Systematic Literature Network Analysis Research Articles

A Survey of Techniques for Discovering, Using, and Paying for Third-Party IoT Sensors

The Internet of Things (IoT) includes billions of sensors and actuators (which we refer to as IoT devices) that harvest data from the physical world and send it via the Internet to IoT applications to provide smart IoT services and products. Deploying, managing, and maintaining IoT devices for the exclusive use of an individual IoT application is inefficient and involves significant costs and effort that often outweigh the benefits. On the other hand, enabling large numbers of IoT applications to share available third-party IoT devices, which are deployed and maintained independently by a variety of IoT device providers, reduces IoT application development costs, time, and effort. To achieve a positive cost/benefit ratio, there is a need to support the sharing of third-party IoT devices globally by providing effective IoT device discovery, use, and pay between IoT applications and third-party IoT devices. A solution for global IoT device sharing must be the following: (1) scalable to support a vast number of third-party IoT devices, (2) interoperable to deal with the heterogeneity of IoT devices and their data, and (3) IoT-owned, i.e., not owned by a specific individual or organization. This paper surveys existing techniques that support discovering, using, and paying for third-party IoT devices. To ensure that this survey is comprehensive, this paper presents our methodology, which is inspired by Systematic Literature Network Analysis (SLNA), combining the Systematic Literature Review (SLR) methodology with Citation Network Analysis (CNA). Finally, this paper outlines the research gaps and directions for novel research to realize global IoT device sharing.

A research landscape on customer co-creation value: a systematic literature network analysis

AbstractCustomer co-creation value has become a widely used term to describe an active, creative, and social collaboration process between producers and customers, in order to help companies assess the value of customers. Therefore, customers become active participants in an innovation process and have always been identified as a co-creator of value. Although the topic of customer co-creation value represents an emerging phenomenon in the business ecosystem, extant literature appears largely unexplored, and a recent systematic review is missing. This paper thus aims to bridge the gap by carrying out a systematic literature network analysis. By analyzing the citation network, the keywords co-occurrence, and the global citation score retrieved from Scopus, this document explores how the literature has evolved over time, which papers played a key role in the progress of knowledge, which methodological approaches dominated, and the existence of promising research areas that have been scarcely explored or that have involved scholars in recent years.

The Relationship of Corporate Social Responsibility with Business Performance—A Bibliometric Literature Review

The significant role of corporate social responsibility (CSR) in achieving sustainability and in meeting the expectations of stakeholders has been well documented. Using a collection of 2173 publications on CSR and its connections with business performance, this study conducted a bibliometric investigation using the Systematic Literature Network Analysis (SLNA) technique combined with network visualizations to demonstrate the current research trends, most topical themes and the developing areas of interest in the growing field of CSR and its linkages with business performance for an approximate period from 2004 to 2023 as published in the Scopus database of two decades. The goal was to explore the research gaps by analyzing the most cited authors and most impactful publications by year, location, subject area and document type. The study also outlined the trends by topic prevalence, commonly used keywords and citation networks based on co-occurrence and co-authorship to identify the current thematic gaps. The results reveal a mild rate of growth in scholarly interest around the field of CSR and business performance until 2022, where a manifold increase in publications was recorded. An expanding focus on human, social and organizational behavior, economic systems, financial and social performance, leadership, stakeholder management and management science was identified, although there is a scarcity of studies around issues regarding developing countries, climate change, CSR disclosure and small businesses. These findings demonstrate the current state of the research and offer interesting insights and timely research directions as a roadmap for future studies.

Leveraging Industry 4.0 Technologies for Sustainable Humanitarian Supply Chains: Evidence from the Extant Literature

Prevailing and exacerbating impacts of climate change call for robust and resilient humanitarian supply chains (HSCs). To that end, intelligent technologies that brought about the Industry 4.0 (I4.0) revolution, such as the Internet of Things, blockchain, and artificial intelligence, may tremendously impact the optimal design and effective management of HSCs. In this paper, we conduct a systematic literature network analysis and identify trends in I4.0 and HSCs. We posit the need to instill into current HSC efforts the quadruple bottom-line (cultural, economic, environmental, and social) pillars of sustainability and define a Sustainable Humanitarian Supply Chain (SHSC). Based on the extant literature and ongoing practice, we highlight how I4.0 technologies can aid SHSC stages from disaster risk assessment to preparedness to response to relief. The complex nature of SHSCs requires a holistic and multidisciplinary approach and collaboration by scholars, policymakers, and industry practitioners to pool solution resources. We offer future research venues in this fledgling but life-saving scientific discipline. SHSCs can be empowered with I4.0 technologies, a much needed direction in our climate-changed world.

A SYSTEMATIC LITERATURE NETWORK ANALYSIS (SLNA)

This study aims to uncover current, trending, and future research areas within School-University Partnerships (SUPs). The research employs the Systematic Literature Network Analysis (SLNA) method, combining Systematic Literature Review (SLR) using the PRISMA protocol and Bibliometric Analysis with VOSviewer software. The findings indicate a consistent annual increase in SUPs publications, with the United States dominating the research landscape. The VOSviewer analysis reveals key research topics: pre-service teachers, initial teacher education, teacher education in Cluster 1, professional development and school-university partnerships in Cluster 2, and educational development, teacher training, and university in Cluster 3. Overlay Visualization highlights current research trends, including pre-service teachers, professional experience, professional learning community, professional learning, curriculum, learning communities, and communities of practice. Thematic evolution mapping suggests future research involving pre-service teachers in SUPs, such as exploring communities of practice. This research provides valuable guidance for SUPs researchers in selecting and determining future research topics, facilitating informed and strategic contributions to the field.

How gender diversity in boards affects disclosure? A literature review

AbstractA more gender‐balanced working environment is both a necessity and an opportunity for society. Women representation on corporate boards is among the most debated topics, and several legislative measures have recently been adopted to improve gender equality in boards. However, real progress requires firms to appoint women on boards not just as a matter of compliance. Thus, assessing the business implications of board gender diversity can support the adoption of new policies and prevent their reduction to mere tokenism. By applying a dynamic literature review method called ‘Systematic Literature Network Analysis’, this study provides an overview of the existing literature investigating the impact of board gender diversity on companies' level and quality of disclosure. Overall, researchers report a positive relationship. Some notable exceptions nevertheless call for further research to deepen our understanding of how enhanced gender equality in boards can improve corporate communication and transparency.

Review of agile project management research through systematic literature network analysis approach

In the present digital era, the concepts of Agile project methodology or Agile methods have transformed technology as perceived in learning organizations. During the COVID-19 pandemic, the Agile methods domain has gained considerable attention from practitioners and researchers. While past review studies have provided valuable insights into Agile methods research, none have addressed the trends, structure, and opportunities in this domain. Therefore, this research aims to conduct a systematic review of Agile project management or Agile methods using a novel research methodology called Systematic Literature Network Analysis (SLNA). A corpus of fifty research articles from 2006 to 2023 is extracted from the Web of Science (WoS) database. The bibliometric technique has been applied to systematically collected documents. The research findings highlight that the Agile project method domain gained considerable attention during and after the COVID-19 pandemic, with most research conducted in developed countries. The outcomes suggest that future studies should focus on people and technical factors and explore different frameworks and variables to strengthen the field of Agile project methodology. These findings are valuable for future researchers, practitioners, and industry personnel. Emphasize people and technical factors while implementing Agile methods, fostering effective collaboration, and utilizing appropriate technical resources. Investigate emerging trends in Agile project management, including the impact of remote work, and conduct cross-country studies to understand the applicability of Agile methods across different contexts. The impact of Agile project management methods on society includes fostering adaptability and resilience in organizations, promoting efficient collaboration and innovation, and facilitating the successful delivery of projects that meet the evolving needs of society. A broader set of keywords, a longer time frame, and additional online databases could have resulted in a greater number of articles being analysed.

A systematic literature network analysis of green information technology for sustainability: Toward smart and sustainable livelihoods

Although applications of information technologies (ITs) have made a substantial contribution in the form of economic benefits and new employment opportunities, rebound impacts such as increasing layoffs and electronic waste (e-waste) resulting from retired hardware and automation have occurred concurrently. Notably, the linkage between ITs and sustainability is an issue that remains less discussed in the literature. The purpose of this review is to address this gap and comprehensively understand how to leverage ITs to enhance sustainability while minimizing their negative impacts. After collecting 2919 keywords from 836 papers published in 240 journals and conducting social network analysis (SNA), this study contributes a smart sustainability model (SSM) mediated by green information technology to enhance economic, social, and environmental sustainability. Moreover, managerial and policy implications of the impact of ITs on corporate social responsibility and four roles of government (i.e., regulator, customer, innovator and facilitator) for sustainable development are discussed.Declarations of interest: none.

Analysis of Research Opportunities in Science Education Related to Learning Media: A Systematic Literature Network Analysis

The aim of this study is to describe the trend data of research related to learning media. The research method used is the Systematic Literature Network Analysis (SLNA) method. The data for this study consists of research articles on learning media without any time limitations. Articles were collected from the Scopus database, which includes IEEE, Springer, and the search application Publish or Perish (PoP). In the search engine, articles on learning media were first found in 2002, and a total of 1708 articles were retrieved. After filtering by title, 120 articles were obtained, and based on the keywords from these articles, 80 eligible articles were identified for analysis. The analysis results show that the number of studies and research citations fluctuate. Topics frequently discussed in the context of learning media include skills, approaches, and the latest on interactive multimedia. For further research directions, it can be associated with the use of interactive multimedia in explaining science learning that uses a phenomenon-based learning model. This is because science learning can explain phenomena that occur in everyday life

Artificial intelligence as an enabler for achieving human resource resiliency: past literature, present debate and future research directions

PurposeArtificial intelligence (AI) can enhance human resource resiliency (HRR) by providing the insights and resources needed to adapt to unexpected changes and disruptions. Therefore, the present research attempts to develop a framework for future researchers to gain insights into the actions of AI to enable HRR.Design/methodology/approachThe present study used a systematic literature review, bibliometric analysis, and network analysis followed by content analysis. In doing so, we reviewed the literature to explore the present state of research in AI and HRR. A total of 98 articles were included, extracted from the Scopus database in the selected field of research.FindingsThe authors found that AI or AI-associated techniques help deliver various HRR-oriented outcomes, such as enhancing employee competency, performance management and risk management; enhancing leadership competencies and employee well-being measures; and developing effective compensation and reward management.Research limitations/implicationsThe present research has certain implications, such as increasing the HR team's proficiency, addressing the problem of job loss and how to fix it, improving working conditions and improving decision-making in HR.Originality/valueThe present research explores the role of AI in HRR following the COVID-19 pandemic, which has not been explored extensively.

Sustainable Supply Chain Risk Management in a Climate-Changed World: Review of Extant Literature, Trend Analysis, and Guiding Framework for Future Research

In the face of climate change (CC), “business as usual” is futile. The increased frequency and intensity of extreme weather events (e.g., hurricanes, floods, droughts, and heatwaves) have hurt lives, displaced communities, destroyed logistics networks, disrupted the flow of goods and services, and caused delays, capacity failures, and immense costs. This study presents a strategic approach we term “Climate-Change Resilient, Sustainable Supply Chain Risk Management” (CCR-SSCRM) to address CC risks in supply chain management (SCM) pervading today’s business world. This approach ensures supply chain sustainability by balancing the quadruple bottom line pillars of economy, environment, society, and culture. A sustainable supply chain analytics perspective was employed to support these goals, along with a systematic literature network analysis of 699 publications (2003–2022) from the SCOPUS database. The analysis revealed a growing interest in CC and supply chain risk management, emphasizing the need for CCR-SSCRM as a theoretical guiding framework. The findings and recommendations may help to guide researchers, policymakers, and businesses. We provide insights on constructing and managing sustainable SCs that account for the accelerating impacts of CC, emphasizing the importance of a proactive and comprehensive approach to supply chain risk management in the face of CC. We then offer directions for future research on CCR-SSCRM and conclude by underlining the urgency of interdisciplinary collaboration and integration of climate considerations into SCM for enhanced resilience and sustainability.

Implementation of the Problem Based Learning Model in Science Education: Trend and Opportunity of Research Using Systematic Literature Network Analysis

The purpose of this study is to describe research trend data related to the implementation of PBL in science education. Article metadata was collected from the SCOPUS database, and 131 relevant articles were selected in 2013-2022. Data were analyzed using the Systematic Literature Network Analysis (SLNA) method with the VOSViewer application. Variables of bibliometric analysis, such as the number of articles and citations each year, the journals and authors with the most publications, countries, and networks of authors' cooperation, were determined based on metadata and analyzed descriptively. This research shows that the number of PBL research articles in science education during the 2013-2022 period fluctuated and tended to increase. The top keywords with the highest link strength are science, teacher, and technology. Recent research focuses on modules/e-modules, scientific literacy, natural science, and physics as important keywords. Future research related to the use of PBL learning has the potential to be developed in physics material and focuses on developing 21st-century skills such as creative thinking, critical thinking, communication, and collaboration. In addition, further research can focus on developing the knowledge and skills of prospective teachers in implementing PBL models that are integrated with 21st-century skills.

The intersection of COVID-19 and air pollution: A systematic literature network analysis and roadmap for future research

This paper employs systematic literature network analysis, including a literature review and bibliometric network analysis, to explore the COVID-19 and air pollution literature. A total of 1208 relevant documents from the Scopus database were analyzed using VOSviewer and SciMAT to examine author, keyword, and country interconnections. The paper addresses three research questions: (1) the latest studies on COVID-19 and air pollution, (2) influential authors, documents, and sources in the field, and (3) the study's findings as a roadmap for future research. Visual representations of author and country networks highlight influential entities based on citation rate. Keyword cluster analysis via VOSviewer summarizes connections based on link strength. The strategic diagram generated by SciMAT offers insights into future research directions in specific thematic keywords: (1) air pollution, (2) nitrogen dioxide, (3) epidemiology, and (4) atmospheric aerosol. This analysis enhances understanding of COVID-19 and air pollution and guides future research endeavors.

Hospitality Education and Industry Linkages: A Systematic Literature Network Analysis

The purpose of the study was to identify key themes, research gaps, and influential authors, as well as to examine the evolution of research and the quality and rigor of existing literature on hospitality education and its industry linkage. For this, a systematic literature network analysis, comprising a systematic literature review using the PRISMA framework, bibliometric analysis using R programming, network analysis, and thematic analysis was performed. The findings revealed that the most important clusters of research in this area are related to curriculum development, work-integrated learning, and industry partnerships. The review explored the importance of industry-academic collaboration, challenges, curriculum development, and employability as four main themes in the area of industrial linkage in hospitality education. As indicated by researchers, the review suggests the effectiveness of different approaches to industry-academia collaboration in hospitality education, the impact of industrial linkage on the quality of hospitality education in several regions, the role of technologies in enhancing the collaboration between academia and industry in hospitality education, and the development of a sustainable curriculum that incorporates environmental, social, and economic sustainability in hospitality education as future research areas.

A decade of integrated reporting studies: state of the art and future research implications

PurposeOver the past decade, researchers have witnessed an exponential growth in the number of publications on IR. This paper aims to understand the state of the art of the research field and to highlight the areas where further academic research is needed, guiding developments in theory, research, policy and practices.Design/methodology/approachThe authors apply the dynamic literature review method called “Systematic Literature Network Analysis”, which combines systematic literature review and bibliographic network analysis. Furthermore, to overcome some of the limitations connected to the methodology, the authors integrate the literature with a manual content analysis of papers.FindingsIR adoption and practices and their determinants represent the most analyzed aspects of literature. Over time, attention has been paid to more specific issues, such as the relationship between IR and other disclosure mechanisms, IR quality and its assurance, the critical analysis of the IR framework and principles and difficulties in IR adoption. Although the literature on IR can be considered to be in its mature stage, many aspects are still under-researched, so there is plenty of space for future research.Originality/valueThe authors propose the following main issues as subjects to be investigated in future studies: IR is not simply an evolution of sustainability reporting, but an innovative communication tool; the debate on who the recipients of value are (shareholders or stakeholders) and on what the definition of value adopted by IR is still remains an open issue; more attention should be given to the role of IR as a managerial tool, which could support strategy formation and communication, and influence internal processes of performance measurement and evaluation; what the future of IR will be in light of recent EU Corporate Sustainability Reporting Directive and new ISSB's standards is still an open question. From a methodological perspective, little is known about structured approaches in accounting studies. The authors confirm how methodologies, such as that of this paper, may be exploited as a tool to support dynamic analysis for setting the agendas for future studies in the accounting field.

Sustainability Reporting Trends: A Systematic Literature Network Analysis

Compiling and submitting sustainable development reports is a key area for reforming corporate reporting in light of the implementation of the Sustainable Development Goals. In recent years, the share of companies that report sustainable development and corporate social responsibility has grown significantly. Thus, the study of the definition of the conceptual apparatus is important. The article aims to study the quantitative and qualitative structure of the documentary flow of scientific periodicals, the main areas of research, and development trends and. It also presents the results of a systematic review of publications on “sustainability reporting”.
 The study used bibliometric analysis of scientific periodicals from the Scopus scientometric database between 2011–2021. The scientific papers selected by the keyword “sustainability reporting” were exported for processing in the VOSviewer and R (bibliometrix package) computer programs. Based on the results of quantitative analysis, 625 publications were accepted, most of which were scientific articles. The main areas of research on sustainability reporting in accounting are sustainable development, sustainability, decision‑making, sustainability reporting, and accountability.
 The study also made it possible to identify the authors and research schools that have made the most significant contribution to this topic, and to establish geographical clusters in the context of countries around the world that work closely with each other and the highest‑rated journals.
 The originality of this study is that it helps to create a conceptual framework. It should guide the definition of future research, and it is designed to provide qualitative new insight into the role of sustainable development reporting. The article provides an opportunity to fill the gaps in quality research on sustainable development reporting. The main conclusions of this article will help researchers to expand their knowledge in this area through retrospective analysis of the research results.

Advancements of Nanotechnology and Nanomaterials in Environmental and Human Protection for Combatting the COVID-19 During and Post-pandemic Era: A Comprehensive Scientific Review.

In December 2019, an outbreak of unknown pneumonia emerged in Wuhan City, Hubei Province, China. It was later identified as the SARS-CoV-2 virus and has since infected over 9 million people in more than 213 countries worldwide. Massive papers on the topic of SARS-CoV-2 that have already been published are necessary to be analyzed and discussed. This paper used the combination of systematic literature network analysis and content analysis to develop a comprehensive discussion related to the use of nanotechnology and materials in environmental and human protection. Its is shown that various efforts have been made to control the transmission of this pandemic. Nanotechnology plays a crucial role in modern vaccine design, as nanomaterials are essential tools for antigen delivery, adjuvants, and mimics of viral structures. In addition, nanomaterials and nanotechnology also reported a crucial role in environmental protection for defence and treating the pandemic. To eradicate pandemics now and in the future, successful treatments must enable rapid discovery, scalable manufacturing, and global distribution. In this review, we discuss the current approaches to COVID-19 development and highlight the critical role of nanotechnology and nanomaterials in combating the virus in the human body and the environment.

Co-Design as Enabling Factor for Patient-Centred Healthcare: A Bibliometric Literature Review.

Service design and in particular co-design are approaches able to align with the need of healthcare contexts of value-based and patient-centered processing through a participatory design of services. The purpose of this study is to identify the characteristics of co-design and its applicability to the reengineering of healthcare services, as well as to detect the peculiarities of the application of this approach in different geographical contexts. The methodology applied for the review, Systematic Literature Network Analysis (SLNA), combines qualitative and quantitative perspectives. In detail, the analysis applied the paper citation networks and the co-word network analysis to detect the main research trends over time and to identify the most relevant publications. The results of the analysis highlight the backbone of literature on the application of co-design in healthcare as well as the advantages and the critical factors of the approach. Three main literature streams emerged concerning the integration of the approach at meso and micro level, the implementation of co-design at mega and macro level, and the impacts on non-clinical related outcomes. Moreover, the findings underline differences in co-design in terms of impacts and success factors in developed countries and economies in transition or developing countries. The analysis shows the potentially added value of the application of a participatory approach to the design and redesign of healthcare services both at different levels of the healthcare organization and in the contexts of developed countries and economies in transition or developing countries. The evidence also highlights potentialities and critical success factors of the application of co-design in healthcare services redesign.

Accounting for ‘ESG’ under Disruptions: A Systematic Literature Network Analysis

Corporations and small/medium enterprises (SMEs) are subject to a variety of external and internal pressures that often lead to changes in their corporate governance structures and accounting/reporting systems. The environment in which these organizations are collocated has undergone a deep process of change, due to the COVID-19 pandemic, climate change, the blockchain, and the energy industry crisis. Business activities represent a critical and a vital component of human existence across the globe—one that is not restricted to a financial standpoint—and their impact on societal, environmental and animal conditions is now undisputed. However, these activities are frequently coupled with allegations of their being the actual causes of those disruptions and collapses that persist in escaping the scrutiny of international governments. For the effective delivery of sustainable business activities, the concepts of governance and accountability are crucial, and the future of the inhabitants of planet Earth is arguably dependent on the ability of corporations (through their entire value chain) to govern themselves well and to demonstrate accountability to their many stakeholders. This should be achieved through the adoption of good governance standards which are well accepted, and that are globally harmonised with ‘Environmental, Social and Governance’ (ESG) reporting tools that are able to strategically assess and evaluate risk exposure and provide forward-looking information. In this critical context, few studies have actually examined these issues thoroughly, and, because the findings of those studies have been contradictory, there is still no definitive understanding of the causes of weak accounting and reporting tools for ESG dynamics under conditions of disruption. A systematic literature network analysis (SLNA) is used in this study to examine the evolution of the ESG reporting research domain based on existing relationships (e.g., aggregation, cross-citations and isolation) among authors contributing to the field. The findings demonstrate the current state of the art, disclosing interesting and timely future research directions. Furthermore, this study employs a novel approach known as SLNA to conduct the analyses, confirming its efficacy as a tool for dynamic analysis also within the field of sustainability accounting research.

Apis Mellifera Animal Study in a Role Perspective Using the Bibliometrix Tools (SLNA Method Application)

There is no research on the study of Apis mellifera using bibliometrix tools. This study aims to determine the results of the study of Apis mellifera in a role perspective using Bibliometrix Tools. This study uses an approach that uses the Systematic Literature Network Analysis (SLNA) method assisted by bibliometrix tools in the form of four applications OpenRefine, VOSviewer, Bibliometrix, and Tableau Public. The data source used is the Scopus database. This study uses a confirmability test. Journals that publish many articles about Apis mellifera include Apidologie, Insects, and Scientific Reports. Authors who publish a lot of articles about Apis mellifera include Neumann P number 32, Chen Y and Le Conte Y number 20. The years that published a lot of articles about Apis mellifera are 2021 and 2020. The theme network consists of 5 clusters the farther the distance between topics it means that people rarely research about the topic/theme. Apis mellifera is the dominant pollinating insect that helps in the process of pollinating many plants such as blueberries and other roles, namely as medicine, from propolis to honey bee cocoons. Meanwhile, the detrimental role caused by Apis mellifera honey bees and other pollinating insects is as a vector of diseases that causes the carrying of bad bacteria that can attack plants which of course will reduce production yields.