online tourism marketing and branding. While likely advantageous, the use of distinct marketing tools (logos, slogans, locational highlights, and interest hotspots) is relatively limited in the data. The paper concludes by stressing the need for strategic and comprehensive approaches, collaboration with stakeholders, creativity, and innovative methods in tourism management, particularly for smaller municipalities.

本文探讨了空间单位在在线旅游营销和品牌塑造中的作用和意义。分析以不同的区域类型作为分类单位,用于理解和分析旅游网站的定量和定性属性。本研究将四种不同的区域分类方法结合到一个空间框架中,使在线旅游数据的属性系统化。研究通过收集芬兰各城市的数据来解决研究问题,重点关注在线旅游营销网站。结果表明,与小城市、农村地区和不太热门的旅游地区相比,大城市、城市地区和热门旅游地区对在线旅游营销和品牌建设的投入更大。靠近大城市地区的农村市镇在调查变量中得分较低,这表明它们依靠靠近城市地区来进行在线旅游营销和品牌推广。虽然这很可能是一种优势,但数据中对独特营销工具(徽标、标语、地点亮点和兴趣热点)的使用相对有限。本文最后强调,在旅游管理中,尤其是对于较小的城市而言,需要采取战略性的综合方法、与利益相关方合作、创造力和创新方法。
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引用次数: 0
Metaverse engagement and Korea travel intentions: Understanding affordances, presence, and place attachment among Brazilian ZEPETO users 元网络参与和韩国旅游意向:了解巴西 ZEPETO 用户的负担能力、存在感和对地方的依恋
IF 8.4 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-02-02 DOI: 10.1016/j.jdmm.2024.100865
Seongeun Yoon , Yoonjae Nam

This study explored the relationship between metaverse experience and travel decisions through a survey of 459 Brazilian ZEPETO users. The results show that well-organized affordances had a significant impact on users' sense of presence. Neither social realism nor cyber sickness had a significant impact on immersion, but spatial presence was strongly correlated with immersion and place attachment. Higher immersion did not consistently lead to higher place attachment or intention to visit South Korea. These findings highlight the need for well-designed affordances to enhance presence in the metaverse. While perceptions of co-presence and spatial presence can promote place attachment, they can also have potentially negative effects by inducing excessive immersion. Nevertheless, moderate use of metaverses can be a powerful tourism strategy by stimulating the desire to visit replicated places. The study suggests that the feeling of being with other users in a particular virtual space that represents the real world well can create an attachment to a place and lead to more visits.

本研究通过对 459 名巴西 ZEPETO 用户的调查,探讨了元宇宙体验与旅行决策之间的关系。结果表明,组织良好的实惠对用户的临场感有显著影响。社会现实主义和网络病症对沉浸感都没有显著影响,但空间存在感与沉浸感和地方依恋密切相关。较高的沉浸感并不会持续导致较高的地方依恋或访问韩国的意愿。这些发现突出表明,需要精心设计的能力来增强在元宇宙中的临场感。虽然共同在场感和空间存在感可以促进对地方的依恋,但它们也可能通过诱导过度沉浸而产生潜在的负面影响。不过,适度使用元虚拟空间可以激发人们对复制地点的访问欲望,从而成为一种强有力的旅游策略。研究表明,在一个能很好地再现现实世界的特定虚拟空间中,与其他用户在一起的感觉会让人对一个地方产生依恋,并导致更多的访问。
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引用次数: 0
Tourism motivation: A complex adaptive system 旅游动机:复杂的适应系统
IF 8.4 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-02-01 DOI: 10.1016/j.jdmm.2024.100861
Jalayer Khalilzadeh , Metin Kozak , Giacomo Del Chiappa

This article discusses the history and status quo of traditional tourism motivation theories as well as their shortcomings. By adopting a collective approach to motivation, this study proposes a framework that examines tourism motivations from a complex adaptive system's perspective. To conduct this study, the destination-motivation semantic system was designed as a bipartite scale-free network that takes in inputs such as values, costs, benefits, experiences, reasons to avoid/approach, attitudes, and expectations, and delivers the outputs of motivational force (valence) and destination utility. Next, by employing expectancy and utility theories and applying the principles of information theory, statistical mechanics, and thermodynamics, several appraisals were developed to determine the system's state, structure, and functionality. Finally, a toy model that presents the empirical proof of the proposed framework is depicted.

本文讨论了传统旅游动机理论的历史和现状及其不足之处。通过采用集体动机方法,本研究提出了一个从复杂适应系统角度研究旅游动机的框架。为了开展这项研究,我们将目的地动机语义系统设计为一个二元无标度网络,该网络接收价值观、成本、收益、体验、避免/接近的原因、态度和期望等输入,并输出动机力(效价)和目的地效用。接下来,通过采用期望值和效用理论,并应用信息论、统计力学和热力学原理,开发出几种评估方法,以确定系统的状态、结构和功能。最后,描述了一个玩具模型,该模型展示了拟议框架的经验证明。
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引用次数: 0
Tourscape role in tourist destination sustainability: A path towards revisit 旅游景观在旅游目的地可持续发展中的作用:重新审视之路
IF 8.4 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-01-29 DOI: 10.1016/j.jdmm.2024.100863
Eduardo Torres-Moraga , Carla Rodriguez-Sanchez , Manuel Alonso-Dos-Santos , Agustín Vidal

The tourscape concept is recently coined to represent the general atmosphere experienced by tourists in a destination and includes four dimensions (stimuli): physical, social, socially symbolic, and natural dimensions. Tourist perception of these stimuli is relevant for the development of a tourist destination. This study proposes for the first time that tourscape can also be an important element of the environmental sustainability of a tourist destination when it is in harmony with the environment, since tourscape can play a key role in the tourist experience by eliciting positive intentions and behaviors towards a destination. Based on the stimuli-organism-response (SOR) model, this study analyzes how tourscape elements influence tourists’ revisit intention when they are perceived to be in harmony with the care of the environment through identification with the tourist destination and trust. The results of a sample of 872 tourists show that each dimension of the tourscape is positively related to destination identification. Furthermore, destination identification is directly related to revisit intention, and indirectly related to revisit intention through trust. This study highlights the implications for destination management organizations, with strategic suggestions on how to increase tourist perception regarding the sustainability of the destination and promote revisit intention.

旅游景观的概念是最近提出的,代表游客在旅游目的地体验到的总体氛围,包括四个方面(刺激因素):物质方面、社会方面、社会象征方面和自然方面。游客对这些刺激因素的感知与旅游目的地的发展息息相关。本研究首次提出,当旅游景观与环境相协调时,旅游景观也可以成为旅游目的地环境可持续发展的重要因素,因为旅游景观可以激发游客对旅游目的地的积极意图和行为,从而在游客体验中发挥关键作用。本研究基于刺激-组织-反应(SOR)模型,分析了当旅游景观要素被认为与环境关怀相协调时,如何通过对旅游目的地的认同和信任来影响游客的重游意向。对 872 名游客的抽样调查结果显示,旅游景观的每个维度都与目的地认同正相关。此外,目的地认同与重游意向直接相关,并通过信任与重游意向间接相关。这项研究强调了对目的地管理组织的影响,并就如何提高游客对目的地可持续性的认知和促进重游意向提出了战略建议。
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引用次数: 0
Co-designing tourism experience systems: A living lab experiment in reflexivity 共同设计旅游体验系统:反身性的活实验室实验
IF 8.4 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-01-25 DOI: 10.1016/j.jdmm.2024.100858
Bert Smit , Frans Melissen , Xavier Font

Stakeholders must purposely reflect on the suitability of process models for designing tourism experience systems. Specific characteristics of these models relate to developing tourism experience systems as integral parts of wider socio-technical systems. Choices made in crafting such models need to address three reflexivity mechanisms: problem, stakeholder and method definition. We systematically evaluate application of these mechanisms in a living lab experiment, by developing evaluation episodes using the framework for evaluation in design science research. We outline (i) the development of these evaluation episodes and (ii) how executing them influenced the process and outcomes of co-crafting the process model. We highlight both the benefits of and an approach to incorporate reflexivity in developing process models for designing tourism experience systems.

利益相关者必须对设计旅游体验系统的过程模型的适宜性进行有目的的思考。这些模型的具体特点涉及将旅游体验系统作为更广泛的社会技术系统的组成部分来开发。在设计这些模型时,需要考虑三个反思机制:问题、利益相关者和方法定义。我们通过使用设计科学研究中的评估框架制定评估情节,系统地评估了这些机制在生活实验室实验中的应用。我们概述了(i)这些评价事件的发展和(ii)执行这些评价事件如何影响共同起草过程模型的过程和结果。我们强调了在开发旅游体验系统设计流程模型时采用反身性的好处和方法。
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引用次数: 0
What shapes tourists’ visit intention in different stages of public health crises? The influence of destination image, information-literacy self-efficacy, and motivations 是什么影响了游客在公共卫生危机不同阶段的访问意向?目的地形象、信息素养自我效能感和动机的影响
IF 8.4 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-01-23 DOI: 10.1016/j.jdmm.2024.100864
Carmen M. Sabiote-Ortiz , J. Alberto Castañeda-García , Dolores M. Frías-Jamilena

This empirical study aims to identify the components of destination image and tourist motivation that help explain tourist visit intention during different stages of a major public health crisis. It also seeks to determine how tourists' information-literacy self-efficacy influences that image. The research focuses on two stages of the COVID-19 pandemic: 1) tourist behavior before the alleviating effect of a public vaccination program is felt among the general public and 2) tourist behavior after the alleviating effect has reached most individuals. The results show that, in stage 1, visit intention is shaped by a “safe and secure” destination image, affective image, and tourists’ stimulus-avoidance motivation. In stage 2, visit intention is influenced by both cognitive and affective image and by intellectual, social, competence, and stimulus-avoidance motivations. Information-literacy self-efficacy influences destination image in both stages. These findings enable tourism managers to develop mechanisms to lessen the adverse effects of health crises.

本实证研究旨在确定在重大公共卫生危机的不同阶段,有助于解释游客访问意向的目的地形象和游客动机的组成部分。研究还试图确定游客的信息素养自我效能如何影响目的地形象。研究重点关注 COVID-19 大流行的两个阶段:1)在公众感受到公共疫苗接种计划的缓解效应之前的游客行为;2)在大多数人感受到缓解效应之后的游客行为。研究结果表明,在第一阶段,"安全可靠 "的目的地形象、情感形象和游客的刺激回避动机会影响游客的访问意愿。在第二阶段,旅游意向受认知形象和情感形象以及智力、社交、能力和刺激回避动机的影响。在这两个阶段,信息素养自我效能对目的地形象都有影响。这些研究结果有助于旅游管理者制定机制,减少健康危机的不利影响。
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引用次数: 0
Rebuilding international tourism after a pandemic: Using Hofstede's cultural dimensions to identify markets with lower pandemic-related travel risks 大流行后重建国际旅游业:利用霍夫斯泰德的文化维度确定与大流行病相关的旅游风险较低的市场
IF 8.4 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-01-20 DOI: 10.1016/j.jdmm.2024.100855
Ting-Yen (Tim) Huang , Evan J. Jordan , B. Bynum Boley , Kyle Maurice Woosnam , Xiao Xiao , Naho Maruyama , Camila Rojas

As international travel begins to rebound from the pandemic, there is value in analyzing pandemic-related travel risks to know which markets are likely to come back online first. Thus, this paper examines the perceptions of travel-related risks, governmental response, and intention to travel to the U.S. from the top five inbound international markets to the U.S. (Canada, China, Japan, Mexico, and the U.K.). ANOVA was adopted to analyze 1653 online survey responses from potential travelers. Utilizing Hofstede's cultural dimensions, the results revealed significant differences in travel-related risks, governmental response, and travel intentions among travelers from these five countries, suggesting marketers should adopt different strategies depending on a target market's cultural characteristics. International travel makes up a significant portion of many countries' GDP, and knowing which top global markets are more resilient and likely to come back online first provides DMOs with critical information on using their marketing dollars wisely.

随着国际旅游开始从大流行病中反弹,分析与大流行病相关的旅游风险以了解哪些市场有可能首先恢复。因此,本文研究了五大入境美国的国际市场(加拿大、中国、日本、墨西哥和英国)对旅游相关风险的看法、政府的应对措施以及赴美旅游的意向。采用方差分析法对 1653 份潜在游客的在线调查回复进行了分析。利用霍夫斯泰德的文化维度,结果显示来自这五个国家的游客在旅行相关风险、政府反应和旅行意向方面存在显著差异,这表明营销人员应根据目标市场的文化特征采取不同的策略。国际旅游在许多国家的 GDP 中占很大比重,而了解哪些全球顶级市场更有弹性,更有可能首先恢复在线,为目的地管理组织提供了明智使用营销资金的重要信息。
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引用次数: 0
Impact of destination advertising on tourists’ visit intention: The influence of self-congruence, self-confidence, and destination reputation 目的地广告对游客访问意向的影响:自我一致性、自信心和目的地声誉的影响
IF 8.4 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-01-11 DOI: 10.1016/j.jdmm.2023.100852
Yongrui Guo, Meijing Yu, Yuzong Zhao

This study aimed to develop and validate a theoretical model for examining how different types of destination advertising (abstract vs. concrete) affect tourists’ visit intention. The hypotheses developed in this study were validated through four scenario experiments. The results showed that abstract destination advertising increased visit intention more than concrete destination advertising. Further, this study demonstrated that self-congruence is a mediator between destination advertising and visit intention. Destination reputation (good vs. average) moderates the effect of destination advertising on visit intention. When a destination has a good reputation, abstract destination advertising will lead to higher visit intention than concrete advertising. The relationships between the type of destination advertising and self-congruence and visit intention depended on tourists’ self-confidence. When tourist self-confidence is high, abstract destination advertising (vs. concrete) will lead to higher visit intention. The study findings have managerial and theoretical implications for destination advertising and precision marketing.

本研究旨在建立并验证一个理论模型,以研究不同类型的目的地广告(抽象与具体)如何影响游客的访问意向。本研究提出的假设通过四个情景实验进行了验证。结果显示,抽象的目的地广告比具体的目的地广告更能提高游客的访问意向。此外,本研究还证明,自我一致性是目的地广告与访问意向之间的中介。目的地声誉(良好与一般)调节了目的地广告对访问意向的影响。当目的地声誉良好时,抽象的目的地广告会比具体的广告导致更高的访问意向。目的地广告类型与自我一致性和访问意向之间的关系取决于游客的自信心。当游客自信心较高时,抽象的目的地广告(相对于具体的广告)会导致更高的访问意向。研究结果对目的地广告和精准营销具有管理和理论意义。
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引用次数: 0
The impact of smartphone usage on domestic travelers' existential authenticity and behavioral perception toward island destinations: A cross-country comparison of Hainan Island and Jeju Island 智能手机的使用对国内游客对海岛目的地的存在真实性和行为感知的影响:海南岛和济州岛的跨国比较
IF 8.4 2区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-01-04 DOI: 10.1016/j.jdmm.2023.100846
Chanho Chung , Jiachen Li , Namho Chung , Seunghun Shin

This study explains the motivating process of how smartphone usage influences the behavioral intentions of domestic travelers', considering the impacts of their perceived authenticity and travel experiences gained through smartphones. By reviewing the literature, this research developed a theoretical framework that integrates the concepts of existential authenticity and memorable experiences to determine the impact of the explorative use of smart tourism technologies on travelers' satisfaction and intentions to revisit. An online survey was conducted among domestic travelers visiting Hainan Island in China and Jeju Island in South Korea to test the proposed hypotheses and model while also identifying cross-country effects in the relationships. The results revealed the effects of using smart tourism technologies to enhance travelers' satisfaction and revive revisit intentions based on intrapersonal authenticity and memorable experiences. Based on the results of the cross-country comparison, this research concludes that Korean domestic travelers are more inclined toward seeking memorable experiences through the use of smart tourism technologies, whereas Chinese domestic travelers tend to focus on authentic moments. We recommend that destinations implement and diversify smart tourism technology strategies that align with travelers' cultural backgrounds to enhance both their satisfaction levels and their intentions to revisit.

本研究解释了智能手机的使用如何影响国内旅游者行为意向的动机过程,并考虑了他们感知到的真实性和通过智能手机获得的旅游体验的影响。通过回顾文献,本研究建立了一个理论框架,整合了存在真实性和难忘体验的概念,以确定智能旅游技术的探索性使用对旅游者满意度和重游意愿的影响。研究人员对中国海南岛和韩国济州岛的国内游客进行了在线调查,以检验提出的假设和模型,同时还确定了相关关系中的跨国效应。结果表明,基于人际真实性和难忘体验,使用智能旅游技术可以提高旅游者的满意度,并重新唤起旅游者的重游意愿。根据跨国比较的结果,本研究得出结论:韩国国内旅游者更倾向于通过使用智能旅游技术来寻求难忘的体验,而中国国内旅游者则倾向于关注真实的瞬间。我们建议旅游目的地实施符合游客文化背景的智能旅游技术战略并使之多样化,以提高游客的满意度和重游意愿。
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引用次数: 0
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Journal of Destination Marketing & Management
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