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Article
Publication date: 14 October 2021

Roman Egger and Joanne Yu

Intrigued by the methodological challenges emerging from text complexity, the purpose of this study is to evaluate the effectiveness of different topic modelling algorithms based…

Abstract

Purpose

Intrigued by the methodological challenges emerging from text complexity, the purpose of this study is to evaluate the effectiveness of different topic modelling algorithms based on Instagram textual data.

Design/methodology/approach

By taking Instagram posts captioned with #darktourism as the study context, this research applies latent Dirichlet allocation (LDA), correlation explanation (CorEx), and non-negative matrix factorisation (NMF) to uncover tourist experiences.

Findings

CorEx outperforms LDA and NMF by classifying emerging dark sites and activities into 17 distinct topics. The results of LDA appear homogeneous and overlapping, whereas the extracted topics of NMF are not specific enough to gain deep insights.

Originality/value

This study assesses different topic modelling algorithms for knowledge extraction in the highly heterogeneous tourism industry. The findings unfold the complexity of analysing short-text social media data and strengthen the use of CorEx in analysing Instagram content.

研究目的

基于对文本复杂性的兴趣, 本研究以Instagram文本数据为基准, 旨在比较不同主题建模的算法的有效性。

研究方法

本研究以标有 #darktourism的Instagram帖子作为背景, 评估直观理解(LDA), 相关解释(CorEx)和非负矩阵分解(NMF)在分析与黑暗观光相关的帖子的实用性。

研究结果

CorEx分析出17个新兴的黑暗景点和活动, 亦胜过LDA和NMF。虽然LDA能探讨出较多的主题数, 但它们的内容几乎重复。同样的, 尽管NMF适用于短文本数据, 但它提取出主题相当笼统且不够具体。

原创性

透过将营销和数据科学学科相结合, 本研究为分析非结构化的文本奠定了基础, 并证实了CorEx在分析短文本社交媒体数据(如Instagram数据)中的效益。

Propósito

Intrigado por los desafíos metodológicos que surgen de la complejidad del texto, este estudio evalúa la efectividad de diferentes algoritmos de modelado de temas basados en datos textuales de Instagram.

Metodología

Al tomar publicaciones de Instagram con #darktourism como contexto de estudio, esta investigación aplica la asignación de Dirichlet latente (LDA), la explicación de correlación (CorEx) y la factorización matricial no negativa (NMF) para descubrir experiencias turísticas.

Resultados

CorEx supera a LDA y NMF al clasificar los sitios y actividades oscuros emergentes en 17 temas distintos. Los resultados de LDA son homogéneos y se superponen, mientras que los temas extraídos de NMF no son lo suficientemente específicos como para obtener conocimientos profundos.

Originalidad

Este estudio evalúa diferentes algoritmos de modelado de temas para la extracción de conocimiento en la industria del turismo. Los hallazgos revelan la complejidad de analizar datos de redes sociales de texto corto y fortalecen el uso de CorEx para analizar el contenido de Instagram.

Article
Publication date: 30 October 2020

Krzysztof Celuch

In search of creating an extraordinary experience for customers, services have gone beyond the means of a transaction between buyers and sellers. In the event industry, where…

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Abstract

Purpose

In search of creating an extraordinary experience for customers, services have gone beyond the means of a transaction between buyers and sellers. In the event industry, where purchasing tickets online is a common procedure, it remains unclear as to how to enhance the multifaceted experience. This study aims at offering a snapshot into the most valued aspects for consumers and to uncover consumers' feelings toward their experience of purchasing event tickets on third-party ticketing platforms.

Design/methodology/approach

This is a cross-disciplinary study that applies knowledge from both data science and services marketing. Under the guise of natural language processing, latent Dirichlet allocation topic modeling and sentiment analysis were used to interpret the embedded meanings based on online reviews.

Findings

The findings conceptualized ten dimensions valued by eventgoers, including technical issues, value of core product and service, word-of-mouth, trustworthiness, professionalism and knowledgeability, customer support, information transparency, additional fee, prior experience and after-sales service. Among these aspects, consumers rated the value of the core product and service to be the most positive experience, whereas the additional fee was considered the least positive one.

Originality/value

Drawing from the intersection of natural language processing and the status quo of the event industry, this study offers a better understanding of eventgoers' experiences in the case of purchasing online event tickets. It also provides a hands-on guide for marketers to stage memorable experiences in the era of digitalization.

Details

International Journal of Event and Festival Management, vol. 12 no. 1
Type: Research Article
ISSN: 1758-2954

Keywords

Article
Publication date: 4 May 2020

Liang Ruixin, Joanne Yip, Winnie Yu, Lihua Chen and Newman Lau

The breasts are mainly fatty and connective tissues with no muscles that directly support them, so wearing sports bras is one of the most effective means of alleviating the…

Abstract

Purpose

The breasts are mainly fatty and connective tissues with no muscles that directly support them, so wearing sports bras is one of the most effective means of alleviating the discomfort of breast movement and potential injury during vigorous physical exercise. However, the design and development processes of traditional sports bras are time-consuming and costly. Hence, a novel method of simulating the static contact pressure between a sports bra and women’s body based on the finite element (FE) and artificial neural network (ANN) models is developed in this study to contribute to the design considerations of sports bras.

Design/methodology/approach

Three-dimensional FE models of a female subject and sports bras with different fabric properties are developed to determine the amount of contact pressure exerted onto the body. The FE results are then verified by measuring the amount of pressure exerted by the sports bra on the skin with pressure sensors. The Taguchi technique is used to effectively reduce the number of trials from 625 to only 25 cases. These 25 results obtained through FE modelling are then used to provide the training set for the ANNs. Finally, a comparison between the FE and ANN results is carried out.

Findings

A novel model of the static contact pressure between a sports bra and human subject based on the FE and ANN methods is presented in this paper. The root mean square error values show that there is only a small difference between the FE and ANN results.

Originality/value

The ANN function established in this study can be used to predict the mechanical behaviours of breasts and has a fundamental impact on the computer-aided design of functional garments in general.

Details

International Journal of Clothing Science and Technology, vol. 32 no. 6
Type: Research Article
ISSN: 0955-6222

Keywords

Article
Publication date: 16 June 2023

Xi Yu Leung, Lawrence Hoc Nang Fong, Xunyue (Joanne) Xue and Anna S. Mattila

Hospitality and tourism research lags in using experimental designs. This study aims to reveal prestigious scholars’ opinions and suggestions on how to effectively design and…

Abstract

Purpose

Hospitality and tourism research lags in using experimental designs. This study aims to reveal prestigious scholars’ opinions and suggestions on how to effectively design and execute experimental research.

Design/methodology/approach

The authors conducted an open-ended survey on 187 editors and editorial board members from 22 top hospitality and tourism journals. Their answers were coded following an inductive method of coding, and a list of themes and categories was synthesized.

Findings

The results summarize common problems of this method and indicate significant barriers to making experimental studies publishable. The review criteria for experimental studies are presented from four aspects: overall design, stimuli and manipulations, data collection and reporting results.

Research limitations/implications

The results provide valuable suggestions for researchers interested in experimental design in the hospitality and tourism field. The study contributes to a shift toward well-designed and well-executed experimental research in hospitality and tourism.

Originality/value

To the best of the authors’ knowledge, the study is the first to survey editorial board members of impactful hospitality and tourism journals to reveal their insights into the experimental methodology. The study makes significant theoretical and methodological contributions by addressing calls to understand common problems and barriers to experimental research in our field.

Details

International Journal of Contemporary Hospitality Management, vol. 36 no. 4
Type: Research Article
ISSN: 0959-6119

Keywords

Article
Publication date: 15 August 2018

Mei Yu, Dongmei Cao and Juh Yan Tan

Despite extensive study into various aspects of corporate social responsibility (CSR), the effect on consumer behaviour is less explored. A growing amount of research is concerned…

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Abstract

Purpose

Despite extensive study into various aspects of corporate social responsibility (CSR), the effect on consumer behaviour is less explored. A growing amount of research is concerned with the phenomenon that CSR has a minor effect on actual purchases although CSR practices enhance consumers’ purchase intentions. This is documented as the CSR-consumption paradox and is yet to be resolved. The purpose of this paper is to further understand this paradox.

Design/methodology/approach

Questionnaires were administered face-to-face to consumers in Birmingham. These questionnaires concern consumer behaviour in relation to CSR practices of 21 popular apparel companies in the UK.

Findings

Results suggest that consumers’ pro-social priority is significantly related to pro-social consumption and that consumers’ awareness of CSR practices is insignificantly associated with their purchase behaviour. The pro-social consumption does not differ significantly among different demographic groups.

Research limitations/implications

To explore the external motivational factors in consumers’ decision making will be a potential research direction in future.

Practical implications

The empirical results provide implications for UK apparel marketers and policy makers to engage and motivate socially responsible consumers so as to reap strategic rewards for their CSR efforts.

Originality/value

This paper contributes to the knowledge of socially responsible consumption and how it is affected by CSR.

Details

Journal of Fashion Marketing and Management: An International Journal, vol. 23 no. 1
Type: Research Article
ISSN: 1361-2026

Keywords

Article
Publication date: 22 October 2021

Meehee Cho and Joanne Jung-Eun Yoo

Today’s consumers are aware of restaurants’ effects on the environment and pressure them to implement green practices. As restaurant success largely depends on how employees meet…

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Abstract

Purpose

Today’s consumers are aware of restaurants’ effects on the environment and pressure them to implement green practices. As restaurant success largely depends on how employees meet customer expectations, employee green creative behavior (EGCB) is critical. Therefore, this study aims to investigate how to enhance EGCB by integrating a comprehensive set of three-dimensional components: external, organizational and individual factors.

Design/methodology/approach

Data analysis was conducted using responses from full-time employees in the US restaurant industry. The PROCESS macro was used to test the direct and indirect relationships between the study variables. A series of mediation analyzes were conducted to investigate the mediation effects of “restaurant ethical standards” and “employee green passion” on their relationships to “customer pressure” and EGCB.

Findings

The results verified a direct effect of “customer pressure” on “restaurant ethical standards” and EGCB. The study also demonstrated positive direct relationships of “restaurant ethical standards” – “employee green passion” and “employee green passion” – EGCB. The result showed that “restaurant ethical standards” and “employee green passion” sequentially explained the partial impact of “customer pressure” on EGCB.

Practical implications

The study recommends that restaurant managers acknowledge growing customer environmentalism and prepare to address their customers’ stricter green requirements. Restaurants need to review their ethical standards on a regular basis to meet rising customer pressure. The study also offers empirical evidence regarding the importance of selecting employees who are passionate about sustainability and empowering them to encourage their green creative behavior.

Originality/value

Although past studies have introduced various determinants of employee creative behavior, they have mainly focused on organizational and individual-level factors but have ignored a critical external factor, which is customer pressure. The study addresses this research gap by investigating the interrelationships between customer pressure and EGCB through restaurant ethical standards (organizational-level) and employee green passion (individual-level).

Details

International Journal of Contemporary Hospitality Management, vol. 33 no. 12
Type: Research Article
ISSN: 0959-6119

Keywords

Article
Publication date: 18 April 2017

Yim King Penny Wan, Sow Hup Joanne Chan and Hui Lan Wendy Huang

This paper aims to examine the environmental awareness, initiatives and performance in the Macau hotel industry.

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Abstract

Purpose

This paper aims to examine the environmental awareness, initiatives and performance in the Macau hotel industry.

Design/methodology/approach

A mixed research method was adopted involving quantitative surveys with 31 hotels in Macau and 11 face-to-face interviews with the hotel managers, facilities managers and engineers.

Findings

Response from surveys and interviews with 31 hoteliers show that hotels in Macau have a high level of environmental awareness. Most hoteliers actively introduce initiatives that contribute to cost savings. Initiatives including using energy conservation light bulbs, having an active system to detect/repair leaking facilities and installing water conserving fixtures are widely implemented, while programs involving using solar lawn light, recycling leftover food and reusing wastewater are not. Major barriers for going green include the lack of government regulations on environmental management (EM), financial constraints, the lack of employees to handle EM and the fear that environmental initiatives may negatively impact the guest’s experience, especially those VIP and hardcore gamblers and customers who expect enjoying the luxuries services in Macau hotels. Lower star hotels experience more difficulties in adopting green approaches.

Research limitations/implications

This paper presents a single case study of Macau; therefore, the results in this research may have limited generalizability.

Originality/value

This paper is one of the very few attempts that investigate EM in Macau – a renowned world tourism and gambling destination, where the vast majority of hotels have their casino facilities. Results show that apart from the financial consideration and the lack of government enforcement to adopt green measures similar to hotels in other destinations, EM practices of Macau’s hotels are also constrained by its customer base and the acute shortage of human resources that is caused by the tourism boom.

Details

Tourism Review, vol. 72 no. 1
Type: Research Article
ISSN: 1660-5373

Keywords

Article
Publication date: 8 December 2020

Jill Manthorpe and Joanne Liming Chen

The purpose of this paper is to describe and analyse the development and content of the Vulnerable Adults Act 2018 (hereafter “the Act”) in Singapore. It reports the parliamentary…

Abstract

Purpose

The purpose of this paper is to describe and analyse the development and content of the Vulnerable Adults Act 2018 (hereafter “the Act”) in Singapore. It reports the parliamentary processes and deliberations.

Design/methodology/approach

A synthesis of publicly available research, policy documents, parliamentary debate, media reports and commentary.

Findings

The paper sets the Act’s development and aims in Singapore’s social and legal contexts. It notes the interface with other legislation and the focus of the Act on community and family abuse and neglect.

Research limitations/implications

The paper suggests some areas for research including how the Act is used and its impact and also points to areas where the Act does not apply.

Practical implications

The paper outlines new professional powers and responsibilities and the role of government and community-based organisations.

Originality/value

This paper provides an early account of the genesis and aims of the new legislation, its powers and administration. Also, international comparisons are drawn.

Details

The Journal of Adult Protection, vol. 23 no. 1
Type: Research Article
ISSN: 1466-8203

Keywords

Article
Publication date: 14 August 2024

Vassiliki Grougiou, Seraina Anagnostopoulou and Joanne Louise Tingey-Holyoak

This paper aims to examine the most commonly used categories of sustainability literature review regarding their purpose, nature, strengths, weaknesses and potential for impact…

Abstract

Purpose

This paper aims to examine the most commonly used categories of sustainability literature review regarding their purpose, nature, strengths, weaknesses and potential for impact. This paper also discusses the motivation, incremental contribution and framing that occurs by considering the research papers included in this Special Issue.

Design/methodology/approach

Given the paucity of clear guidelines for undertaking, writing and publishing literature review studies in sustainability research, this paper describes the main types and processes in conducting a literature review and emerging tools that can help advance the field.

Findings

This paper finds a variety of approaches in application with strengths and weaknesses, including the emerging role of software support, artificial intelligence and machine learning. This paper reviews the ethical implications of using emerging tools in the sustainability literature review methodology and their impacts on originality, authenticity and accountability. This paper discusses the seven carefully selected and meticulously reviewed articles in this Special Issue through the lens of these findings by specifically highlighting their purpose, strengths, weaknesses and practical and policy implications.

Practical Implications

Through the systemization of ways to conduct meaningful literature reviews, this paper explores the significant relevance of the method in creating a basis of academic understanding and advancing future research that can have significant impacts on the industry. Through the discussion of the articles in this Special Issue, this paper highlights the practical and policy implications and limitations of literature reviews in sustainability research.

Social Implications

This paper highlights the purpose of literature reviews in identifying areas for further research and how the papers included in this Special Issue achieve this goal, i.e. how their findings possess specific positive externalities in summarizing and systematizing sustainability research.

Originality/Value

This paper systematizes methods and processes for writing impactful literature reviews in sustainability research, particularly focusing on the use of emerging technology and the opportunities and challenges this may offer in this process.

Details

Sustainability Accounting, Management and Policy Journal, vol. ahead-of-print no. ahead-of-print
Type: Research Article
ISSN: 2040-8021

Keywords

Article
Publication date: 25 June 2020

Yee Ling Yap, Swee Leong Sing and Wai Yee Yeong

Soft robotics is currently a rapidly growing new field of robotics whereby the robots are fundamentally soft and elastically deformable. Fabrication of soft robots is currently…

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Abstract

Purpose

Soft robotics is currently a rapidly growing new field of robotics whereby the robots are fundamentally soft and elastically deformable. Fabrication of soft robots is currently challenging and highly time- and labor-intensive. Recent advancements in three-dimensional (3D) printing of soft materials and multi-materials have become the key to enable direct manufacturing of soft robots with sophisticated designs and functions. Hence, this paper aims to review the current 3D printing processes and materials for soft robotics applications, as well as the potentials of 3D printing technologies on 3D printed soft robotics.

Design/methodology/approach

The paper reviews the polymer 3D printing techniques and materials that have been used for the development of soft robotics. Current challenges to adopting 3D printing for soft robotics are also discussed. Next, the potentials of 3D printing technologies and the future outlooks of 3D printed soft robotics are presented.

Findings

This paper reviews five different 3D printing techniques and commonly used materials. The advantages and disadvantages of each technique for the soft robotic application are evaluated. The typical designs and geometries used by each technique are also summarized. There is an increasing trend of printing shape memory polymers, as well as multiple materials simultaneously using direct ink writing and material jetting techniques to produce robotics with varying stiffness values that range from intrinsically soft and highly compliant to rigid polymers. Although the recent work is done is still limited to experimentation and prototyping of 3D printed soft robotics, additive manufacturing could ultimately be used for the end-use and production of soft robotics.

Originality/value

The paper provides the current trend of how 3D printing techniques and materials are used particularly in the soft robotics application. The potentials of 3D printing technology on the soft robotic applications and the future outlooks of 3D printed soft robotics are also presented.

Details

Rapid Prototyping Journal, vol. 26 no. 8
Type: Research Article
ISSN: 1355-2546

Keywords

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