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The purpose of this study is to conduct a systematic content review and bibliometric analysis of the current research trends, core concepts and knowledge mapping on the topic Islamic Banking and Finance (IBF) during Covid-19. Apart from highlighting the contributions of prolific authors, prominent institutions and countries, a comprehensive review of a significant number of documents using co-citation and co-word analysis is carried out for the science mapping.

A data set of 125 papers was collected published in Scopus database during the period December, 2019 and January 5th, 2023. Yearly publications, most-cited papers and authors, active sources, affiliations and countries are highlighted with descriptive analysis. Knowledge structure of the topic was mapped with investigating the social, intellectual and conceptual structures of IBF research. Content analysis is carried out to uncover the underlying research clusters that shape the scientific knowledge structure of studies.

A diverse group of authors and institutions contribute to the growing body of knowledge on the topic. IBF is adopting new paradigms and frameworks to integrate FinTech, crowd funding and Islamic social finance to provide sustainable solutions in both crisis and normal periods. The research on IBF is classified in to three themes: “financial markets in Covid-19,” “modeling risk and market regimes” and “FinTech and Islamic social finance.”

This study collects data only from Scopus database. Future studies must include research articles from other databases such as, Web of Sciences.

This study highlights research gaps in the existing literature and provides directions for future research.

COVID-19 disrupted the lives of consumers across the globe, and the retail sector has been one of the hardest hits. The impact of COVID-19 on consumers' retail choice behaviour and retailers' responses has been studied in detail through multiple lenses. Now that the effect of COVID-19 is abating, there is a need to consolidate the learnings during the lifecycle of COVID-19 and set the agenda for research post-COVID-19.

Scopus database was searched to cull out academic papers published between March 2020 and June 6, 2022, using keywords; shopping behaviour, retailing, consumer behaviour, and retail channel choice along with COVID-19 (171 journals, 357 articles). Bibliometric analysis followed by selective content analysis was conducted.

COVID-19 was a black swan event that impacted consumers' psychology, leading to reversible and irreversible changes in retail consumer behaviour worldwide. Research on changes in consumer behaviour and consumption patterns has been mapped to the different stages of the COVID-19 lifecycle. Relevant research questions and potential theoretical lenses have been proposed for further studies.

This paper collates, classifies and organizes the extant research in retail from the onset of the COVID-19 pandemic. It identifies three retail consumption themes: short-term, long-term reversible and long-term irreversible changes. Research agenda related to the retailer and consumer behaviour is identified; for each of the three categories, facilitating the extraction of pertinent research questions for post-COVID-19 studies.

The aim of this study is to undertake a systematic analysis of the supply chain literature to uncover the changes and patterns of international cooperation in the context of the COVID-19 pandemic.

In this study, the information on supply chain-related publications in the Web of Science (WOS) database is analyzed using statistical techniques and visual approaches. The focus is on the five countries with the highest number of supply chain publications, accounting for approximately 70% of global publications. This in-depth analysis aims to provide a clearer understanding of the cooperation patterns and their impact on the supply chain during the COVID-19 pandemic.

The results of the study reveal that the growth rate of international cooperation in supply chain research during the COVID-19 pandemic is higher compared to the 5-year and 10-year periods before the pandemic. This suggests that the pandemic has not hindered international cooperation in the field, but instead has increased collaboration. In terms of international cooperation patterns, the findings indicate that China and the USA have a strong partnership, with China being the largest partner for the USA and vice versa. The UK's largest partner is China, India's largest partner is the UK and Italy's largest partner is also the UK. This implies that trade, rather than the pandemic, is a determining factor in supply chain research.

This study examines the patterns of international cooperation in supply chain research during the COVID-19 pandemic, providing insights into the changes and mechanisms of international cooperation in this field. Moreover, the results of this study may offer practical benefits for supply chain operators and managers. By providing a deeper understanding of the international cooperation patterns in the field, this research could contribute to the recovery and growth of the global supply chain.

This study's analysis of the impact of crisis events, such as the COVID-19 pandemic, on international cooperation in supply chain research contributes to the theoretical development of the field. Additionally, by examining how academia responds to emergencies, it provides valuable insights for operations and supply chain managers in their pursuit of more effective supply chain management.

This study provides a preliminary examination of the international cooperation patterns of supply chain research in the context of the COVID-19 pandemic, representing a novel and early contribution to the existing literature, helping to expand upon current understanding in the field and provide a more comprehensive perspective. Furthermore, this study offers a practical analysis strategy for future supply chain research, fostering progress and growth in the field.

This study aims to fulfil a twofold purpose: first, to discuss the changes and unique challenges that family firms (FFs) face during the COVID-19 pandemic and/or they will face in the post-COVID era, and second, to reflect on emerging research directions and contextual factors that should be taken into account in future explorations for the benefit of FF scholars who will study post-COVID FF internationalisation.

To address the twofold purpose of the study, we conduct an integrative review of 31 peer-reviewed journal articles in the international business (IB) and FF literature on COVID-19, FFs and internationalisation.

COVID-19 brought changes in IB strategies, IB relationships and human resource management. In responding and/or adapting to those changes, during and post-COVID, FFs face and are expected to face challenges that mainly refer to FFs’ transition to digitalisation and the simultaneous preservation of socio-emotional wealth dimensions while maintaining their international presence. The authors suggest that future research explores the role of digitalisation in achieving FFs’ internationalisation, IB relationship building activities and training and leading international employees. Further contextual factors (e.g. succession issues, family structures) should also be accounted for when exploring such post-COVID IB phenomena.

This study comprises an initial attempt to encompass the interface of FF internationalisation and COVID-19. It also proposes research directions that are likely to set the stage in FFs’ post-COVID internationalisation research.

This study aims to explore the gap between research and practice on supply chain risks due to COVID-19 by exploring the changes in global emphasis on supply chain risk research.

This work designed a research framework to compare the research of supply chain risks before and during the COVID-19 pandemic based on machining learning and text clustering and using the relevant publications of the web of science database.

The results show that scholars' attention to supply chain crisis has increased in the wake of the COVID-19 outbreak, but there are differences among countries. The United Kingdom, India, Australia, the USA and Italy have greatly increased their emphasis on risk research, while the supply chain risk research growth rate in other countries, including China, has been lower than the global level. Compared with the pre-pandemic period, the research of business finance, telecommunications, agricultural economics policy, business and public environmental occupational health increased significantly during the pandemic. The hotspots of supply chain risk research have changed significantly during the pandemic, focusing on routing problem, organizational performance, food supply chain, dual-channel supply chain, resilient supplier selection, medical service and machine learning.

This study has limitations in using a single database.

This work compared the changes in global and various countries' supply chain risk research before and during the pandemic. On the one hand, it helps to judge the degree of response of scholars to the global supply chain risk brought about by COVID-19. On the other hand, it is beneficial for supply chain practitioners and policymakers to gain an in-depth understanding of the relationship between the COVID-19 pandemic and supply chain risk, which might provide insights into not only addressing the supply chain risk but also the recovery of the supply chain.

The initial exploration of the changing extent of supply chain risk research in the context of COVID-19 provided in this paper is a unique and earlier attempt that extends the findings of the existing literature. Secondly, this research provides a feasible analysis strategy for supply chain risk research, which provides a direction and paradigm for exploring more effective supply chain research to meet the challenges of COVID-19.

The purpose of this study is to evaluate the progress and scholarly contributions concerning the effects of COVID-19 on transportation.

Using the SCOPUS database, an analysis was conducted on the output of 733 studies concerning COVID-19 and transportation from 2020 to 2022. Bibliometric visualization techniques were performed, which included funding sponsors, top-cited documents, top journals, top countries, co-authorship of authors, co-citation of authors and keyword analysis.

This study presents diverse findings encompassing influential authors, predominant countries, prominent journals, pivotal papers, funding institutions and affiliations engaged in COVID-19 and transportation research. The research offers a comprehensive assessment of the field’s advancement, addressing existing gaps within the context of limited pertinent literature.

These practical implications highlight how the taxonomical study using bibliometric visualization can inform various aspects of research, policy, practice and decision-making related to COVID-19 and transportation.

The study uses bibliometric visualization techniques to provide a comprehensive overview of existing literature and research trends in COVID-19 and transportation. Its taxonomical approach categorizes the literature systematically, enhancing its originality. The comprehensive analysis contributes to understanding the research landscape, while visualization uncovers new insights. Overall, the study’s unique focus, visualization techniques, taxonomical approach and comprehensive analysis offer originality and potential for new insights in this field.

This study aims to identify the development, trends and research gaps related to start-ups during the COVID-19 pandemic. Furthermore, this research identified future research directions.

This research is a bibliometric study using 192 Scopus-indexed articles with the assistance of the VOSviewer. The selected articles discussed start-ups during the COVID-19 pandemic and were published between 2020 and 2022. The analyses included initial statistics on publication trend, distribution of research field, most productive journals, most productive authors, most cited article, geographic distribution, multinational collaboration and science.

Between 2020 and 2022, the literature on start-ups during the COVID-19 pandemic has increased. Most articles are in Business, Management and Accounting, Economics, Econometrics and Finance and Social Sciences. Regarding geographic distribution and multinational collaboration, the USA, India and the UK led the numbers. The UK was also the forerunner in research collaboration. Based on the science mapping results, COVID-19, fintech, entrepreneurship and innovation were the most simultaneously used keywords. Furthermore, this study also identified that there is a lack of study regarding consumer behavior, employee behavior and quality management of start-ups during the COVID-19 pandemic.

This research also has several limitations. First, this research only used the Scopus database. Even though Scopus has advantages compared to other databases, combining the Scopus database with other databases will be able to provide more comprehensive data. However, there is a risk associated with combining two or more databases, namely, duplication. When using more than one database, researchers must ensure no repetition of the articles used because it will affect the analysis results. Future research can consider combining the Scopus database with other databases. Second, this bibliometric study covered the publication of start-ups during the COVID-19 pandemic. The COVID-19 pandemic is still ongoing. This condition indicated that several research on start-ups during COVID-19 are still being performed and will be published. Thus, future bibliometric study start-ups during COVID-19 were needed to update the trend of the research on start-ups during COVID-19.

The bibliometric study provided at least two main practical implications that can be used to support the growth of start-ups during the COVID-19 pandemic. First, this research has mapped the existing literature on start-ups during the COVID-19 pandemic. This information can be used as input for start-up practitioners and policymakers when they need scientific reference and evidence in developing a policy and/or a management action/program needed during the COVID-19 pandemic. Second, this research highlighted several clusters of keywords that are attracted many researchers. These keywords can be viewed as important issues that are needed to be monitored by start-up practitioners and policymakers during the COVID-19 pandemic.

Start-ups have an important role in economic development. It is well known that start-ups can boost productivity and economic growth. As start-ups tend to use technology, it also has an important role in disrupting traditional economic practices. Start-ups may also offer a more convenient life. Furthermore, the availability of start-ups may also increase the quality of life of the people that are serviced by the start-ups.

To the best of the authors’ knowledge, this is the first bibliometric study that discussed start-ups during the pandemic. It provided a comprehensive literature review process to identify research gaps that allowed future researchers to develop studies related to start-ups.

The ability of companies to develop organizational resilience before, during and after crises is crucial for their development and growth. The future forecasts increasingly more crises, thus this paper aims at identifying key topics around organizational resilience in COVID-19 times, differentiating them of pre-crisis literature and synthesizing them into a research framework.

Based on Web of Science and Scopus, the authors analysed the content of the only twenty-seven VHB-ranked primary studies discussing organizational resilience during COVID-19, providing a complete survey of this research area.

Following a content analysis, the authors identified main topics of interest for researchers at the moment of COVID-19, how it differed from before this adversity and provide an outlook on future research. The results presented include in the COVID-19 context: an adapted definition of organizational resilience, key theoretical framework, insights for future research. Some topics have been found to be increasingly more important during COVID-19 (i.e. digitalization, partnerships and learning) while others have been less explored although present in pre-COVID-19 research on organizational resilience (i.e. dynamic capabilities, anticipation and preparedness).

Understanding key issues in global disruptions could help practitioners in fostering resilience as much as researchers in identifying new ways to advance and maintain resilience. This paper differs from other reviews by providing a full text analysis, based on qualitative content analysis, of all ranked published papers in the considered period.

This paper aims to identify the current research trends in sustainability through an extensive literature review and propose future research agenda under the ambit of the ongoing coronavirus disease 2019 (COVID-19) pandemic. Specifically, the present study aims to uncover the current state of the literature and thereby develop an understanding of how the pandemic has impacted the dimensions of sustainability.

To achieve the objective, the authors adopted a five-step literature review process, combined with bibliometric and network analysis. The authors also considered news articles and reports of international organizations to comprehensively achieve the research objective.

The study results show how the pandemic has impacted the social, economic and environmental dimensions of sustainability. The results also highlight the list of authors, countries and institutions that have proactively worked towards eliminating the disruption caused by the COVID-19 pandemic.

The study provides an in-depth understanding of the scholarly contributions to the field of sustainability since the COVID-19 outbreak. The study is useful for policymakers and businesses interested in understanding how the pandemic has impacted the dimensions of sustainability and possible mitigation strategies. Furthermore, the study also provides future research directions in the intersection of pandemic and sustainability dimensions. Specific research questions (RQs) are also proposed to help future research.

To the best of the authors' knowledge, this study is a pioneer attempt to provide a comprehensive understanding of the existing and rapidly growing literature on COVID-19 and its relationship with the various dimensions of sustainability.

Following a crucial COVID-19 pandemic lockdown, the coronavirus has affected every academic institution, particularly libraries and information centres. To address this unprecedented scenario, libraries’ staff has decided to provide their services via digital access while staying close to the users. To predict users’ intention to use digital libraries after COVID-19, the authors combined the technology acceptance model (TAM), the theory of planned behaviour (TPB) and perceived risk.

Data were collected via a paper-based questionnaire using a convenient sampling method which was distributed at two major libraries; Maulana Azad Library, Aligarh Muslim University and Dr Zakir Husain Library, Jamia Millia Islamia in India.

Empirical findings suggested that all the proposed hypotheses were supported, and the integrated model had strong explanation power as the proposed model explained a 74.5% variance in users’ intention to use digital libraries after COVID-19.

This study offers substantial information to librarians, digital libraries, universities, institutes and other stakeholders and sheds light on the potential for a developing nation to transition to an economy with a strong digital infrastructure. The scope of the study is constrained to the users in India only, hence, leading to the possibility that it may be challenging to generalize the findings.

According to the best of the authors’ knowledge, it is one of the few studies to predict users’ intentions for using digital libraries after COVID-19 by applying the integrated model of TPB and TAM in an emerging economy. It helped understand the users’ attitudes towards using the digital services and resources available at the respective libraries. It also contributed considerably to the argument that users have grown accustomed to harnessing digital libraries during the post-COVID-19 period.