Group pooling for deep tourism demand forecasting

Advances in tourism demand forecasting immensely benefit tourism and other sectors, such as economic and resource management studies. However, even for novel AI-based methodologies, the challenge of limited available data causing model overfitting and high complexity in forecasting models remains a major problem. This study proposes a novel group-pooling-based deep-learning model (GP–DLM) to address these problems and improve model accuracy. Specifically, with our group-pooling method, we advance the tourism forecasting literature with the following findings. First, GP–DLM provides superior accuracy in comparison with benchmark models. Second, we define the novel dynamic time warping (DTW) clustering quantitative approach. Third, we reveal cross-region factors that influence travel demands of the studied regions, including “travel blog,” “best food,” and “Air Asia.”     

Urban tourism research: Recent progress and current paradoxes

Urban tourism has remained a consistent theme in the expansion of tourism research since the 1980s and several seminal papers (e.g. 1 and 2) have reviewed the state of research and its progress towards a greater recognition. This Progress in Tourism Management review article moves our understanding and knowledge of the research agendas within urban tourism by examining the paradoxes associated with such agendas thereby highlighting the need to adopt a less inward looking approach that interconnects with the wider domain of the social sciences, especially those of urban studies and the notion of world cities. We argue that understanding urban tourism will only progress by embracing these wider social science agendas so that tourism becomes integrated into these academic debates to progress the subject area.     

Film tourism – Evolution,progress and prospects

Film tourism has emerged as a major growth sector for research in tourism and it is widely recognised as a driver of tourism development for many destinations. To date, there has been a relatively substantial literature on the subject, little of which has sought to synthesise and engage with the wider social science paradigm of culture, film and media research. The aim of this Progress Review is to critically evaluate film tourism as a subject of cross-disciplinary academic study, highlighting the major research themes, issues and contributing conceptual frameworks, critiquing existing and developing perspectives and addressing critical gaps in knowledge. This review is particularly timely as the literature on film tourism has not been synthesised from a cross-disciplinary perspective. Accordingly, this paper seeks to provide a road map of the exponential growth in social science literature associated with the cognate areas that study, or contribute to, film tourism.     

Redefining Asian tourism

Research examining Asian tourism destinations and markets has burgeoned, paralleling the region's economic and middle-class growth. However, despite this burgeoning, extant studies tend to replicate theories and models from western tourism literature, with few attempts to interpret tourism from and in Asia through an indigenous lens. This editorial provides an overview of the current state of play in relation to past Asian tourism special issues, book publications and research articles as well as papers included in this special issue. Through the broad themes of deconstructing the universality of tourism knowledge, legitimising other ways of knowing, and convergence of knowledge, we borrow the lenses of research articles included in this special issue to critically examine colonised knowledge, offer alternative ways of conceptualising Asian tourism, and reflect on our journey of composing this special issue. Suggestions are provided for future researchers to take on this path of decolonising tourism knowledge.     

Towards decolonising tourism and hospitality research in the Philippines

In recent years, scholars have focused their attention on demarcating the neocolonial situations that permeate the tourism and hospitality academy. The ‘critical turn’ in tourism studies called for the decolonisation of tourism and hospitality research. In this paper, I explore and challenge the state of tourism and hospitality research in the Philippines, by analysing the works of Filipino tourism and hospitality academics. Through a systematic quantitative literature review, I identify the research themes investigated by Filipino scholars on Philippine tourism and hospitality and examine the methodologies and epistemologies employed in the selected research outputs. The findings indicate that colonial legacies and neocolonial situations are strongly present in Philippine tourism and hospitality knowledge production. To challenge these scenarios, I suggest a decolonial agenda informed by Sikolohiyang Pilipino (Filipino psychology), a native epistemological perspective. This article serves as a contribution to the epistemological decolonisation of tourism knowledge production in Asian contexts.     

Progress in research on seniors' well-being in tourism: A systematic review

Research on well-being has experienced exponential growth in tourism studies. However, knowledge about well-being of seniors in tourism is still limited, and thus conceptually underdeveloped, despite the growth of the ageing population and increased research focus on the subject. Consequently, the purpose of this review is to provide a holistic understanding of seniors' well-being in tourism, delineate the current research status, then identify gaps and future avenues for research. A systematic quantitative literature review was conducted, leading to 56 eligible articles extracted for subsequent analysis. By mapping the current state of knowledge, the study indicates a need for a comprehensive theoretical framework based on a holistic view of seniors' well-being in tourism. The findings of the systematic review suggest the need for a eudaimonic approach to the topic and research from residents' perspectives. Suggestions are made to investigate constraints to well-being and cultural differences in conceptions of seniors' well-being in tourism.     

Residents' place image: a cluster analysis and its links to place attachment and support for tourism

While there is a plethora of studies segmenting the lucrative tourism market, limited attention has been given to identifying potential segments of local residents based on their image of the place they live in as a tourist destination. This study aims to address this gap by (a) clustering local residents of a tourist destination based on their images of that place; and (b) identifying whether those image-based resident groups share similar/different levels of place attachment and intentions toward tourism (support for tourism, intention to recommend it to others). Analysis was based on a sample of 368 residents of Eilat, Israel. The findings suggest the presence of three resident groups with different images of Eilat – called Nature Aesthete, Appreciator, and Critical – and provide support that these groups exhibit dissimilar levels of attachment and intentions/behavior toward tourism. The Appreciator (residents with the most favorable image) were reported exhibiting higher levels of place attachment, support for tourism and were more likely to recommend their place to others as a tourist destination than the Critical (residents with the least favorable image). The implications of these findings to tourism theory and practice are discussed.     

20 years of research on virtual reality and augmented reality in tourism context: A text-mining approach

Virtual reality (VR) and Augmented Reality (AR) have undergone technical evolutions over the last few decades including improvements in immersion and the feeling of telepresence. Several examples of the applications of such techniques can be found in stores, tourism, hotel, restaurants, and destinations. Yet, a comprehensive analysis of studies employing such techniques in tourism-related studies is difficult to find. The current study uses citation network analysis and text-mining techniques to conduct a full-text analysis of 56 journal papers and 325 conference proceedings related to VR and AR in the tourism context. This paper intends to (i) provide an overview of the VR and AR-related tourism studies network and discuss them over time, (ii) present the most important topics and studies emerging from this literature, (iii) suggest avenues for further research. Findings reveal 10 core topics in journal papers and 11 core topics in conference proceedings, which are presented together with an overview of the published studies and the main authors.     

Tourism and the sustainable development goals: Stakeholders' perspectives from Nepal

The Sustainable Development Goals (SDGs) aim to end poverty, protect the planet, and achieve prosperity for all by bringing together policymakers, academia, practitioners, and all other relevant tourism stakeholders and providing policy and strategic engagement guidelines. As tourism is the fastest-growing sector of the global economy, examining the connections between tourism and the SDGs is relevant to both developing and developed countries. This study explores the Nepalese tourism industry's role in addressing the SDGs from the perspective of various tourism stakeholders (academia, the government, the private tourism industry, and public–private organizations). To present a comprehensive picture, this study employed a case study approach. In-depth semi-structured interviews were conducted with tourism industry stakeholders. The findings suggest that, to varying degrees, the SDGs are applicable as well as achievable for Nepal. However, several issues may impede the full implementation of these goals. The implications of these findings are discussed in the paper.     

Progress on image analytics: Implications for tourism and hospitality research

Despite the increased recognition of the importance of images as a rich data source, the full potential of images to advance tourism and hospitality knowledge, both conceptually and theoretically, has yet to be fully tapped. This study provides a critical review of image analytics, examining its broad implications for tourism and hospitality research. This paper offers the progress of image definitions, features and related theories, as well as presents a methodological framework for conducting image-related studies, complementing the dominant textual analysis used in tourism and hospitality research. The paper makes contributions to the tourism methodological literature by developing a point of reference for the application of image analytics in tourism and hospitality studies.     

Women in tourism: Shifting gender ideology in the DR

The purpose of this study is to explore the ways in which the employment of women in the tourism industry has challenged or reinforced the traditional machismo–marianismo gender ideology in the Dominican Republic. Semi-structured individual, coupled, and group interviews were conducted in 12 coastal communities to investigate residents’ perceptions about gender ideology as it intersects with the employment of women in tourism. The findings reveal tourism employment as a source of opportunity, with women gaining economic and social independence, but also conflict as women and men negotiate new gender roles and identities. Emphasizing issues such as the double workload, negotiating domestic tasks with partners, and tension resulting from employment, this study illuminates the pressing practical needs of Dominican women.     

Tourism education and curriculum design: A time for consolidation and review?

This paper seeks to examine the growth and development of tourism education within Great Britain, with specific reference to the situation in England and Wales. This is a subject that has received relatively scant attention since the publication of a number of seminal papers produced in the mid to late 1990’s and early C20th. The paper reviews how tourism education has developed from relatively humble origins to that of a subject taught in a wide variety of education institutions. It examines what programmes seek to achieve in terms of knowledge skills development and preparing students to meet the labour needs of the tourism industry. It also reflects on where tourism education is going in terms of courses, course philosophy, levels of study, subject content and teaching and learning strategies.     

On the empirical relationship between tourism and economic growth

This paper studies the dynamics of economic growth and tourism evolution for 80 countries during the period 1995–2016. The variables representing economic and tourism growth are growth rates of per capita GDP and international tourist arrivals per inhabitant respectively. Using the concept of economic regime, the paper introduces a notion of distance between the dynamical paths of different countries. Then, a Minimal Spanning Tree and a Hierarchical Tree are constructed to detect groups of countries sharing similar performance. The two main clusters we find can be interpreted as two groups of countries with high and low performance in the tourism sector and are coherent with the business cycle. The evolution of such clusters shows three main stylized facts: certain countries move across clusters; the low performance cluster tends to span, while the high performance one tends to be (more) compact; the distance between the two groups increases in time.     

Service robots and perceived discrimination in tourism and hospitality

This study explores the influences of the incorporation of service robots in the service delivery systems of tourism and hospitality companies on the perceived discrimination of tourists and tourism employees. In doing so, a conceptual framework is proposed to explain the relationships between robots-based service delivery systems in tourism and hospitality (e.g., fully robotised and mixed service delivery systems) and discrimination. This paper demonstrates that although service robots may be advantageous in eliminating/mitigating perceived discrimination (from employees to tourists, tourists to tourists, tourists to employees, employer/employee to employee), using robots can also create or aggravate perceived discrimination. Though this study is the first attempt on the subject and presents beneficial knowledge for tourism and hospitality service providers and service robot designers, future empirical studies could shed more light on the relationship between robots-based service delivery systems and discrimination in the tourism and hospitality context.     

Exploring tourists’ soundscape emotion and its impact on sustainable tourism development

Despite the long-standing appeal for tourism researchers to pay more attention to the effects of soundscape, there remains a serious lack of in-depth studies on the topic. Drawing on moderating effects of tourists’ soundscape emotion, this study examines certain determinants of tourists’ pro-environmental behaviour. Kulangsu was used as a source of empirical data for its abundant soundscape resources. The results revealed the explicit connections of human-environmental relationships to pro-environmental behaviour. All the paths are more significant when grouped with positive soundscape emotions than with their negative counterparts. This demonstrates the importance of soundscape to promote sustainable development in tourist destinations.     

Travel for mindfulness through Zen retreat experience: A case study at Donghua Zen Temple

This study seeks to contribute knowledge of the Zen retreat experience unique to Buddhist tourism. The research setting is the Zen retreats found at the Donghua Zen Temple in China. This study examined feedback obtained from 520 tourists who stayed at Zen retreats. Zen retreat organizer insights were obtained through online discussions. This study identified four motivations for, and three outcomes of, staying at Zen retreats. Within the Zen retreat experience, this study clarified four themes in knowledge growth (mingxin), three themes in spiritual growth (jianxing), and two mechanisms to foster knowledge and spiritual growth. This study further proposed a figure demonstrating Zen practitioners’ lifelong journey, and a figure categorizing tourists in Buddhist tourism into Zen tourism, Zen lifestyle, and Zen retreat by level of involvement.     

The Tourism System Research Categorization Framework

This analysis produced a tourism system research categorization framework comprising mutually exclusive subject areas to classify the keywords in academic journal articles. The primary research goals were to develop this framework and then assess the frequency levels of specific tourism research subject areas in the 10-year period of 2002–2011. A database of 37,918 author-selected keywords from 9,588 research articles in 31 tourism, hospitality, and leisure journals was created. Using the proposed framework, the database was divided into six main categories (destination; demand; travel; marketing; geographical areas; and generic terms) and 61 sub-categories. The destination category captured the most keywords, followed by demand and then marketing.     

Domestic tourism as a development factor

Archer, Brian H., “Domestic Tourism as a Development Factor”, Annals of Tourism Research, Vol. V, No. 1, January/March 1978, pp. 126–141. Domestic tourism brings about an intermingling of people from diverse social and cultural backgrounds and also a considerable redistribution of spending power. Although this paper concentrates mainly upon the economic effects created by the growth of domestic tourism and is illustrated by reference to some recent case studies, attention is also drawn to the favorable and unfavorable political, social, cultural, moral, environmental and conservational aspects of domestic tourism. The paper concludes by discussing some ways in which domestic tourism can provide an impetus to further economic growth in the holiday regions and also how domestic tourism may assist in solving some of the problems facing a country's international tourism.     

TOURISM AND HOTEL COMPETITIVENESS RESEARCH

Competitiveness has been a subject of study in the manufacturing and related sectors since the early 1990s. However, only recently have some researchers started to examine the tourism and hospitality competitiveness, both conceptually and empirically, with a particular focus on tourism destinations and the hotel industry. The goal of this article is to review the published studies on destination and hotel competitiveness, provide critiques, and point out future directions in tourism and hotel competitiveness research. Such a review shall provide researchers with a good understanding of the current status of competitiveness research and with a vision for advancing the existing knowledge of destination and hotel competitiveness.