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Decoction is a traditional extraction method rooted in ethnobotany; however, meeting quality standards in modern pharmaceutical research remains a major challenge. This study aims to map global research trends regarding phenolic and flavonoid compounds in decoctions over the 2015–2025 period through bibliometric analysis. Data were retrieved from the Scopus database and analyzed using VOSviewer 1.6.20 software, employing the fractional counting method to ensure a more proportional weighting of keyword relationships. The results indicate a fluctuating trend that significantly increased toward the end of the period, peaking at 78 documents in 2025, with India and China emerging as the primary contributors. Network visualization and research density analysis reveal that the global research focus remains centered on antioxidant capacity (DPPH, TPC, and TFC), while decoction itself occupies a supporting position within the research map. This study concludes that decoction has not yet become a central focus in modern pharmaceutical research but serves primarily as a vehicle for presenting active compounds. There remains a significant gap between traditional decoction use and the application of advanced analytical technologies such as HPLC and antibacterial testing, representing a substantial opportunity for future research to validate the safety and efficacy of decoctions more scientifically and through standardized approaches.

The digital era has transformed the financial sector through the integration of FinTech, making it more susceptible to increasingly complex cyber threats. As these risks rise, there has been a significant increase in academic research to better understand the cybersecurity challenges within the financial sector. This study aims to explore the development of cybersecurity research globally within this field. By utilizing bibliometrics, the research analyzes literature data collected from the Scopus database over the last five years. The analysis was conducted using VOSviewer and RStudio to identify dominant clusters, with cybersecurity and network security as the central themes linking various sub-fields, including artificial intelligence, cyberattacks, and phishing. The findings reveal areas of extensive research and highlight gaps that require further exploration. This study provides valuable insights for researchers and professionals in the cybersecurity field, offering a roadmap for future investigations and the identification of underexplored areas that need attention. Ultimately, this research contributes to advancing knowledge in the financial sector’s cybersecurity landscape and assists in shaping future research directions.

This study discusses the phenomenon of digital entrepreneurship in the era of global climate awareness, focusing on the integration of artificial intelligence (AI) ethics, sustainable technology, and green innovation. The main issues raised are the fragmentation of analysis between digital business ethics, green economic opportunities, and technological challenges such as greenwashing, high AI energy consumption, and the digital divide. The purpose of this study is to formulate an interdisciplinary framework that combines ethical, technological, and sustainability dimensions to strengthen the role of digital entrepreneurs in achieving low-carbon development. The methods used include critical literature analysis, bibliometrics of 200 publications (2018-2025) using VOSviewer, and fuzzy logic-based simulations using the UNESCO AI ethics framework (2021) and the sustainable business model of Bocken et al. (2014). The results show four main research clusters: AI for Sustainable Innovation, Ethical Digital Business, Blockchain for Green Supply Chain, and Circular Digital Economy. The application of AI ethics increases the efficiency of green business decisions by up to 20%, consumer trust by 17%, and MSME participation by 14%. The synthesis of findings confirms that AI ethics acts as a conceptual mediator that strengthens the link between technological innovation and sustainability. In conclusion, ethical digital entrepreneurship has great potential as a driving force for Indonesia's green economy, but it requires digital ethics audit policies and the adoption of low-carbon technologies to address ethical and environmental risks in the AI era.

Environmental management auditing is a strategic tool used to assess an organization’s performance in environmental management. Its main objectives are to enhance compliance with regulations, identify environmental risks, and strengthen corporate social responsibility. This study uses a bibliometric approach to analyze trends and research opportunities in the field of environmental management auditing during the period 2015–2025. Utilizing the Publish or Perish and VOSviewer software, this study examines 200 publications obtained through Google Scholar, revealing citation patterns, author collaborations, and frequently occurring keywords in the literature. The analysis results show that topics such as auditing, disclosure, governance, and big data dominate the existing literature, reflecting significant attention to transparency and data management in environmental audits. Additionally, there is a noticeable shift toward the use of technology in environmental auditing practices, including the use of big data and analytics to support audit processes. Bibliometric visualization also identified several areas with low density, such as implementation and environmental information, indicating potential research opportunities. This suggests that although significant research has been conducted, there is still room for further development, particularly regarding the implementation of environmental management audits across various industries. This study provides valuable insights into the development of more adaptive, multidisciplinary environmental auditing strategies that align with sustainable development goals.

This study aims to systematically map the development of literature on Good Corporate Governance (GCG) using a mixed-method approach that integrates bibliometric analysis with VOSviewer and a systematic literature review. The research focuses on publications from the last five years (2020–2024), with data collected using the Publish or Perish software and the keyword “Corporate Governance.” The initial search identified 772 relevant scientific articles that met the inclusion criteria. Through network visualization analysis using VOSviewer, the study reveals that GCG research can be categorized into four thematic clusters, each representing distinct areas of focus. These clusters highlight key topics such as corporate performance, board structure, stakeholder relations, and sustainability practices, reflecting the diverse and evolving nature of GCG research. The findings provide valuable insights into the intellectual structure and research trends within the field, offering a foundation for future scholarly exploration and practical application.

This study aims to map trends, patterns, and scientific developments related to sharia compliance in Islamic financial institutions through a bibliometric approach and network visualization using VOSviewer software. The data analyzed amounted to 409 scientific journal articles obtained from international databases during the 2019-2024 period. The analysis was conducted using quantitative methods for bibliometric data mapping and qualitative methods for literature review. The results showed a significant increase in the number of publications discussing sharia compliance, with five main clusters of interrelated topics, such as implementation, sharia governance, financial performance, the role of the Sharia Supervisory Board, and sharia principles. The findings show that compliance with sharia principles is an important aspect in maintaining the credibility and sustainability of Islamic financial institutions, although its implementation still faces various challenges, such as limited human resources and competitive pressures with conventional institutions. This study is expected to serve as a basis for further research and strategic input for regulators and industry players in strengthening the Islamic financial system.

The use of GeoGebra-assisted interactive e-modules in mathematics learning has great potential to improve students' concept understanding through dynamic and interactive visualization. This study aims to provide a bibliometric review of 20 publications over the period 2018-2024, with two main focuses: (a) reviewing the growth trajectory of studies on the use of GeoGebra in interactive e-modules; and (b) identifying the themes and topics that appear most frequently in related publications. The study was conducted using bibliometric methods on 20 selected publications during 2018-2024. Data was obtained from Google Scholar using the Publish or Perish application and analyzed using VOSviewer. The results show an increasing trend of publications since 2021. Themes such as mathematical representation and interactive learning dominate, while topics such as media validity and integration in learning models are still rarely discussed. These findings provide an important basis for the development of technology-based learning media as well as a direction for future research to be more focused and innovative. This study supports the development of technology-based digital learning media.

This study aims to analyze the trends and development of research related to the use of Geogebra in improving the understanding of the concept of revival with a bibliometric approach. Data was collected from the Google Scholar database using the Publish or Perish (PoP) application in the 2020-2025 time span. The initial identification results found 393 documents, which were then filtered to obtain 11 documents worthy of analysis. The analysis was conducted with the help of VOSviewer software to map keywords, annual trends, and research topic density. The results showed that the number of publications increased significantly since 2021, with peaks in 2022 and 2023. Network, overlay, and density visualizations show that the topic of Geogebra usage is growing and diversifying, with a focus on interactive learning models, student abilities, and visual understanding of the concept of congruence. This research makes an important contribution to literature mapping and opens up opportunities for further research in the field of mathematics education technology.

The rapid growth of financial technology (fintech) has significantly transformed the funding landscape for Small and Medium Enterprises (SMEs), offering innovative financial solutions beyond traditional banking institutions. This study presents a bibliometric analysis of fintech’s role in SME financing, identifying emerging trends and research gaps. Utilizing bibliographic coupling and co-occurrence network analysis, data from Scopus were analyzed to uncover the intellectual structure and evolution of research in this field. The results highlight key themes, including the integration of blockchain, peer-to-peer lending, financial inclusion, and crowdfunding in SME financing. A particular focus on Islamic finance and Islamic crowdfunding indicates a growing interest in alternative financing mechanisms that align with Sharia principles. Additionally, the study reveals an increasing academic focus on fintech adoption in developing economies, particularly in Indonesia and Nigeria, where access to capital remains a critical challenge. The findings underscore fintech’s role in democratizing financial access for SMEs, bridging funding gaps, and fostering economic growth. Future research should investigate regulatory frameworks, risk management strategies, and technological adoption models to optimize the impact of fintech on sustainability in SME financing.

Problem solving is a process that involves mental operations such as deduction, induction, classification, evaluation, and reasoning. This study aims to capture the landscape of problem solving research, particularly in secondary schools. The method used is bibliometric descriptive analysis. The source of the data obtained came from the Scopus database. 100 relevant documents were found, indicating the increasing but still limited interest of researchers in problem-solving skills in inclusive education. This research aims to direct future research and support the development of responsive and inclusive education policies.

Digital transformation has become a major factor in accelerating growth and innovation in startups. This study aims to provide an overview of the evolution of digital transformation studies in startups globally, as well as propose future research directions to strengthen studies related to digital transformation in resilient startups. The method used was a systematic literature review with a bibliometric analysis and content analysis approach. The research protocol involved 29 articles collected from the Scopus database through a search using Publish or Perish, with the help of Excel and Mendeley for quantitative analysis of the sample and bibliographic management. Bibliometric analysis was conducted using Biblioshiny R Studio and VOSviewer software. Research on digital transformation (DT) in Start-up increased significantly from 2017 to 2024, with the highest number of publications reached in 2023. Through bibliometric analysis and science mapping, four main focuses of research were found, namely innovation, digital business models, digital technology, and digital transformation. In addition, the research also identified five key future trends in DT studies on startups, namely digital business innovation, sustainability, technology adoption, social innovation, and digital entrepreneurship.

This study investigates the trends, contributions, and impact of research in the field of Education for Sustainable Development (ESD) in science learning through a bibliometric analysis of Scopus data. The Bibliometrix R package was used as the primary tool for analysis, with visualization supported by Microsoft Excel. The analysis reveals consistent growth in research output, with Indonesia identified as the leading contributor and Universitas Pendidikan Indonesia as the top-performing institution. Based on significant publications in high-impact journals, the most influential author is Ingo Eilks. The study recorded publication peaks in 2022 and 2024, possibly driven by the increasing urgency to address sustainability issues. The findings highlight the importance of international collaboration and continuous adaptation to emerging trends. These insights provide a comprehensive overview of research trends and impacts in ESD and offer straightforward directions for future research development, particularly in the context of global collaboration and responses to evolving sustainability challenges.

The purpose of this study is to map and analyze the development of zakat accounting research and identify the latest trends developing in this field. This research uses bibliometric approach to achieve the objective, which is by analyzing research publications related to zakat accounting. This approach allows researchers to understand the development of knowledge in the field of zakat accounting and identify future research opportunities. The data source of this research is metadata collected using Google Scholar, covering publications from 2019 to 2024. The metadata was then exported into RIS format and analyzed using VOSviewer software. This study found that the newest topic in zakat accounting research is "Infaq". In addition, "PSAK" and "Research" were identified as emerging themes and predicted to be the focus of research in 2024 and beyond. The bibliometric approach used in this study offers an effective and accessible way for researchers to understand zakat accounting issues and identify potential future research topics. This approach allows the study to gain a better understanding of zakat accounting and paves the way for innovative new contributions in this research.

This study analyzes the transformation of economic education towards educational investment as a means of strengthening human resources (HR) through a bibliometric approach. By utilizing Scopus basic data and the VOSviewer analysis tool, the study examines the trends in publications over the past ten years, focusing on key areas such as educational economics, educational investment, and HR development. The findings highlight that innovations in educational economics, including the integration of digital technology, project-based learning, and collaborations between educational institutions, government, and industry, are crucial in enhancing the effectiveness of educational investments. Additionally, the study reveals that the proper allocation of educational funds for infrastructure development, improving teaching quality, and implementing skills-based training programs significantly contributes to increasing workforce competitiveness and promoting sustainable economic growth. The research emphasizes that educational investment strategies must be aligned with the needs of industry and global challenges to foster adaptive and innovative human resources. Moreover, it stresses the importance of designing educational policies that are comprehensive, addressing the aspirations of individuals and the relevance of education to the labor market. Ultimately, the study offers valuable academic insights and practical recommendations for policymakers, educational institutions, and other stakeholders. It also provides guidance for developing effective strategies that optimize educational investment and support the cultivation of superior HR capable of driving future economic progress.

     A large body of research on library marketing, published in open access journals and included in open access databases such as Google Scholar, needs to be evaluated. Bibliographic analysis becomes a parameter for evaluating research results to determine the relationship between science and technology, map a particular scientific field, and monitor the development of new knowledge in a particular scientific field. The purpose of this study is to map the evolution of library marketing research indexed in Google Scholar, analyze topics related to library marketing, and identify researchers who have worked on those topics. In this research, a qualitative method based on the theme analysis approach is adopted as a data analysis method. This study uses the Publish or Perish (PoP) application to collect research data obtained from studies indexed by the keyword "library marketing" in Google Scholar. This sample was determined by screening publications in the form of journal articles published between 2018 and 2023. Study data were analyzed using the VOSviewer application. The relationship between library marketing and strategy is illustrated by the keyword mapping results in the article titled "Library Marketing Mix Strategy for the Digital Age." It was also noted that a library marketing study was conducted by 20 researchers from 2019 to 2023.