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This paper aims to review the extant hospitality and tourism literature on the state of robotics and artificial intelligence (AI) in the service industry. The aim was to highlight the current areas of research on this emerging topic and identify areas for future application and study.

A list of hospitality and tourism journals was used to identify articles related to AI and robotics using the terms AI, robots, robotics, hospitality and tourism, and several combinations thereof. Additional sources were identified through the literature reviews from the identified works.

The findings revealed several studies on the current state of robotics and AI in hospitality and tourism. Additional research examines and discusses implications for internal and external customer service, legal and ethical issues and theory.

This paper provides a compilation of the current studies that examine the impact of robotics and AI in hospitality and tourism. It offers scholars an overview of the current knowledge in the field on this rapidly emerging and evolving topic.

本文审阅了有关服务行业中机器学和智能技术（AI）发展的相关文献。其研究目的在于强调有关这个新兴话题的研究领域和指出未来研究方向。

本文样本包括有关AI和机器学的期刊文献，关键搜索词包括AI、机器人、机器学、酒店管理、旅游，以及几项关键词组合。本文还通过文献综述审阅了多个数据源。

研究结果描述了目前酒店旅游行业机器学和AI有关领域的研究状态。此外本文还研究和提出对于内部和外部客户服务、法律伦理问题、以及理论等领域做出研究启示。

本文对目前有关机器学和AI酒店旅游学术研究进行系统梳理。为学者对其相关领域的现状提供全局视角，并且显示这个新兴话题的迅速发展。

文献综述、AI、机器学、酒店科技

In terms of service hospitality, recent discussions of value-in-use from the perspective of service-dominant logic have focused on the customer’s determination of value and control of the value creation process. The purpose of this paper is to extend these discussions by exploring the value creation process in the Western-style restaurant in Taiwan, which is developed value-in-eat creation for restaurants. In Taiwan, Western-style restaurants are as popular as Chinese restaurants because of globalization and cultural integration. However, to local restaurateurs and managers, managing a Western-style restaurant in terms of localization and hospitality on value-in-eat creation presents both academic and practical issues. Thus, this paper aims to investigate Western-style restaurant hospitality management alternatives on the value-in-eat creation process in Taiwan using a data mining approach.

Based on a market survey, a total of 1,187 questionnaires was incorporated into a database. The questionnaire design is divided into 7 parts with 35 items. All questions are designed as nominal and ordinal (not the Likert scale) scales. Data mining approach, including cluster analysis and association rules, cluster analysis is investigated possible customer profiles and association rules is implemented to explore customer preference patterns and rules on the value-in-eat creation process.

Data mining results show two patterns including Pattern 1: meal patterns and customer preferences for restaurant hospitality management and Pattern 2: customer relationship management (CRM) for restaurant hospitality management that customer profiles and preferences on meal patterns, service patterns and CRM are engaged to suggest effective Western restaurant hospitality management alternatives, such as proper bundles for restaurant types, meals, exotic atmosphere and services of hospitalities in terms of a value-in-eat creation process.

To the best of the authors’ knowledge, this study is the first study to investigate consumers’ behaviors in Western-style restaurants using the measurement of nominal and ordinal scale for questionnaire development and further to implement a data mining approach on selected data samples. In addition, this study illustrates the patterns/rules of Taiwan customer preferences that best explain the knowledge of how to manage Western-style restaurants from the perspective of customer hospitality using data mining.

在酒店服务领域, 近期的从服务主流逻辑为视角关于使用价值的讨论主要集中在消费者对价值的定义以及掌控价值创造的过程。本研究的主要目的是拓展这些相关的讨论从而发掘关于在台湾经营的西餐厅的顾客价值创造过程, 进而开发餐厅的饮食价值创造。由于全球化进程, 台湾的西餐厅和中餐厅同样受欢迎。然而, 对于本地的餐厅所有人和经营管理者来讲, 管理西餐厅关于价值创造过程中的地方化和服务管理还存在学术和实践问题。因此, 本文运用了数据挖掘的方法对西餐关于价值创造的另类途径进行了探索。

基于市场调研, 本研究导入了1187份问卷作为数据库。问卷由7部分35项条目组成。所有问题以称名量表和顺序量表（非李克特量表）测量。数据挖掘包括了聚类分析和关联分析。聚类分析用来分析消费者概况, 关联分析来探究顾客倾向以及饮食价值创造过程。

数据挖掘结果显示了两种模式, 1：食物以及顾客对餐厅的接待管理的偏爱以及模式, 2：客户关系管理包括顾客概况和对饮食模式的偏爱, 服务模式以及顾客关系维护的另类建议, 诸如适度的捆绑销售包括餐厅种类, 菜系, 异域风情的就餐环境以及服务来体现饮食价值创造的过程。

本研究是首次探索了用称名量表和顺序量来研发的消费者问卷并且运用了数据挖掘的方法研究了西餐厅的消费者行为。 此外, 本研究阐明了台湾消费者的偏爱模式从而更好的解释了如何用数据挖掘的方法来研究西餐厅的服务管理。

Drawing on chaos theory as an overarching approach, as well as guidelines from effectuation and transformative learning theories, this study aims to evaluate the changing marketing channels in the hospitality industry in the wake of the COVID-19 pandemic. It also aims to develop a conceptual framework that demonstrates the transformation of the marketing structure; in particular, the transformation of hospitality organizations, employees and customers.

The study uses the hermeneutic method and conceptually evaluates the existing actors of the services marketing structure. It also discusses how to transform this structure into the new normal in the wake of the COVID-19 pandemic.

The findings of the study demonstrated that COVID-19 has resulted in changing marketing channels in the hospitality industry. These include external, internal, interactive and substitutional marketing channels. In response to these changes, the hospitality industry needs to adopt a more transformative marketing structure that requires the transformation of hospitality companies, employees and customers.

The conceptualized transformation of the services marketing structure could help hospitality practitioners, employees and customers to understand the new normal and acquire new abilities, meanings, awareness and learning accordingly.

This study uses chaos, effectuation and transformative learning theories to reconceptualize the hospitality services marketing structure. The contribution of this paper lies in the conceptual pathways it suggests for transforming hospitality firms, employees and customers and for demonstrating their transformed roles and positions in the wake of the pandemic.

The purpose of this paper is to propose a systematic approach to measuring, tracking, monitoring and continuously improving service efficiency, availability and quality in hospitality operational settings.

The proposed measure of service operational effectiveness (SOE) consists of three indicators. They include the availability indicator, the quality indicator, and the efficiency indicator.

The paper finds that the proposed operational performance approach based on the SOE is consistent with the themes of performance measures and measurement reported in the literature.

In this paper, the proposed service operational effectiveness approach represents a serious attempt at quantifying the key facets of service effectiveness in hospitality operational settings. The validation of this performance assessment and measurement approach is worthy of future research.

The paper sees that the approach advocated by the SOE has operational and strategic relevance to decision‐makers of hospitality organizations. Field interviews with hospitality operating managers in different operating base cultures confirmed this.

This paper presents a practical, systematic approach to the problem of enhancing service operational effectiveness in hospitality organizations. Relevant implementation issues associated with the proposed approach are also addressed. Interviews with operational managers representing different types and sizes of hospitality organizations in different operational cultures were utilized to provide initial validation of the proposed approach and to shed some light on relevant practical implementation issues.

This paper aims to synthesize the services marketing and hospitality marketing literature, identify a gap in hospitality specific marketing models and develop the constituency model for hospitality marketing.

This study is a research through extensive review of relevant literature in hospitality marketing and services marketing.

This paper presents the constituency model of hospitality marketing which conceptualizes hospitality marketing activities as being predominately either external marketing (links between management and target market segments), interactional marketing (links between frontline providers and target market segments) or internal marketing (links between management and frontline providers). According to this model, each of these three areas has planning, implementation and control functions.

Builds upon the hospitality literature by presenting the constituency model.

Practitioners, marketers and academics in the field of hospitality will find this useful in guiding the future growth of hospitality marketing literature and related pedagogy. The aim of this paper is to stimulate dialogue regarding the dominant paradigm in the field.

This research examines the hospitality and services marketing and presents a new model for hospitality marketing.

This study aims to investigate the effects of entrepreneurial leadership on service innovation in the hospitality industry and examine the mediating effects of market-sensing capability and knowledge acquisition. Additionally, the study explores the moderating role of competitive intensity in the relationships between market-sensing capability, knowledge acquisition and service innovation, drawing on the dynamic capability theory and resource dependence theory.

The data for this study were obtained from 322 employees and 137 leaders working in 103 hotels in Vietnam, using a time-lagged approach. The collected data were analyzed using structural equation modeling in SPSS Amos 28.

The results of this study reveal a significant positive association between entrepreneurial leadership and service innovation, with mediation effects observed through both knowledge acquisition and market-sensing capability. Moreover, the findings demonstrate that competitive intensity moderates the association between knowledge acquisition and service innovation.

The results of this study provide implications for hospitality firms to cultivate entrepreneurial leadership through leadership training and development programs and enhance their dynamic capabilities (i.e. market-sensing capability and knowledge acquisition) to allow them to survive and develop in a competitive market.

This study advances entrepreneurial leadership research in the hospitality context by identifying mediating and moderating mechanisms that translate entrepreneurial leadership into hospitality firms’ service innovation.

This paper aims to explore the implications of integrating humanoid service robots into hospitality service encounters by evaluating two service prototypes using Softbank Robotics’ popular service robot Pepper™: to provide information (akin to a receptionist) and to facilitate order-taking (akin to a server). Drawing both studies together, the paper puts forward novel, theory-informed yet context-rooted design principles for humanoid robot adoption in hospitality service encounters.

Adopting a multiple method qualitative approach, two service prototypes are evaluated with hospitality and tourism experts (N = 30, Prototype 1) and frontline hospitality employees (N = 18, Prototype 2) using participant observation, in situ feedback, semi-structured interviews and photo-elicitation.

The adoption of humanoid service robots in hospitality is influenced by the following four layers of determinants: contextual, social, interactional and psychological factors, as well as extrinsic and intrinsic drivers of adoption. These empirical findings both confirm and extend previous conceptualizations of human-robot interaction (HRI) in hospitality service.

Despite using photo-elicitation to evoke insight regarding the use of different types of service robots in hospitality, the paper mostly focuses on anthropomorphized service robots such as Pepper™.

Adopting humanoid service robots will transform hospitality operations, whereby the most routine, unpleasant tasks such as taking repeat orders or dealing with complaints may be delegated to service robots or human-robot teams.

Working with and receiving service from Pepper™ changes the service encounter from direct practical, technical considerations to more nuanced social and psychological implications, particularly around feelings of self-esteem, social pressure and social judgment.

This paper presents one of the first empirical studies on HRI in hospitality service encounters using Softbank Robotics’ Pepper™. In doing so, the paper presents a novel framework for service robot adoption rooted in first-hand user interaction as opposed to previous, theory-driven conceptualizations of behavior or empirical studies exploring behavioral intention.

The purpose of this paper is to explore an organization‐wide philosophy of hospitality in a hospital setting.

An exploratory case study method approach matched the research purpose. First, a hospitality centric philosophy (HCP) was defined from the literature review. Next, a triangulation of unstructured visits, structured visits and key informant interviews is used to further explore a HCP in one organization. After this, the hospitality centric programs (HCPr) supporting the HCP are defined, identified, described and classified.

A fairly distinct HCP viewed as a method for enhancing service excellence was in place and supported by top management. The hospital aimed to offer hospitality to patients on par with the hospitality experience offered to hotel guests. A department of hospitality services, a service excellence council, a director of service excellence, and an external hospitality advisory board were in place and met regularly. Further, many formalized HCPr had been created for the execution of the HCP.

The researchers believe that an effectively managed HCP can be modified by culture to enhance the service excellence of the patient/guest experience in hospitals and in the hospitality industry. For hospitals, further enhancements can be realized through developing and executing hospitality centric goals aligned with the performance metrics beyond traditional competition boundaries, such as a hospital seeking to deliver a service experience on par with a hotel. For more traditionally defined hospitality businesses, the extreme context of a hospital where the importance of hospitality is magnified due to treating and caring for sick guests offers a different frame of reference for learning. This new frame of reference can lead to more cutting edge ideas for refining and customizing the service design and delivery. For both hospitals and hospitality businesses, putting in place an HCP with the appropriate organizational support through HCPr allows for more precise information and thus improved service outcomes.

An HCP is defined and acknowledged as a distinct organization‐wide philosophy for enhancing service excellence that is applicable across industries. An HCP is demystified through investigating hospitality centric goals, identifying organizational support teams that solely consider HCP, and through further specifying examples of HCPr for activating the HCP. Finally, the study suggests hospitality centric service excellence (HCSE) as a higher distinction of service excellence outcome that is more likely to be achieved through a HCP.

The hospitality industry the world over is transforming from a product-focused, physical-asset-intensive business to a customer-focused, experience-centric one. This research aims at evolving a typology of customer-centric hospitality innovations. It attempts to explicitly capture the intrinsic DNA of hospitality innovations in the Indian context by exemplifying the typology posited with customer service innovations adopted by contemporary hoteliers that provide new ways of managing and enhancing customer experience.

This study is based on primary research through qualitative interviews conducted with select hospitality professionals, supplemented by secondary research in the form of a review of academic literature, as well as other secondary data sources such as company websites and travel websites which shed light on customer service innovations in the Indian context.

To develop and sustain competitive advantage, hospitality businesses are increasingly channelizing their efforts to provide innovative and holistic experiential service offerings. Service innovations are being tailored to cater to the unique personal tastes and requirements of hotel guests to connect with individual guests on a personal and emotional level to create memorable hospitality experiences.

Practitioners, researchers and educationists in the hospitality industry would find the implications of this study useful in the context of the present customer-centric business environment where hotels are constantly striving to meet the exponentially rising bar of guest expectations.

The research highlights that it is critical to keep the customers’ perspectives central while designing innovative hospitality products. Further, it is important to create a cadre of innovation champions and service enthusiasts who can engender a culture of service innovation within the organisation.

This study aims to examine how hospitality consumers of different generations appraise competitive service advantage (CSA) of service providers, based on providers’ business models and value propositions, particularly, how these perceptions influence consumers’ purchase intention, subjective well-being and trust in service provider.

This study used a 3 × 4 between-within online scenario-based experimental design (business models: traditional, collaborative, shared; value propositions: innovation, marketing, service production, recovery) using equal and randomized assignment to experimental conditions. Following equal quota-based randomized sampling, three generations were examined (n = 180): baby boomers, Generation Xers and millennials. Multivariate analysis of variance and PROCESS macro were used to analyze the data.

Hospitality consumers perceived value propositions from providers with different business models inversely based on their perceptions of firms’ CSA, subjective well-being and trust. CSA amplified the outcomes and served a mediating role for purchase intention, subjective well-being and trust. Different outcomes were based on generational cohorts.

Customer perceptions of firm’s unique competitive position should be managed holistically by combining business models, value propositions and generational cohorts to ensure customers’ purchase intention, trust and subjective well-being. CSA should be communicated to customers differently based on generational membership.

This study deepens knowledge of CSA, specifically from the consumer level of analysis. The key contribution is the role of CSA as a mediator for hospitality business models and customer-related outcomes of purchase intention, subjective well-being and trust. This study brings forward consumer subjective well-being as a potential goal for hospitality firms.