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Article
Publication date: 13 April 2023

Wai Ming To and Billy T.W. Yu

This study explores the impact of difficult coworkers on employees' turnover intention. Additionally, this study investigates the roles of employees' attitude toward difficult…

977

Abstract

Purpose

This study explores the impact of difficult coworkers on employees' turnover intention. Additionally, this study investigates the roles of employees' attitude toward difficult coworkers, perceived organizational support and affective commitment in the relationship between difficult coworkers and turnover intention.

Design/methodology/approach

Based on the stimulus-organism-response theory, a theoretical model was established that linked difficult coworkers to employees' attitude toward the, then to turnover intention directly and indirectly through perceived organizational support and affective commitment. The model was validated using responses from 343 Chinese employees in Macao's banking industry.

Findings

Results of the partial least squares-structural equation modeling (PLS-SEM) showed that difficult coworkers significantly influenced employees' attitude toward them. Employees' attitude toward difficult coworkers had a small and significant effect on turnover intention while perceived organizational support and affective commitment mediated the relationship between attitude toward difficult coworkers and turnover intention.

Originality/value

The study is the first empirical study to employ the stimulus-organism-response theory to characterize the impact of difficult coworkers on turnover intention. Fortunately, perceived organizational support and affective commitment were able to lessen the impact of difficult coworkers on turnover intention.

Details

Asia-Pacific Journal of Business Administration, vol. 16 no. 4
Type: Research Article
ISSN: 1757-4323

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Article
Publication date: 30 December 2024

Billy T.W. Yu and Stella T.X. Liu

This analysis examines the evolving role of deep learning in engagement marketing research. It tries to address a critical knowledge gap despite the rapid growth of artificial…

46

Abstract

Purpose

This analysis examines the evolving role of deep learning in engagement marketing research. It tries to address a critical knowledge gap despite the rapid growth of artificial intelligence (AI) applications in this field.

Design/methodology/approach

Using bibliometric techniques, this study analyzes Scopus data to investigate the evolution of engagement marketing research influenced by technology. Overlapping maps, evolution maps and strategic diagrams reveal key trends and intellectual structures within this dynamic field.

Findings

Our analysis reveals key trends in deep learning applications, like focuses on language-interaction, interactivity-privacy and human-focus satisfaction. While results show the contribution in foundational works like linguistics, algorithms and interactive marketing, they also raise concerns about the algorithmic bias, privacy violations and etc.

Research limitations/implications

While Scopus data offers valuable insights, our analysis acknowledges its limitations on publication language. Future research should treasure foundational works and historical context for comprehensive understandings. Additionally, addressing emerging challenges such as negative customer experiences and fairness is crucial for future studies.

Originality/value

This review provides a comprehensive perspective on deep learning applications on engagement marketing research in the context of interactive marketing. We present trends and thematic structures with practical implications for scholars and practitioners. It presents a fuller intellectual landscape and suggests that future research directions shall prioritize a human-centered approach to AI implementation, ultimately fostering genuine customer connections.

Details

Journal of Research in Interactive Marketing, vol. ahead-of-print no. ahead-of-print
Type: Research Article
ISSN: 2040-7122

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Article
Publication date: 7 December 2021

Billy Yu

The natural language processing (NLP) technique enables machines to understand human language. This paper seeks to harness its power to recognise the interaction between marketers…

562

Abstract

Purpose

The natural language processing (NLP) technique enables machines to understand human language. This paper seeks to harness its power to recognise the interaction between marketers and consumers. Hence, this study aims to enhance the conceptual and future development of deep learning in interactive marketing.

Design/methodology/approach

This study measures cognitive responses by using actual user postings. Following a typical NLP analysis pipeline with tailored neural network (NN) models, it presents a stylised quantitative method to manifest the underlying relation.

Findings

Based on consumer-generated content (CGC) and marketer-generated content (MGC) in the tourism industry, the results reveal that marketers and consumers interact in a subtle way. This study explores beyond simple positive and negative framing, and reveals that they do not resemble each other, not even in abstract form: CGC may complement MGC, but they are incongruent. It validates and supplements preceding findings in the framing effect literature and underpins some marketing wisdom in practice.

Research limitations/implications

This research inherits a fundamental limitation of NN model that result interpretability is low. Also, the study may capture the partial phenomenon exhibited by active reviewers; lurker-consumers may behave differently.

Originality/value

This research is among the first to explore the interactive aspect of the framing effect with state-of-the-art deep learning language model. It reveals research opportunities by using NLP-extracted latent features to assess textual opinions. It also demonstrates the accessibility of deep learning tools. Practitioners could use the described blueprint to foster their marketing initiatives.

Details

Journal of Research in Interactive Marketing, vol. 16 no. 4
Type: Research Article
ISSN: 2040-7122

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Available. Open Access. Open Access
Article
Publication date: 30 January 2020

W.M. To and Billy T.W. Yu

Background: How many higher education researchers are there in the world? How many academic articles are published by researchers each year? This paper aims to answer these two…

1251

Abstract

Background: How many higher education researchers are there in the world? How many academic articles are published by researchers each year? This paper aims to answer these two questions by tracking the number of higher education teachers and the number of publications over the past four decades.

Methods: We collected data on the number of higher education institutions and researchers from the United Nations, the World Bank, and the US, China, and UK governments (three countries with the largest number of academic publications in recent years). We used Scopus to obtain the number of publications per year. The growth of higher education researchers and academic publications were characterized using 4-parameter logistic models.

Results: The number of higher education teachers-cum-researchers increased from 4 million in 1980 to 13.1 million in 2018 worldwide. Concurrently, the number of academic publications increased from 0.65 million in 1980 to 3.16 million in 2018 based on data from Scopus. At the country level, the number of academic publications from the USA increased from 0.15 million in 1980 to 0.70 million in 2018, while that from China increased by almost 1,000 times from 629 in 1980 to 0.60 million in 2018.

Conclusions: The number of higher education researchers would reach 13.6 million and they would publish 3.21 million academic articles in 2020, imposing enormous pressure to publishers, peer-reviewers, and people who want to understand emerging scientific development. Additionally, not all academic publications are easily assessable because most articles are behind pay-walls. In addition, unethical research practices including falsification, fabrication, plagiarism, slicing publication, publication in a predatory journal or conference, etc. may hinder scientific and human development.

Details

Emerald Open Research, vol. 1 no. 3
Type: Research Article
ISSN: 2631-3952

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Article
Publication date: 11 January 2011

W.M. To, Peter K.C. Lee and Billy T.W. Yu

The purpose of this paper is to study the implementation of ISO 9001:2000 in the public sector, using data obtained from a small‐scale and service‐oriented economy – i.e. Macao…

2965

Abstract

Purpose

The purpose of this paper is to study the implementation of ISO 9001:2000 in the public sector, using data obtained from a small‐scale and service‐oriented economy – i.e. Macao SAR, the People's Republic of China.

Design/methodology/approach

Based on a literature review on ISO 9001 development, a measurement instrument was established using the management principles of ISO 9001:2000 and hypotheses were developed to test the applicability and effectiveness of ISO 9001:2000. The instrument and hypotheses were tested using responses from managers and executives in public organizations.

Findings

The results show that ISO 9001:2000 is useful in enhancing organizational performance in public organizations.

Research implications

Mangers in public organizations must realize that simply adopting and maintaining the ISO 9001:2000 certificate is not enough. More resources and commitment are needed to achieve better organizational performance.

Originality/value

The paper contributes to the literature by developing a measurement instrument using the quality management principles of ISO 9001:2000 and offering new empirical evidence on the applicability and effectiveness of ISO 9001:2000 in the public sector.

Details

The TQM Journal, vol. 23 no. 1
Type: Research Article
ISSN: 1754-2731

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Article
Publication date: 6 January 2012

W.M. To, Peter K.C. Lee and Billy T.W. Yu

The purpose of this paper is to explore the extent of implementing management system standards among ISO (and other) certified companies in the Pearl River Delta and its effect on…

3256

Abstract

Purpose

The purpose of this paper is to explore the extent of implementing management system standards among ISO (and other) certified companies in the Pearl River Delta and its effect on the perceived benefits.

Design/methodology/approach

A cross‐sectional survey of certified companies was carried out using a self‐administrated questionnaire. A total of 157 companies participated in the study.

Findings

It was found that the majority of the responding companies implement more than one standardized management system, mostly adopting the quality management, environmental management, and occupational health and safety management systems (i.e. ISO9001, ISO14001, and OHSAS18001). Results show that companies certified to ISO9001 and ISO14001 gain more benefits than the others.

Research limitations/implications

The study shows that companies implementing multiple management systems can have better corporate performance, product quality, and marketing edges than the others. The results indicate that different combinations of management systems give rise to different level of performance.

Originality/value

There is a lack of empirical proof that more benefits will be gained when multiple management system standards are adopted. The paper addresses this short‐coming and provides evidence that acquiring more system certifications will result in greater perceived benefits.

Details

The TQM Journal, vol. 24 no. 1
Type: Research Article
ISSN: 1754-2731

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Article
Publication date: 23 March 2012

Billy T.W. Yu, W.M. To and Peter K.C. Lee

This paper aims to explore the practice of quality management framework as a strategic tool for public management.

4294

Abstract

Purpose

This paper aims to explore the practice of quality management framework as a strategic tool for public management.

Design/methodology/approach

The paper starts with a basic process‐based model; it then enhances the model with the quality management principles for continuous improvement. With identification of concerned factors from the literature, it examines their usefulness in the quality management system.

Findings

An empirical analysis on the framework identifies eight factors: factual approach to decision making, use of quality tools, customer focus, leadership, involvement of people, process approach, mutually beneficial supplier partnership and internal results. The framework shows that leadership and customer focus are much more important than previously anticipated for successful implementation of quality management system.

Research limitations/implications

Managers in public organizations must realize that all high performance organizations, whether private or public, are by principle customer‐driven. In addition, it is imperative for them to enhance their leadership as it is essential for effective quality improvement.

Originality/value

While the effect of adopting a quality management system on organizational performance has been well documented, the underlying mechanism about how the system works has yet to be empirically identified. This paper contributes to the literature by addressing such a gap and presenting a causal model for quality management principles.

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Article
Publication date: 31 July 2009

Peter K.C. Lee, W.M. To and Billy T.W. Yu

The purpose of this paper is to explore the patterns with which ISO 9000:2000 was implemented in service organizations, and to examine the performance outcomes and contextual…

3412

Abstract

Purpose

The purpose of this paper is to explore the patterns with which ISO 9000:2000 was implemented in service organizations, and to examine the performance outcomes and contextual factors which are associated with different ISO 9000:2000 implementation patterns.

Design/methodology/approach

Based on a literature review of quality management practice, a questionnaire was developed based on quality management principles of ISO 9000:2000 and three propositions. The propositions were tested using responses from managers or executives in 45 service organizations.

Findings

Cluster analysis shows that there are two markedly different ISO 9000:2000 implementation patterns among sample organizations. The analysis results also indicate that organizations with different ISO 9000:2000 implementation patterns performed differently in the two outcomes analysed.

Research limitations/implications

Managers in service organizations must realize that ISO 9000:2000 is capable of generating a competitive advantage only if top management is fully committed to the program implementation from a strategic perspective.

Originality/value

The paper contributes to the literature by offering new insights on the implementation patterns of ISO 9000:2000 in service organizations and their relationships with performance outcomes and contextual factors.

Details

International Journal of Quality & Reliability Management, vol. 26 no. 7
Type: Research Article
ISSN: 0265-671X

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Article
Publication date: 23 May 2008

Billy Tat Wai Yu and To Wai Ming

This paper aims to describe an application of key concepts in agency theory to organizational development. Specifically, it seeks to highlight that formal control systems, the…

4075

Abstract

Purpose

This paper aims to describe an application of key concepts in agency theory to organizational development. Specifically, it seeks to highlight that formal control systems, the ways to regulate employees' performance, are associated with an important factor for organizational development – the capacity for improvement.

Design/methodology/approach

The paper presents a literature review on organizational development and agency theory, and an empirical examination of the relationships between bureaucratic control systems, task programmability and the organization's capacity for improvement. The hypotheses of interrelationships among different control systems, task programmability and the capacity for improvement were tested with a sample of 237 employees in the service industry.

Findings

Results indicate that input control is a significant factor in determining an organization's capacity for improvement, and task programmability moderates the relation between a bureaucratic control and the organization's capacity for improvement.

Research limitations/implications

The results are based on a cross‐sectional self‐report study. It is advisable to include managers' assessment of subordinates' capacity of improvement in further research.

Originality/value

The effect of formal controls on organizational performance was controversial. This paper reveals the moderating role of task programmability in a control‐performance relationship. In doing so, this paper sheds light on how a manager can enhance his/her subordinates' performance on organizational improvement through different control tactics.

Details

Journal of Organizational Change Management, vol. 21 no. 3
Type: Research Article
ISSN: 0953-4814

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Article
Publication date: 5 January 2015

Prodromos Chatzoglou, Dimitrios Chatzoudes and Nikolaos Kipraios

The purpose of this paper is to explore the relationship between the acquisition of an ISO 9000 certification and the overall financial performance of the certified firms. More…

3399

Abstract

Purpose

The purpose of this paper is to explore the relationship between the acquisition of an ISO 9000 certification and the overall financial performance of the certified firms. More specifically, the study proposes a multidimensional conceptual framework, including “customers’ demand”, “ISO adoption”, “operation efficiency”, “market efficiency” and “overall financial performance”. Such a multidimensional approach has randomly been explored in the existing literature, making the examination of the proposed conceptual framework an interesting research topic.

Design/methodology/approach

The proposed conceptual framework was tested on a sample of Greek ISO 9000-certified companies of various economic sectors. Quality managers were used as key respondents. The final sample consisted of 168 companies. The reliability and the validity of the questionnaire were thoroughly examined. Empirical data were analyzed using the structural equation modelling technique. The findings are based on the 2000 version of the ISO series, which is generally accepted and has widespread use, as it has eliminated most of the disadvantages of the 1994 version. The present study is empirical (it is based on primary data), explanatory (examines cause and effect relationships), deductive (tests research hypotheses) and quantitative (includes the analysis of quantitative data collected with the use of a structured questionnaire).

Findings

The findings of the study provide strong evidence that ISO 9000 implementation is highly associated with improvements in overall financial performance. Moreover, it was found that ISO implementation is directly associated with significant improvements in quality awareness, operations execution, market share, customer satisfaction and sales revenue. Finally, customers’ demand was not found to be the most important motivation for implementing an ISO certification. Rather, it seems that companies seek for quality improvement due to internal motives.

Research limitations/implications

A limitation stemming from the implemented methodology is the use of self-report scales to measure the constructs of the proposed model. Moreover, the present paper lacks a longitudinal approach, since it is cross-sectional and provides a static picture of ISO implementation.

Practical implications

The paper makes an analytical effort in order to point out areas that companies should emphasize in order to successfully implement ISO 9000 and, therefore, harvest its potential benefits. Certain practical implications are offered in the final part of the paper.

Originality/value

The paper proposes an enhanced conceptual framework that examines vital issues concerning the successful implementation of ISO 9000, thus, providing valuable outcomes for decision makers and academics. Moreover, the results of the study may be generalized in other developed countries whose economy faces similar significant challenges as Greece.

Details

International Journal of Operations & Production Management, vol. 35 no. 1
Type: Research Article
ISSN: 0144-3577

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