Topic Evolution Research Articles

Crafting 10 Years of Statistics Explanations: Points of Significance

Points of Significance is an ongoing series of short articles about statistics in Nature Methods that started in 2013. Its aim is to provide clear explanations of essential concepts in statistics for a nonspecialist audience. The articles favor heuristic explanations and make extensive use of simulated examples and graphical explanations, while maintaining mathematical rigor. Topics range from basic, but often misunderstood, such as uncertainty and p-values, to relatively advanced, but often neglected, such as the error-in-variables problem and the curse of dimensionality. More recent articles have focused on timely topics such as modeling of epidemics, machine learning, and neural networks. In this article, we discuss the evolution of topics and details behind some of the story arcs, our approach to crafting statistical explanations and narratives, and our use of figures and numerical simulations as props for building understanding.

A bibliometric perspective: three stages of green knowledge management thematic evolution in business literature

Purpose Green knowledge management (GKM) has become a more prominent research topic because of its ability to balance business sustainability, performance and society's well-being. The purpose of this paper is to study how GKM literature evolved before and after two major events: the introduction of sustainable development goals (SDGs) and the first conceptualization of GKM. In this paper, GKM is holistically examined following the stages of the knowledge management cycle, a framework for organizational knowledge-processing phases. Design/methodology/approach This study performed a bibliometric analysis of 1,274 papers related to GKM from 1995 until January 2024. Findings Over the three decades, this research outlined the intertwined relationships between core themes in the domain such as knowledge management in the context of corporate social responsibilities, sustainable development (SD), competitive advantage and so on, and popular theories. GKM evolved from an “industrial and technical view” of knowledge management to a more emerging perspective of a “social process.” Emerging themes were identified such as green innovation, information security or organizational learning sub-themes with key technologies like block-chain, big data analytics and artificial intelligence. Future research can explore themes such as green knowledge integration, green entrepreneurship, green supply chain and green knowledge integration capabilities. Practical implications This review offers practitioners a holistic picture of GKM to tackle emerging environmental concerns and increase businesses' competitive advantages. This study provides insights into the future practices of GKM, incorporating emerging technological advancement, to gain green intellectual capital and build dynamic capabilities for sustainability. Originality/value To the best of authors’ knowledge, this study is the first to provide a comprehensive picture of the GKM literature, from its earliest forms of corporate social responsibility and SD until the introduction of SDGs, and in combination with the evolution of knowledge management cycle stages.

Mapping Topic Evolution across the 40-Year-Old Long-Term Ecological Research MareChiara Site in the Gulf of Naples, Italy

The forty-year-old Long-Term Ecological Research MareChiara (LTER-MC) program started on 26 January 1984, with fortnightly oceanographic sampling until 1991 and then, from 1995, with weekly sampling up to the present time. LTER-MC produced >150 publications that have been cited by thousands of other studies. In this scoping review, we analyzed this corpus using a semantic approach based on topic modeling, a machine-driven procedure to identify and map topics and their interactions. Understanding the causes behind the evolution of scientific topics, their emergence, splitting, hybridization, or merging within a scientific community is an important step in science policy in managing collaborative research and bringing it into the future. Across different topics, mainly represented by studies on Natural History, Biodiversity, Phenology, Life Cycles, and Community Ecology, the LTER-MC work expanded the knowledge on planktonic organisms, describing in detail their lifestyles and delineating their relationships with environmental conditions. In presenting these results, the potential strengths, weaknesses, opportunities, and threats connected to the overall scientific dimension of LTER-MC are discussed. Finally, the upcoming effort is envisioned in reinforcing internal collaboration to integrate basic and applied research around scientific investigations suitable for establishing a stronger interaction between science and policy, as indicated by the United Nations Decade of Ocean Science for Sustainable Development.

Knowledge domain and emerging trends in the rupture risk of intracranial aneurysms research from 2004 to 2023.

Intracranial aneurysms (IAs) pose significant health risks, attributable to their potential for sudden rupture, which can result in severe outcomes such as stroke and death. Despite extensive research, the variability of aneurysm behavior, with some remaining stable for years while others rupture unexpectedly, remains poorly understood. To employ bibliometric analysis to map the research landscape concerning risk factors associated with IAs rupture. A systematic literature review of publications from 2004 to 2023 was conducted, analyzing 3804 documents from the Web of Science Core Collection database, with a focus on full-text articles and reviews in English. The analysis encompassed citation and co-citation networks, keyword bursts, and temporal trends to delineate the evolution of research themes and collaboration patterns. Advanced software tools, CiteSpace and VOSviewer, were utilized for comprehensive data visualization and trend analysis. Analysis uncovered a total of 3804 publications on IA rupture risk factors between 2006 and 2023. Research interest surged after 2013, peaking in 2023. The United States led with 28.97% of publications, garnering 37706 citations. Notable United States-China collaborations were observed. Capital Medical University produced 184 publications, while Utrecht University boasted a citation average of 69.62 per publication. "World Neurosurgery" published the most papers, contrasting with "Stroke", the most cited journal. The PHASES score from "Lancet Neurology" emerged as a vital rupture risk prediction tool. Early research favored endovascular therapy, transitioning to magnetic resonance imaging and flow diverters. "Subarachnoid hemorrhage" stood out as a recurrent keyword. This study assesses global IA research trends and highlights crucial gaps, guiding future investigations to improve preventive and therapeutic approaches.

Exploring the Frontiers of Health Tourism: A Bibliometric Analysis of Research Themes and Trends.

Health tourism, encompassing both wellness and medical tourism, serves individuals seeking preventive care, relaxation, and medical treatments in diverse global destinations. This bibliometric study leverages Scopus for bibliographic data to analyze the scientific production in health tourism. The analysis, conducted using Biblioshiny and CiteSpace, focuses on annual scientific production, identifies the most productive authors, and highlights the most relevant sources. Additionally, the study examines countries' scientific outputs and provides a historiographic overview of the field. Trend topics and thematic maps visualize the evolution of research themes, while keywords with the strongest citation bursts are identified. Co-citation analysis reveals influential works and collaborations, and a timeline view of country collaborations illustrates the global research network. The study concludes that while health tourism research has significantly expanded, there is a need for longitudinal studies on long-term outcomes and patient satisfaction. Furthermore, the integration of wellness and medical services, as well as the exploration of ethical and legal frameworks, remain underdeveloped. Practical implications suggest that policymakers should focus on developing uniform regulations and resilient practices to enhance the sustainability and attractiveness of health tourism. These findings provide a comprehensive overview of the current state and future directions of health tourism research, highlighting critical areas for further investigation.

Trends and hotspots of energy-based imaging in thoracic disease: a bibliometric analysis

ObjectiveTo conduct a bibliometric analysis of the prospects and obstacles associated with dual- and multi-energy CT in thoracic disease, emphasizing its current standing, advantages, and areas requiring attention.MethodsThe Web of Science Core Collection was queried for relevant publications in dual- and multi-energy CT and thoracic applications without a limit on publication date or language. The Bibliometrix packages, VOSviewer, and CiteSpace were used for data analysis. Bibliometric techniques utilized were co-authorship analyses, trend topics, thematic map analyses, thematic evolution analyses, source’s production over time, corresponding author’s countries, and a treemap of authors’ keywords.ResultsA total of 1992 publications and 7200 authors from 313 different sources were examined in this study. The first available document was published in November 1982, and the most cited article was cited 1200 times. Siemens AG in Germany emerged as the most prominent author affiliation, with a total of 221 published articles. The most represented scientific journals were the “European Radiology” (181 articles, h-index = 46), followed by the “European Journal of Radiology” (148 articles, h-index = 34). Most of the papers were from Germany, the USA, or China. Both the keyword and topic analyses showed the history of dual- and multi-energy CT and the evolution of its application hotspots in the chest.ConclusionOur study illustrates the latest advances in dual- and multi-energy CT and its increasingly prominent applications in the chest, especially in lung parenchymal diseases and coronary artery diseases. Photon-counting CT and artificial intelligence will be the emerging hot technologies that continue to develop in the future.Critical relevance statementThis study aims to provide valuable insights into energy-based imaging in chest disease, validating the clinical application of multi-energy CT together with photon-counting CT and effectively increasing utilization in clinical practice.Key PointsBibliometric analysis is fundamental to understanding the current and future state of dual- and multi-energy CT.Research trends and leading topics included coronary artery disease, pulmonary embolism, and radiation dose.All analyses indicate a growing interest in the use of energy-based imaging techniques for thoracic applications.Graphical

A bibliometric insight into nanomaterials in vaccine: trends, collaborations, and future avenues.

The emergence of nanotechnology has injected new vigor into vaccine research. Nanovaccine research has witnessed exponential growth in recent years; yet, a comprehensive analysis of related publications has been notably absent. This study utilizes bibliometric methodologies to reveal the evolution of themes and the distribution of nanovaccine research. Using tools such as VOSviewer, CiteSpace, Scimago Graphica, Pajek, R-bibliometrix, and R packages for the bibliometric analysis and visualization of literature retrieved from the Web of Science database. Nanovaccine research commenced in 1981. The publication volume exponentially increased, notably in 2021. Leading contributors include the United States, the Chinese Academy of Sciences, the "Vaccine", and researcher Zhao Kai. Other significant contributors comprise China, the University of California, San Diego, Veronique Preat, the Journal of Controlled Release, and the National Natural Science Foundation of China. The USA functions as a central hub for international cooperation. Financial support plays a pivotal role in driving research advancements. Key themes in highly cited articles include vaccine carrier design, cancer vaccines, nanomaterial properties, and COVID-19 vaccines. Among 7402 keywords, the principal nanocarriers include Chitosan, virus-like particles, gold nanoparticles, PLGA, and lipid nanoparticles. Nanovaccine is primarily intended to address diseases including SARS-CoV-2, cancer, influenza, and HIV. Clustering analysis of co-citation networks identifies 9 primary clusters, vividly illustrating the evolution of research themes over different periods. Co-citation bursts indicate that cancer vaccines, COVID-19 vaccines, and mRNA vaccines are pivotal areas of focus for current and future research in nanovaccines. "candidate vaccines," "protein nanoparticle," "cationic lipids," "ionizable lipids," "machine learning," "long-term storage," "personalized cancer vaccines," "neoantigens," "outer membrane vesicles," "in situ nanovaccine," and "biomimetic nanotechnologies" stand out as research interest. This analysis emphasizes the increasing scholarly interest in nanovaccine research and highlights pivotal recent research themes such as cancer and COVID-19 vaccines, with lipid nanoparticle-mRNA vaccines leading novel research directions.

Looking backward toward the future: A bibliometric analysis of the last 40 years of meningioma global outcomes.

This study is the first comprehensive bibliometric analysis about meningioma to date. The aim of this study is to identify the most influential publications in this field through citation and co-citation analysis, to examine international collaborations, to identify the conceptual framework of the subject and emerging trending topics through keyword analysis, and to identify the most productive countries, authors and journals. 9619 articles on meningioma published between 1980 and 2023 were downloaded from the Web of Science (WoS) database and statistically analyzed. In this study, various bibliometric techniques were utilized, including trend keyword analysis, thematic evolution analysis, factor analysis, conceptual structure analysis, citation and co-citation analyses. Bibliometric network visualization maps were created to identify trend topics, citation analysis and cross-country collaborations. The Exponential Smoothing estimator was used to predict article productivity in the coming years. The first 3 countries that contributed the most to the literature were respectively; USA (2664, 27.7%), Japan (972, 10.1%), Germany (943, 9.8%). The first three most productive journals were respectively; Journal of Neurosurgery (number of article = 496), World Neurosurgery (399), Acta Neurochirurgica (378). The most productive author was Mcdermott MW (number of article = 88) and the most active institution was the University of California System (number of article = 470). In addition to high-grade meningiomas, the most studied topics from past to present have been magnetic resonance imaging, recurrence, radiation therapy, and skull base. As a result of the analyses to determine trend topics, the subjects studied in recent years were diagnostic and imaging methods, surgical and treatment methods, prognosis and survival, epidemiology and quality of life, and with the advancement of technology, machine learning and prediction models. Scientific collaboration was seen primarily in articles from western countries, especially the USA, European countries, and Canada. However, there was also a not insignificant effect in developing countries such as China, India, and Turkey.

Evolutions of semantic consistency in research topic via contextualized word embedding

Topic evolution has been studied extensively in the field of the science of science. This study first analyzes topic evolution pattern from topics’ semantic consistency in the semantic vector space, and explore its possible causes. Specifically, we extract papers in the computer science field from Microsoft Academic Graph as our dataset. We propose a novel method for encoding a topic with numerous Contextualized Word Embeddings (CWE), in which the title and abstract fields of papers studying the topic is taken as its context. Subsequently, we employ three geometric metrics to analyze topics’ semantic consistency over time, from which the influence of the anisotropy of CWE is excluded. The K-Means clustering algorithm is employed to identify four general evolution patterns of semantic consistency, that is, semantic consistency increases (IM), decreases (DM), increases first and then decreases (Inverted U-shape), and decreases first and then increases (U-shape). We also find that research methods tend to show DM and U-shape, but research questions tend to be IM and Inverted U-shape. Finally, we further utilize the regression analysis to explore whether and, if so, how a series of key features of a topic affect its semantic consistency. Importantly, semantic consistency of a topic varies inversely with the semantic similarity between the topic and other topics. Overall, this study sheds light on the evolution law of topics, and helps researchers to understand these patterns from a geometric perspective.

A comprehensive analysis of real options in solar photovoltaic projects: A cluster-based approach

Solar photovoltaic (PV) projects are pivotal in addressing climate change and fostering a sustainable energy future. However, the complex landscape of renewable energy investments, characterized by high upfront costs, market uncertainties, and evolving technologies, demands innovative evaluation methods. The Real Options Approach has emerged as a powerful tool, offering strategic flexibility in decision-making under uncertainty. This paper comprehensively analyzes the application of real options for evaluating solar photovoltaic projects in 2008–2023. Analysis of document descriptors (author keywords, index keywords, and noun phrases extracted from titles and abstracts) reveals that the dominant research topics in the last ten years (2014–2023) include investment optimization, strategic analysis, energy policy, optimization of energy generation and investments in wind energy. These descriptors are used to analyze the evolution of research interests on a two-year basis and reveal the yearly evolution of the research topics. Finally, the concept of emergence is used to unveil emerging research trends, providing valuable insights for researchers and practitioners in the renewable energy sector. Ultimately, this work contributes to a deeper understanding of how real options analysis empowers decision-makers to make informed choices in advancing clean and sustainable energy solutions.

INHART's research landscape: A case study of trends and patterns (2008-2023)

This study thoroughly examines publication trends at INHART from 2008 to 2023, employing quantitative and qualitative methodologies to analyse the institute's thematic evolution and scholarly contributions. Results reveal a significant increase in publication volume and a strategic diversification of research topics over the examined period. In recent years, I have witnessed a focus on addressing complex issues such as "halal risk" and "halal critical points," which is indicative of INHART's responsiveness to emerging challenges in the global halal market. Furthermore, INHART's research trajectory aligns with broader sustainability goals and demonstrates proactive integration of advanced technologies. These findings highlight INHART's significant influence on halal practices and its potential to shape policy-making and societal well-being. The study concludes with recommendations for INHART to continue fostering interdisciplinary collaboration, expanding international partnerships, and prioritising educational initiatives to solidify further its impact in promoting ethical and sustainable practices within the halal industry.

The Contribution of Sustainable Tourism to Economic Development: A Bibliometric Approach

This study employs bibliometric analysis to investigate the expansive field of sustainable tourism, focusing on the thematic evolution, research trends, emerging opportunities, and author collaboration networks from 1990 to 2024. Through a comprehensive review of the literature using VOSviewer, we identified key thematic clusters such as economic impacts, governance structures, social dimensions, and innovative practices in sustainable tourism. The temporal analysis revealed a shift in focus towards innovation and stakeholder perceptions, underscoring the dynamic nature of this research area. Emerging opportunities in the field include integrating advanced technologies and exploring the impact of local policies on sustainable tourism practices. Furthermore, the analysis of author collaboration networks highlighted the importance of scholarly partnerships in advancing the discourse, with prominent researchers playing pivotal roles in bridging various aspects of the field. This study not only maps the existing landscape but also highlights potential pathways for future research, aiming to enhance the efficacy and scope of sustainable tourism.

A scientometrics analysis and visualization of refractory gastroesophageal reflux disease.

Refractory gastroesophageal reflux disease (refractory GERD) is a heterogeneous disease characterized by unresponsiveness or poor efficacy to proton-pump inhibitors (PPIs). This chronic disorder substantially weakens patients' mental wellbeing and quality of life, increasing the financial burden on society. Multiple articles have been reported in this area. However, literature involving scientometric analysis of refractory GERD is absent. Therefore, it is necessary to understand the evolution of research themes and the main hotspots of refractory GERD through bibliometric methods. All documents related to refractory GERD based on the WOS Core Collection from January 2000 to November 2023 were selected for analysis. Citespace V 6.1 R6, VOSviewer V 1.6.20, and Scimago Graphica V 1.0.38 were used to perform bibliometric analysis. We collected a total of 241 research articles from 36 countries and 322 institutions, contributed by over 1,000 authors. Over the last 20years, the number of articles in this field has increased year by year, and since 2011, the number of publications has increased dramatically, with 85.89% of the papers. These countries are led by the United States and Japan. GUT had the highest number of citations and DIGESTION had the highest number of publications. Research on standardized diagnosis and management, mechanisms, novel monitoring methods, and innovative drugs and procedures for refractory GERD are the main topics and hotspots in this field. This study also found that neuroimmune interaction is closely related to refractory GERD, which may be a new direction for future mechanism research. Our study is the first bibliometric analysis of the global literature on refractory GERD. This research provides valuable insights for researchers, enabling them to quickly understand the research frontier and hot topics of this field.

Tuberculosis research advances and future trends: A bibliometric knowledge mapping approach.

The Gulf Cooperation Council (GCC) countries are more vulnerable to many transmissible diseases, including tuberculosis (TB). This study is to identify the scientific publications related to TB in the GCC countries using topic modeling and co-word analysis. A bibliometric analytic study. The R-package, VOSviewer software, IBM SPPS, and Scopus Analytics were used to analyze performance, hotspots, knowledge structure, thematic evolution, trend topics, and inter-gulf and international cooperation on TB in the past 30 years (1993-2022). A total of 1999 publications associated with research on GCC-TB were published. The annual growth rate of documents was 7.76%. Saudi Arabia is the most highly published, followed by the United Arab Emirates, Kuwait, Qatar, Oman, and Bahrain. The most-cited GC country is Kingdom Saudi Arabia, followed by Kuwait. One hundred sixty research institutions contributed to the dissemination of TB-related knowledge in the GCC, where the highest publishing organizations were King Saud University (Kingdom Saudi Arabia; n = 518). The number of publications related to TB is high in GCC Countries. The current tendencies indicated that GCC scholars are increasingly focused on deep learning, chest X-ray, molecular docking, comorbid covid-19, risk factors, and Mycobacterium bovis.

Research trends in manual therapy: a bibliometric review of the last 10 years

Manual therapy (MT) is a dynamic entity progressing rapidly. The current trend stimulates a direction toward higher specificity in the research. This is the first bibliometric review to identify the trends in MT in the last ten years (till 2023). The Scopus database was selected to retrieve the bibliographic records. Biblioshiny (Bibliometrix), PowerBI, MS Excel, and MS Access were used to visualize and analyze the results. 1208 relevant studies were included in the analysis. Publishing has a rising character. The four-author articles are the most common, while only 68 are single-author studies. In 2021, the highest number of publications (n=178) was published. The Journal of Bodywork and Movement Therapies has published the highest number of publications (75). The USA is the most prolific country in publishing (361 studies) and total citations (4869). Universidad Rey Juan Carlos (Spain) is the most productive and cited institution. Fernández-De-Las-Peñas C. is the most productive, and Mark D. Bishop is the most cited author. The USA, Australia, Canada, and European countries have the most frequent collaborations. MT was the most common research focus from 2017 to 2019. The topics of exercise therapy, musculoskeletal therapy, physical therapy, and physiotherapy have been the focus of research in the context of MT lately. The present study reported the research-related trends in MT applying bibliometric methods and identified the most productive countries, institutions, and researchers over the past decade. These findings are intended to assist the researchers in better orientation in the research field and to specify the trends for future research studies. Keywords: Manual therapy; physiotherapy; research trends; bibliometrics; thematic evolution; research collaboration

Appraising the philosophical influences on modern public administration research

As an interdisciplinary field, public administration (PA) has evolved by borrowing and integrating knowledge from multiple disciplines, including philosophy. Consequently, the means by which these disciplines’ influence diffuses to PA may significantly influence PA research quality and direction. This study is a first step to quantitatively appraise the effect of philosophy on PA research alongside other disciplines. Using a dataset of 58,333 PA journal articles, their 2,224,146 references, and 563,237 philosophy articles extracted from the Web of Science database, this study explores the evolution of knowledge sources, temporal-geographical distribution, and thematic topics of PA journal articles under direct philosophical influences. Empirical evidence reveals that citing philosophy in PA research continues to grow, despite continuing to make up a lesser share of citations than political science, economics, management and law. Articles published in top PA journals tend to cite the most impactful philosophical journals. There is no significant difference in authorship structures between PA journal articles citing or not citing philosophy articles, but those that do have greater research impacts and demonstrate different topical preferences.

Geriatric Trauma: Identifying Research Gaps and Opportunities for Improvement.

Geriatric trauma is a critical area of research owing to the increasing elderly population and the unique challenges associated with their injuries. This study aimed to explore the intellectual structure, growth, spatial analysis, seminal publications, most frequent keywords, trending topics, conceptual structure, and thematic evolution of geriatric trauma research (GTR).A comprehensive analysis was conducted using VOSviewer (Centre for Science and Technology Studies, Leiden University, The Netherlands) and Biblioshiny (K-Synth Srl, University of Naples Federico II, Italy) to examine a corpus of scholarly publications (N = 682) related to GTR (2004-2024). Bibliographic data were collected from the Scopus database and analyzed to highlight the key findings and trends.The analysis revealed the leading contributors to GTR. Over the years, there has been an increased interest in geriatric trauma, as demonstrated by the increasing trend in research publications. Collaboration patterns among nations were determined through spatial analysis, and insights into significant topics and their influence were offered by influential publications. Keywords used frequently as well as current issues formed part of this study's findings, which give insight into what was most focused on within the GTR. Themes and their development over time were made explicit by revealing their conceptual structures and thematic evolutions.GTR has increased significantly. Interdisciplinary approaches are suggested for future research. Furthermore, gaps need to be addressed using technological advancements that will help improve geriatric trauma management and lead to better patient outcomes.

Modeling topic evolution in public opinion events: an unsupervised spatio-temporal graph attention approach

Modeling topic evolution in public opinion events: an unsupervised spatio-temporal graph attention approach

Bibliometric analysis reveals the research hotspots and trends of nasopharyngeal carcinoma immunotherapy.

Immunotherapy is a promising strategy for nasopharyngeal carcinoma (NPC), a common and aggressive malignancy with poor prognosis. However, the literature lacks a comprehensive and objective overview of the current research status and trends of immunotherapy-related fields in NPC. We performed a bibliometric analysis of 513 original articles and reviews in English on immunotherapy for NPC from the Web of Science Core Collection database, using CiteSpace and Bibliometrix software tools. We visualized the development trend of publications, the distribution of countries/regions, the co-occurrence of keywords, the collaboration and citation of authors, the citation of journals, the evolution of topics, and the thematic map. We found that the publication volume increased sharply after 2017, with China as the main contributor and leader, the US as an important partner, and the Netherlands as a potential innovator. The research focused on immune checkpoint inhibitors and cell therapy, which were also the hotspots of clinical trials. Tumor microenvironment, immune infiltration, multicenter studies, and novel immunotherapy were the frontier topics and the key challenges for future research. CD137l-DC, lymphoma, and chimeric antigen receptor were emerging topics with good prospects. Our study provides a valuable insight into the research status and trends of immunotherapy for NPC, which may guide future research directions and clinical applications.

The synchronic and diachronic evolution of key themes around SDG 4 before and after 2015: From a quantitative analysis of web-downloaded texts

The authoritative ideas of what education should be like under the fourth Sustainable Development Goal (SDG 4) are constructed through discourse among key actors of the “international education community” at large. This article presents the evolution of international education discourse, comparing the periods before and after September 2015. The analysis is presented in two parts. The first part discusses the period before the adoption of SDGs in 2015, during which the agenda was formulated through discourse. The author identifies themes such as cognitive and noncognitive skills, learning outcomes, measurement and indicators. Actors shaping the discourse included mission-driven civil society organisations (CSOs), constituency-based CSOs, technical specialist groups, UN Member States and philanthropic organisations. The second part is based on a large sample text mining using 832 web-downloaded texts published between 2015 and 2022. The list of key themes largely mirrors those identified in the first part, although the relative weight among them has changed over time. The emphasis has shifted from global, structural topics to more local, specific ones, with increased attention on individual learners and their skills and knowledge. It suggests the uprooted nature of global governance, particularly at the time of SDG adoption. The fact that the term “SDGs” has permeated to the household level reflects widening participation in the global discourse on education. The author observes two contrasting perspectives: one discusses education’s contributions to noneducational goals, such as employment, economic growth, achieving sustainability or guaranteeing basic human rights; while another represents traditional educationalism, which tends to equate schooling with the traditional classifications of primary, secondary and higher education.