bluuebunny/crossref_metadata_2025_split huggingface dataset:
Research themes in machine learning applications in supply chain management using bibliometric analysis tools
Authors: Raza Syed Asif , Govindaluri Srikrishna Madhumohan , Bhutta Mohammed Khurrum 
Published: March 2022

PurposeThis paper conducts a Systematic Literature Review (SLR) of Machine Learning (ML) in Supply Chain Management through bibliometric and network analysis, the authors are able to grasp key features of the contemporary literature. The study makes use of state-of-the-art analytical framework based on a unified approach to reveal insights from the present body of knowledge and the potentials for future research developments.Design/methodology/approachUnlike standard literature reviews, in SLR, a structured approach is followed. The approach enables utilizing contemporary tools and software packages such as R-package “bibliometrix” and Gephi for exploratory and visual analytics. A number of clustering methods are employed to form clusters. Later, multivariate analysis methodologies are adopted to determine the dominant clusters for the influential co-cited references.FindingsUsing contemporary tools from Bibliometric Analysis (BA), the authors identify in an exploratory analysis, the influential authors, sources, regions, affiliations and papers. In addition, the use of network analysis tools reveals research clusters, topological analysis, key research topics, interrelation and authors’ collaboration along with their patterns. Finally, the optimum number of clusters computed for cluster analysis is decided using a systematic procedure based on multivariate analysis such as k-means and factor analysis.Originality/valueModern-day supply chains increasingly depend on developing superior insights from large amounts of data available from diverse sources in unstructured and semi-structured formats. In order to maintain a competitive edge, the supply chains need to perform speedy analysis of big data using efficient tools that provide real-time decision-making insights. Such an analysis necessitates automated processing using intelligent ML algorithms. Through a BA followed by a detailed data visualization in a network analysis enabled grasping key features of the contemporary literature. The analysis is based on 155 documents from the period 2008 to 2018 selected using a systematic selection procedure.
A survey on business process view integration: past, present and future applications to blockchain
Authors: Belchior Rafael , Guerreiro Sérgio , Vasconcelos André , Correia Miguel 
Published: March 2022

PurposeThe complexity of business environments often causes organizations to produce several inconsistent views of the same business process (BP), leading to fragmentation. BP view integration attempts to produce an integrated view from different views of the same model, facilitating the management of BP models.Design/methodology/approachTo study the trends of BP view integration, the authors conduct an extensive and systematic literature review to summarize findings since the 1970s. With a starting corpus of 918 documents, this survey draws up a systematic inventory of solutions used in academia and industry. By narrowing it down to 71 articles, the authors discuss in-depth 17 BP integration techniques papers, classifying each solution according to 9 criteria.FindingsThe authors' study shows that most view-integration methods (11) utilize annotation-based matching, based on formal merging rules. While most solutions are formalized, only approximately half are validated with a real-world use case scenario. View integration can be applied to areas other than database schema integration and BP view integration.Practical implicationsBy summarizing existing knowledge up to June 2021, the authors explore possible future research directions. The authors highlight the application of view integration to the blockchain research area, where stakeholders can have different views on the same blockchain. The authors expect that this study contributes to interdisciplinary research across view integration, namely to the context of blockchain.Originality/valueThis survey serves to pave the way for future trends, where the authors highlight the application of view integration to blockchain research.
A Diamond in the Rough: J. M. Huber and the PATH Business
Authors: Ward John L. 
Published: March 2022

In late 2011, Jerry Bertram, vice president and general manager of the fire retardant additives business of Huber Engineered Materials (HEM), a division of family-owned J. M. Huber Corporation, was preparing to present the potential acquisition of the precipitated alumina trihydrate (PATH) business to the environment, health, and safety committee of Huber's corporate board. He had convinced HEM's leadership of PATH's strategic value to their business and the urgency of the acquisition based on PATH's parent company's movement into Chapter 11 bankruptcy and its plans to close the PATH plant.
Winning board approval posed a major challenge. It was unclear whether the plant would remain operational, because HEM would have to enter a shared-services arrangement with PATH's parent company, which continued to use the site. In addition, acquiring PATH would mean integrating its specialized, unionized labor force into Huber, which had very few union workers. Finally, early due diligence had revealed tens of millions of dollars of potential environmental risk on the site. The last issue was particularly critical, given Huber's generations-long history of respect for the environment, and its executives' and directors' reluctance to take on any business with excessive environmental risk.
This case illustrates in depth the family business values that can promote consideration of an ostensibly unconventional and risky strategic move, and enable executives to push for approval of the same, as backed by comprehensive risk assessment and mitigation plans.
Does green process innovation affect a firm's financial risk? The moderating role of slack resources and competitive intensity
Authors: Tariq Adeel , Ehsan Sadaf , Badir Yuosre F. , Memon Mumtaz Ali , Khan Sumbal Muhammad Saleem Ullah 
Published: March 2022

PurposeOver the last two decades, corporations have increasingly adopted green innovation to lessen the unsuitable impact on the environment and gain competitive advantage at the same time. However, researchers have paid more attention to green product innovation and the firm's financial risk (FFR) relationship than green process innovation. Such neglect of green process innovation has failed to produce an elusive understanding of green process innovation and FFR relationship, and this relationship is necessary to understand for the ongoing debate on “does it pay to be green?” Thus, the purpose of this research is to investigate the relationship between green process innovation performance (GPRIP) and FFR, and it also examines the moderating role of slack resources and competitive intensity in facilitating this relationship.Design/methodology/approachThe authors collected 202 publicly listed Thai manufacturing firms' data using questionnaire survey and firms' financial statements, and this research employed hierarchical moderating regression analyses to test hypotheses.FindingsResults demonstrate that GPRIP negatively influences the FFR. Competitive intensity reinforces the negative relationship between GPRIP and FFR, whereas organizational slack has an unfavorable moderating effect, i.e. firms with ample organizational slack are less likely to reduce their financial risk from higher GPRIP.Originality/valueThe research model contributes to an ongoing debate on “does it pay to be green?” by providing a thorough understanding of GPRIP and FFR relationship, as to the authors' best knowledge, no work to date has examined this relationship. This research also sets out the boundary conditions of the GRPIP and FFR relationship and highlights the critical role of firm-specific condition, i.e. slack resource and market condition, i.e. competitive intensity to reap higher financial benefits from GPRIP.
Pandemic waves, government response, and bank stock returns: evidence from 36 countries
Authors: Bales Stephan , Burghof Hans-Peter 
Published: March 2022

PurposeThe paper examines the impact of COVID-19 on bank stock returns over various time scales and frequencies for 36 countries. Moreover, the authors look at the governments' responses to the corona crisis and examine its impact on bank stock returns.Design/methodology/approachThe paper applies continuous wavelet transformation to obtain robust estimates of the co-movement (coherency) between confirmed cases and bank stock returns over time and at different time scales. Furthermore, the authors apply fixed effects panel regression to examine the response of bank stocks to domestic COVID-19 policies.FindingsThe results indicate that the number of confirmed COVID-19 cases negatively impacts bank stock returns during different waves of the pandemic in the medium-run. However, there is only little dependence in the very short-run. Moreover, bank stock returns positively react to domestic COVID-19 polices. This demonstrates that governmental interventions not only reduce the spread of COVID-19 but are also able to thereby calm financial markets.Originality/valueThe application of wavelet methods to the field of economics and finance is relatively recent and allows the distinction between short-term and long-term effects. Standard econometric methods, in contrast, only operate within the time domain. This paper combines wavelet methods with conventional econometrics to answer the research question.
Value co-creation or value co-destruction: co-production and its double-sided effect
Authors: Wu Li-Wei , Rouyer Ellen , Wang Chung-Yu 
Published: March 2022

PurposeCo-production is an important process that alters value creation and improves the relationships between service providers and their customers. Such practice allows customers and service employees to access and leverage resources residing in their relationships. Clearly, the marketing-related literature focuses on the bright side of co-production. Nevertheless, the costs and potential negative consequences associated with its dark side must be further investigated. Therefore, this study aims to present a conceptual framework that explores the relationships among co-production, co-production enjoyment, co-production intensity, service effort, and job stress, and their effects on value co-creation, value co-destruction and customer satisfaction.Design/methodology/approachThis study was conducted on the basis of dyadic data; the process incorporates both the customer and the corresponding service employee into a single unit of analysis. The proposed model was tested by using a structural equation model that involves LISREL analyses.FindingsThe results of this study indicate that co-production influences co-production enjoyment, co-production intensity, service effort, and job stress. Co-production enjoyment and service effort increase value co-creation, whereas co-production intensity and job stress increase value co-destruction. Value co-creation and value co-destruction have different effects on customer satisfaction.Originality/valueThis study addresses the gap in the extant research and contributes to a better understanding of the double-sided effects of co-production by integrating employees and customers into a single dyadic and comprehensive model.
Active political engagement, political patronage and local labour markets – The example of Shkoder
Authors: Drishti Elvisa , Kopliku Bresena , Imami Drini 
Published: March 2022

PurposeThis paper aims to contribute to the understanding of the effects of active political engagement in port-of-entry jobs and employment pathways for graduate students in a post-communist context which is characterized by clientelism. The data are derived from a structured survey of a small local labour market where political clientelism is pronounced due to the strong network ties. Controlling for both demand and supply factors, the authors identify a profile for those who are more prone to engage politically in exchange for public sector jobs, which are in turn vulnerable to regime changes.Design/methodology/approachThe authors use data from a sample of 191 students that records month-to-month employment states for three consecutive years (2012–2014). The method attempts to replicate an experimental design with repeated measures before and after the June 2013 government elections. The data is analysed using sequence analysis with optimal matching and difference-in-difference methods.FindingsThe analysis provides evidence of links between political engagement and selection onto different employment pathways under conditions of political clientelism. The pathways themselves are also shown to be differentially impacted by the 2013 election (positively or negatively). Together, these results are supportive of claims that jobs in Albania, particularly those in the public sector, are linked to the short-term presence of vote-buying. This is shown to be the case even for this sample of educated members of the labour force (i.e. university graduates). The analysis also finds evidence of accumulative disadvantages over time, in relation to subjective perceptions of life satisfaction, migration intentions, employability and success in life, as a result of active political engagement.Originality/valueThe study uses a unique data set and a novel methodological approach, sequence analysis. Occupational history calendars were used to capture quantitative information recording detailed work histories. To the best of the authors’ knowledge, this innovative method has not been used before to measure the temporal effects of political engagement on employment pathways.
The dual impetus for perceived brand globalness and brand competence in a rapidly changing environment: the role of Brand-Nation Connection
Authors: He Jiaxun , Ge Jiaye 
Published: March 2022

PurposeThis study aims to investigate how brand innovativeness and national traditions influence perceived brand globalness and brand competence by affecting Brand-Nation Connection (BNC) in the changing world.Design/methodology/approachBesides the study of the development and validation of the BNC construct, this paper conducts two studies that use eight global brands from different categories to test hypotheses.FindingsTwo empirical studies show that brand innovativeness and national traditions have positive effects on BNC. Furthermore, technological turbulence moderates the impact of brand innovativeness on BNC, and cultural change moderates the relationship between national traditions and BNC. Meanwhile, BNC is an important determinant of perceived brand globalness, and both BNC and perceived brand globalness positively influence brand competence, with the former exerting a stronger effect.Practical implicationsThe findings highlight that in the changing world, the coexistence of brand innovation and cultural traditions through strategic management is essential for brand competence. They also provide guidelines for emerging global brands to incorporate nation-related cues and global signals in their brand positioning to reinforce brand competence.Originality/valueThis study contributes to understanding how brand innovation and cultural traditions create value for emerging global brands in a rapidly changing environment. It also provides implications regarding how BNC helps emerging market brands to go global, and it presents a new understanding that both nation-level brand status and perceived brand globalness are signals that convey brand competence.
The impact of mixed syndication between government and private venture capital on investees in Estonia
Authors: Kirihata Tetsuya 
Published: March 2022

PurposeThe study compares the impacts of mixed syndication venture capital (VC) investment and private VC (PVC) investment on the transitional performance indicators of intangible assets, fixed assets, liabilities and number of employees in Estonia. It also examines the impact of mixed syndication on investees' sales and profit.Design/methodology/approachThis study conducted panel data regression analyses based on the dataset consists of yearly data from 2006 to 2015 for more than 187,000 unlisted firms in Estonia.FindingsResults showed that mixed syndication had a significant positive effect on the number of employees of investees but not on investees' sales and profit. PVC investment had a significant positive effect on investee sales but not on the transitional performance indicators of investees.Originality/valueThe study has two unique research contributions. First, it investigates the impact of syndicated investment on investees' transitional performance indicators in addition to performance indicators. Second, it focuses on Estonia, an emerging country that has somewhat achieved success in fostering information and communications technology startups and is one of the earliest emerging countries to implement a mixed syndication VC investment policy.
An exploration of ethnic minorities' needs for multilingual information access of public digital cultural services
Authors: Wu Dan , Fan Shu , Yao Shengyi , Xu Shuang 
Published: March 2022

PurposeEthnic minorities (EMs), who make up a sizable proportion of multilingual users, are more likely to browse and search in their native language. It is helpful to identify multilingual users' information needs to provide public digital cultural services (PDCS) for making their life better.Design/methodology/approachThe in-context interview is an efficient way to explore EMs' information needs and evoke their daily experience with PDCS. The material from 31 one-on-one interviews with EMs in China was recorded and analyzed using thematic analysis.FindingsThe findings reveal that language proficiency is a critical factor influencing multilingual information access (MLIA) and multilingual users' information needs. Moreover, language ability, digital literacy and cultural literacy are important components of multilingual information literacy (MLIL), which is helpful for EMs to access PDCS. In light of Kochen's theory, the information needs of PDCS can be classified into the aroused need of resources, the recognized need of functions and services and expressed need. For the expressed need, it is necessary to develop a one-stop convergence platform of PDCS to process various requests of resources, functions and services in the future.Originality/valueThe findings will be valuable for governments, public institutions and social organizations in identifying, addressing and resolving these issues about PDCS.
The venture creation process and entrepreneurial intention in emerging economies – a system dynamic’s approach
Authors: Parra Juan Felipe , Valencia-Arias Alejandro , Bermúdez-Hernández Jonathan 
Published: March 2022

Purpose
Entrepreneurial intention is one of the main predictors of venture creation. However, the approaches used to analyze the entrepreneurial intention and venture creation are mostly linear approaches, leaving aside the fact that new ventures arise in a context characterized by fluctuations and instability, especially in emerging economies where economic and social factors are highly variables. Nevertheless, a dynamic approach could best represent its behavior. This study aims to propose an alternative approach and a starting point for more complex dynamic models in the entrepreneurship process that surpass the limitation of the current linear methodologies and allow gathering isolated studies' contributions.

Design/methodology/approach
This study proposes a method to shed light on the processes related to the venture creation process and entrepreneurial intention by designing a system dynamics simulation model.

Findings
The results reveal that the delayed effect of expectations produces a growing tendency in project creation, venture establishment and venture creation. Likewise, the entrepreneurial intention is not a static variable; it changes by the system’s dynamics and disturbs the venture creation process, which produces an increase in oscillations in the model and, therefore, reduces the project’s growth and venture creation.

Research limitations/implications
This model is a generic approach for the study of venture creation and entrepreneurial intention. The model can analyze entrepreneurial intention and venture creation in different contexts, adjusting the different model parameters. The authors run a sensitivity analysis to encompass deviation from the parameter established and the uncertainty about them. However, the empirical data used for the model’s testing, in this case, correspond to an approximation to the behavior of venture creation in Colombia, which is considered an emerging economy. The model proposed does not pretend to incorporate all the variables and phenomena about entrepreneurship.

Originality/value
The approach suggested in this work aims to conceptualize venture creation as a complex process that emerges from the occurrence and combination of simpler states, instead of activities that represent building blocks. In addition, the term “entrepreneurial process” is defined as a composite of different perspectives that use a series of multidisciplinary theories to address the topic.
Actuarial model for takaful contributions via optimal retakaful
Authors: El Attar Abderrahim , El Hachloufi Mostafa 
Published: March 2022

Purpose
This paper aims to present an actuarial model of takaful to cover death and permanent total deficit of contributors benefiting from Mourabaha financing for real estate, taking into account modern takaful systems around the world. The main goal of this paper is to design an optimization program that helps to obtain a marketable and profitable takaful product by using the retakaful as a safety and technical support tool.

Design/methodology/approach
The study adopts an actuarial approach for determining takaful contributions and optimal choice of an adequate form of retakaful to maximize the technical surplus of a takaful company. A resolution method based on genetic algorithms is also developed to solve the optimization program.

Findings
This actuarial model allows to provide high added-value support to takaful and Islamic finance and also reassures clients of purchasing real estate through the Mourabaha product.

Research limitations/implications
It should be noted that the choice of an effective Islamic borrower insurance product (takaful borrower) obviously depends on the strategy adopted by the takaful operator (type of takaful, pricing, experience and statistics observed, etc.), the form of retakaful, the behavior of the participants and the nature of the portfolio. Moreover, the program developed in this paper is suitably affordable and is closely linked to the hypotheses.

Originality/value
The strong point of the present program relies on the case where the reinsurer establishes itself as a partner of choice and to enrich the takaful fund. In addition, the actuarial tools used in agreement with genetic algorithms have made it possible to optimize with efficiency and ease of calculation.