bluuebunny/crossref_metadata_2025_split huggingface dataset:
Closeness or opportunistic behavior? Mediating the business ecosystem governance mechanisms and coordination relationship
Authors: Pomegbe Wisdom Wise Kwabla , Li Wenyuan , Dogbe Courage Simon Kofi , Otoo Charles Oduro Acheampong 
Published: February 2021

PurposeBusiness ecosystem is described as a web of loose relationships, thereby posing some challenges to coordination. In attempt to ensure coordination in business relationships, scholars have proposed relational and contractual governance mechanisms. Hence, this study aims to examine the effects of governance mechanisms on coordination in the pharmaceutical business ecosystem (BE), with the potential mediating effects of closeness and opportunistic behavior.Design/methodology/approachThe study adopted quantitative approach with cross-sectional survey research design to collect data from the business ecosystem of pharmaceutical company X in Ghana. A structured questionnaire based on a five-point Likert scale was employed to collect data. Analysis was based on 173 institutions (both local and international) selected from pharmaceutical BE. Various validity and reliability checks were conducted before the presentation of the actual analysis, which was conducted using ordinary least squares (OLS) regression in Statistical Product and Service Solutions (SPSS).FindingsThe results of the study revealed that both relational and contractual governance have a direct positive effect on coordination between pharmaceutical BE members and the focal firm. The effect of contractual governance on coordination is however, partially mediated by opportunistic behavior. Finally, closeness also fully mediated the effect of relational governance on coordination.Originality/valueThe study builds on the governance mechanisms in exchange relationship, which was hitherto largely limited to the dyadic and triadic business network, partnerships and strategic alliances studies. The contribution to BE literature provides further understanding into transaction cost economics and relational exchange theory, which was dominantly applied in dyadic relationships ties such as partnerships, alliances and networks.
Design, manufacture and construct procurement model for volumetric offsite manufacturing in the UK housing sector
Authors: Charlson Jennifer , Dimka Nenpin 
Published: February 2021

Purpose
The purpose of this study is to gain insight into procurement routes and forms of contract used for volumetric offsite manufacturing (VOSM) in the housing sector of the UK West Midlands. Seminal literature and government reports have established the potential of offsite technologies to improve the supply of quality housing in the UK. However, the lack of a structured procurement route, common to manufacturing approaches in construction, has significantly contributed to delays in large scale adoption.

Design/methodology/approach
To achieve the research intention, an exploratory study was undertaken. A literature review of seminal literature and government papers was conducted to establish and benchmark current trends in context. Data was collected using focus groups and interviews with a housing association and housing VOSMs. Grounded theory was used to analyse data and inductively generate themes leading to an original procurement model. The issues identified in the delivery of volumetric housing were categorised into three themes.

Findings
The findings suggest a limited familiarity with offsite manufacturing (OSM) by housing providers. Albeit, a willingness to adopt these technologies to deliver housing were demonstrated by trial attempts. However, due to limited knowledge, the approach to procurement is by adapting existing procurement models, which are not ideal and obstruct the potential benefits of using offsite technologies primarily because of the significant difference in processes. Also, geographical location influenced procurement decisions when comparing cost with conventional procurement and the dearth of specific government incentives to deliver housing using offsite technologies. This study proposes a procurement model for VOSM.

Practical implications
The results have implications for decisions about procurement routes and contractual terms used by housing providers delivering volumetric offsite manufactured housing at scale. Although this study focussed on the West Midlands region, most of the issues identified were not geographically unique.

Originality/value
This study contributes to the existing body of knowledge on potential barriers to the adoption of OSM in the housing sector of the UK. The findings will be of value to stakeholders involved in delivering housing and offers a useful contextual basis for future research.
Classification of electrocardiogram signal using an ensemble of deep learning models
Authors: Pandey Saroj Kumar , Janghel Rekh Ram 
Published: February 2021

PurposeAccording to the World Health Organization, arrhythmia is one of the primary causes of deaths across the globe. In order to reduce mortality rate, cardiovascular disease should be properly identified and the proper treatment for the same should be immediately provided to the patients. The objective of this paper was to implement a better heartbeat classification model which will work better than the other implemented heartbeat classification methods.Design/methodology/approachIn this paper, the ensemble of two deep learning models is proposed to classify the MIT-BIH arrhythmia database into four different classes according to ANSI-AAMI standards. First, a convolutional neural network (CNN) model is used to classify heartbeats on a raw data set. Secondly, four features (wavelets, R-R intervals, morphological and higher-order statistics) are extracted from the data set and then applied to a long short-term memory (LSTM) model to classify the heartbeats. Finally, the ensemble of CNN and LSTM model with sum rule, product rule and majority voting has been used to identify the heartbeat classes.FindingsAmong these, the highest accuracy obtained is 98.58% using ensemble method with product rule. The results show that the ensemble of CNN and BLSTM has offered satisfactory performance compared to other techniques discussed in this study.Originality/valueIn this study, we have developed a new combination of two deep learning models to enhance the performance of arrhythmia classification using segmentation of input ECG signals. The contributions of this study are as follows: First, a deep CNN model is built to classify ECG heartbeat using a raw data set. Second, four types of features (R-R interval, HOS, morphological and wavelet) were extracted from the raw data set and then applied to the bidirectional LSTM model to classify the ECG heartbeat. Third, combination rules (sum rules, product rules and majority voting rules) were tested to ensure the accumulated probabilities of the CNN and LSTM models.
Forecasting trading volume in local housing markets through a time-series model and a deep learning algorithm
Authors: Lee Changro , Park Keith Key-Ho 
Published: February 2021

PurposeIt is important to forecast local trading volumes as well as global trading volumes because the real estate market is always characterized as a localized market. The house trading volume at the local level is forecast through appropriate models to enhance the predictive accuracy.Design/methodology/approachFour representative housing submarkets in South Korea are selected, and their trading volumes are forecast. A well-established time-series model and a deep learning algorithm are employed: the autoregressive integrated moving average (ARIMA) model and the recurrent neural network (RNN), respectively. The trading volumes in adjacent areas are utilized as covariates, and an ensemble prediction is applied additionally to improve the model performance.FindingsThe results indicate no significant difference in prediction performance between the ARIMA model and the RNN, which can be attributed to the insufficient amount of data used. It is discovered that the spillover effects of trading volumes across the study areas can be exploited to improve the predictive accuracy, and that the diversity of the predicted values from the candidate models can be used to increase the forecasting accuracy further.Originality/valueWhereas property prices have been investigated extensively, the discussion on forecasting trading activity of properties is limited in the literature. The results of this study are expected to promote more interest in adopting a local perspective and using a diversity of predicted values when forecasting house trading volumes.
Health promoting universities: effective leadership for health, well-being and sustainability
Authors: Dooris Mark , Powell Susan , Parkin Doug , Farrier Alan 
Published: February 2021

PurposeThis paper reports on a research study examining opportunities for and characteristics of effective leadership for whole university approaches to health, well-being and sustainability.Design/methodology/approachA multi-method qualitative approach was used: semi-structured interviews and focus groups were conducted with vice chancellors (n = 12) and UK Healthy Universities Network members (n = 10) and online questionnaires were completed by non-UK network coordinators (n = 6) and non-UK health promoting university coordinators (n = 10), supplemented with two interviews.FindingsA total of two overarching themes emerged: opportunities to secure and sustain effective senior-level leadership and characteristics of effective senior-level leadership. Sub-themes under “Opportunities” included aligning work with core business so that health and well-being becomes a strategic priority, harnessing the personal qualities and values of senior-level advocates and using charters and policy drivers as levers to engage and catalyse action. Sub-themes under “Characteristics” included commitment to whole university/whole system working; an understanding that health underpins core business and is a strategic priority; enabling effective coordination through appropriate resourcing; balancing top-down and distributed leadership models and complementing strategic leadership with cultural change.Originality/valueThis study is one of the first to explore leadership in relation to health promoting universities. Drawing on the findings, it presents a guide to developing and securing effective leadership for health promoting universities – of value to researchers, practitioners and policymakers worldwide.
“You are not as localised as I need”: employability of Chinese returning graduates
Authors: Tran Ly Thi , Blackmore Jill , Rahimi Mark 
Published: February 2021

PurposeInternational student employability has been accorded increased emphasis in the internationalisation agendas, especially in major destination countries as it shapes universities' attractiveness to prospective international students. Having insights into returning graduates' employability in their home country has become critical given that a majority of international graduates return home after their overseas study. This study responds to this critical need by examining how foreign credentials are valued by employers in the field of accounting in China, based on in-depth interviews with employers, alumni and policymakers.Design/methodology/approachThis study draws on a qualitative approach involving literature review and in-depth interviews with 28 key stakeholders: employers, returning graduates and policymakers in China and India. The key research question of the study is how foreign credentials are valued by employers in the field of accounting in China and India. This article focuses on the Chinese context. In-depth interviews with employers and policymakers focused on eliciting nuanced socio-cultural understandings as to perceptions and decisions associated with desirable graduate attributes and the relative value of credentials. Interviews with returning graduates aimed to understand how different capitals were mobilised to gain employment in the Chinese labour market.FindingsThe empirical findings of the study show that Chinese returning graduates could be seen to lack the localised knowledge needed to work in Chinese companies and ability to adapt to the local environment. However the possible development of a dual local and international guanxi through overseas study can be regarded as a marker of distinction in the home labour market. The associated value of such a dual guanxi signals the importance for Chinese international students to develop transnational networks while simultaneously maintaining their kinship, social and business networks locally during their overseas education.Originality/valueThe study provides fresh insights into a marked shift in China, with less of a preference for Western credentials, as compared to 10 years ago when overseas credentials were often regarded more favourably. Even though overseas study generally provides Chinese graduates with an exposure to international practices and global perspectives, whether such an overseas exposure and foreign language competency would be an advantage also depends on the business needs and sometimes the business model of organisations.
Remediation of the challenges of reporting corporate scandals in governance
Authors: Hilton Sam Kris , Arkorful Helen 
Published: February 2021

Purpose
The barrage of corporate scandals has become pervasive such that it collapsed high-profile organizations worldwide. Prior studies show that reporters of corporate scandals encounter a number of challenges which discourages them from disclosing wrongful acts to appropriate authorities to effect action. Thus, this study aims to examine the remediation of the challenges of reporting corporate scandals in governance.

Design/methodology/approach
The study used cross-sectional survey design. Primary data was obtained from 400 employees of selected organizations and analyzed using descriptive statistics, correlation and regression techniques in Statistical Package of Social Science.

Findings
The results confirm that reporters of corporate scandals are confronted with challenges such as victimization, fear, suspension/dismissal, sideline and high power distance. However, these challenges can be remediated through award, code of conduct, free expression, participation/consultation and safeguard regulations to encourage and protect reporters of corporate scandals.

Practical implications
The findings imply that there should be an award scheme for reporters, and this must be made known to all employees. Furthermore, code of conduct for employees should include reporting of scandals together with its associated benefits and sanctions. Also, organizations would have to practice consultative/participatory governance system to minimize the effect of high power distance. Finally, regulations should be enacted and enforced to safeguard reporters of corporate scandals.

Originality/value
This research consolidated the challenges associated with reporting corporate scandals and provides remedies to curtail such challenges so as to encourage employees to report corporate scandals.
Analysis of the impact of information communication technology on economic growth: empirical evidence from Asian countries
Authors: Kurniawati Meta Ayu 
Published: February 2021

PurposeThis study examines the causal relationship between information communication technology (ICT) and economic growth in high-income and middle-income Asian countries.Design/methodology/approachThis study utilises a high-quality data from 25 Asian countries from 2000 to 2018. This study presents the robustness results by employing panel cointegration and estimation procedures to account for the endogeneity and cross-sectional dependence issues.FindingsThe results illustrate that high-income Asian countries have achieved positive and significant economic development from high Internet penetration. Additionally, the middle-income countries have started to benefit from ICT Internet. The findings show that the telephone line and mobile phone penetration is highly capable of promoting economic growth in middle-income Asian countries.Practical implicationsIn high-income Asia countries, an appropriate ICT infrastructure policy will support feasible ICT penetration, which may drive the processes of economic development and innovation that contribute to economic growth. Moreover, in middle-income Asian countries, the establishment of better-quality ICT service and infrastructure is more critical. Policymakers should accommodate sufficient support to establish the ICT infrastructure and expand ICT penetration.Originality/valueThis study reveals that high-income Asian countries have been more proactive and effective than middle-income countries in embracing ICT to foster economic growth. Examining the case of high-income and middle-income Asian countries provides comprehensive insight for policymakers regarding the relevance of ICT in boosting economic growth through the advantages of technology expansion.
Plagiarism in higher education across nations: a case of language students
Authors: Farahian Majid , Avarzamani Farnaz , Rezaee Mehrdad 
Published: February 2021

PurposeMany scholars have recognized the cultural dependency of the concept of plagiarism and have investigated the influence of cultural attitude on university students' plagiarism; however, since the findings are inconsistent and because plagiarism is a major concern in academic institutions in Asia, we were motivated to examine the understanding and prevalence of plagiarism among Canadian and some Asian language students.Design/methodology/approachTo elicit the data, the questionnaire developed by Maxwellet al.(2008) was adapted for this study. The scale included three sections. In the initial section, the students' background information was inquired. Section two included 10 scenarios, all of which consisted of two levels; understanding and experience. Section three of the scale consisted of five open-ended questions. In fact, the questions intended to complement the survey findings. Finally, in the fourth section, five yes/no questions were asked. Because the respondents could evade answering some open-ended questions, we developed five questions with yes/no answers in order to probe deeper into the participants' answers.FindingsThe results showed significant differences among the participants concerning both understanding and prevalence of plagiarism. Most of the differences were between Canadian and Asian students in that Canadians had a higher level of understanding. They also enjoyed a lower rate of incidence of plagiarism. Nevertheless, further analyses revealed that the students' academic misconduct is probably influenced by other factors including lack of proper education rather than cultural differences.Social implicationsThe findings lead us to argue that cultural differences may not be the main source of the prevalence of plagiarism across nations and that Asian language university students plagiarize mainly due to a lack of understanding of the principles of plagiarism. Therefore, Asian universities should take measures to make sure that they promote language students' understanding regarding the misconduct.Originality/valueApart from a few studies, no other study has scrutinized plagiarism across cultures. As such, our study attempted to shed more light on the student, especially language students' plagiarism across different nations.
The added value of smart stadiums: a case study at Johan Cruijff Arena
Authors: van Heck Simon , Valks Bart , Den Heijer Alexandra 
Published: February 2021

PurposeThe objective of stadium owners is to attract visitors to their stadiums and by this optimally use their business potential. Stadiums face increasing competition from home-viewing options, with which especially aging stadiums have trouble competing. This paper aims to study the concept of smart stadiums as a solution to this problem, adding the corona age as an additional challenge.Design/methodology/approachFirst, (smart) stadium literature and theories are reviewed. Then, a case study is conducted, consisting of document review, observations and semi-structured interviews with specialists. The case that is studied is the Johan Cruijff Arena in Amsterdam – the stadium has the ambition to be the most innovative stadium in 2020.FindingsNine different smart tools were identified in the case study, which supports the optimization of various processes in the stadium such as ticketing and crowd control. The findings from this case study showed the potential of the smart stadium concept and how it can add value for the stadium’s stakeholders. The use of smart tools can improve the effectiveness and efficiency of stadium operations, and it can be used to improve the visitors’ experience. However, concrete numbers of progress were difficult to obtain because the smart tools were only recently implemented.Originality/valueAs seen in the past few years, more and more stadiums are branding themselves as a smart stadium. However, research on this subject is still scarce: existing research focused on other types of real estate. By exploring the work done in theory and practice, the authors hope to increase research on the subject of smart stadiums.
The road to evidence based applicable policies for regional entrepreneurial ecosystems
Authors: von Bloh Johannes 
Published: February 2021

PurposeEntrepreneurial Ecosystems (EES) is among the fastest growing entrepreneurship research topics. With even greater vigour, the non-scientific world of economic development agencies, administrations and policymakers has adopted the construct and applies it widely “in the field”, often lacking a solid empirical foundation and pursuing sub-optimal approaches. Improving policy instruments for EES development requires a data driven approach to first understand an EES of a specific region before making any attempts to change it. The paper showcases an empirical approach to create empirically rooted EES policy implications, contributing to closing the gap for insight in regional EES data of sub-national regions.Design/methodology/approachExploring a mixed method design, utilising quantitative Global Entrepreneurship Monitor data and combining it with EES stakeholder interviews, focusing on dysfunctions, redundancies, power asymmetries and cut off elements as well as in-layer division and public organisation behaviour.FindingsOne finding is, that regional economic development agencies (EDA), as a main public instrument to foster regional entrepreneurial activity, seem to bring the potential of a negative impact on Entrepreneurial Ecosystems bottom-up development and the ability to become self-sustained if they assume the role of competitors towards private organisations and businesses.Research limitations/implicationsAs other work on EES, the approach used in this paper only sub-optimally covers temporal system dynamics.Practical implicationsThis paper contributes to future EES support policies being rooted in an empirical foundation.Originality/valueThis paper not only progresses the empirical basis for research on regional EES but also lays the foundation for specific policy implications for a sub-national level entrepreneurial ecosystem.