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As humanity reaches the 5.0 industrial revolution, education plays a critical role in boosting the quality of human resources. This paper reports bibliometric research on emerging TiP during 1993-2022 in the educational field to analyse its development on any level of education during the last three decades. This study employed a Scopus database. The findings are that the trend of TiP publication in educational fields has tended to increase every year during the past three decades and conference paper became the most published document type, the USA is the country which produces the most publications; "Students" being the most occurrences keyword and total link strength. The publication of the TiP is ranked to the Quartile 1, which implies that a publication with the cited performance is a publication with credibility because the publisher has a good reputation. Researchers can find the topics most relevant to other metadata sources such as Web of Science, Publish, and Perish.

Higher education informatization (HEI) is an interdisciplinary field that examines the use and integration of information and communication technologies (ICTs) in higher education. This paper provides a bibliometric and visual analysis of the research trends, patterns, and topics in this field. Using the Web of Science database, the authors selected and analyzed 199 SCI and SSCI papers on HEI published from 2000 to 2023 by VOSviewer and CiteSpace software. The results indicate that the publication volume of HEI research has grown significantly in recent years. The author network shows the collaboration and contribution of different researchers and institutions, while the journal network reveals the multidisciplinary nature and scope of the field. The keyword network and the burst keyword analysis identify the main research themes and the emerging hot topics in HEI. The co-citation network of sources illustrates the theoretical and methodological foundations and influences of the field. The paper concludes with some implications and suggestions for future HEI research.

Involving the global issues as listed in Sustainable Development Goals (SDGs) in education is necessarily done in the education process, especially in English as a Foreign Language (EFL) learning. Exposure to global issues is known to improve students' understanding, awareness, and ability to solve urgent issues faced by global society. This paper aims to find out the trend of research on the coverage of SDGs in students' learning process. This systematic literature analysis was done by applying Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) Method. A total of 25 studies were recognized through a systematic search by using Sustainability, SDGs, and EFL as keywords. The result shows that the trend of associating SDGs with EFL settings was done mostly in Indonesia. In the recent year 2022, it reached the highest number of studies in the particular matter with 7 total of research. It was also found that the study involving SDGs on EFL learning was mostly done in the tertiary setting, compared with K-12, junior high school, secondary, high school, and other educational institutions. It was also discovered that the specific area of study enhances EFL students' learning achievement, environmental awareness, global citizen values, as well as students' levels of self-norms, beliefs, and self-value.

The aim of this study is to identify the most prolific countries in the field of special education and to discuss the widespread impact of their papers by taking into account the country's h-index. Through a bibliometric analysis, the data were collected in the Web of Science Core Collection category "Education, Special" in the Social Science Citation Index during 2011-2020. The 25 most prolific countries in the field of special education were determined in terms of paper productivity, and it was seen that the leading country was undisputedly the USA (54.42%). Meanwhile, a strong positive correlation was found between the h-index and the number of papers published by the countries (r=0.864). On the other hand, when the ranking in terms of the number of papers was reconfigured by the h-index, it was relatively changed. The possible reasons for this change for the countries with the most changing rankings were discussed by considering some definitive criteria such as the journal quartiles, the percentage of international and domestic, and the percentage of open access papers. This study reports a positive correlation between the quality and quantity in the field of special education for the publications of countries. It has been shown that where the positive correlation deviates, then especially, the journal quartiles, the percentage of international collaboration and the percentage of open access papers have a significant effect. The bibliometric findings may be useful to enrich the discussion about the widespread impact of papers and debate whether the use of h-index is acceptable for cross-national comparisons.

The higher education efficiency evaluation model using the data envelopment analysis method has interested many researchers. This paper uses bibliometric analysis on publications extracted from the Scopus database to provide a comprehensive overview of research publications on the measurement of higher education efficiency based on data envelopment analysis: its growth rate, major collaboration networks, the most important and popular research topic. A total of 169 related publications were collected and analyzed from 1988 to 2021. The analysis results show that: Publications published every year have increased sharply in the last six years; The quality of publications is relatively high as publications tend to be published in journals with high-ranking indexes; Countries with the most influence in studies on this topic are: Italy, China, Spain, the USA, and the United Kingdom; Authors with the most influence in this research direction are Agasisti T., Abbott M., Doucouliagos C., Avkiran N.K., and Johnes J.; The research cooperation among countries and among affiliations is not strong. Finally, the paper has provided recommendations for future studies based on the findings.

Purpose: This purpose of this paper is to report on the development of an evidence-informed framework created to facilitate the formulation of generative artificial intelligence (GenAI) academic integrity policy responses for English medium instruction (EMI) higher education, responding to both the bespoke challenges for the sector and longstanding calls to define and disseminate quality implementation good practice. Design/methodology/approach: A virtual nominal group technique engaged experts (n = 14) in idea generation, refinement and consensus building across asynchronous and synchronous stages. The resulting qualitative and quantitative data were analysed using thematic analysis and descriptive statistics, respectively. Findings: The GenAI Academic Integrity Policy Development Blueprint for EMI Tertiary Education is not a definitive mandate but represents a roadmap of inquiry for reflective deliberation as institutions chart their own courses in this complex terrain. Research limitations/implications: If repeated with varying expert panellists, findings may vary to a certain extent; thus, further research with a wider range of stakeholders may be necessary for additional validation. Practical implications: While grounded within the theoretical underpinnings of the field, the tool holds practical utility for stakeholders to develop bespoke policies and critically re-examine existing frameworks. Social implications: As texts produced by students using English as an additional language are at risk of being wrongly accused of GenAI-assisted plagiarism, owing to the limited efficacy of text classifiers such as Turnitin, the policy recommendations encapsulated in the blueprint aim to reduce potential bias and unfair treatment of students. Originality/value: The novel blueprint represents a step towards bridging concerning gaps in policy responses worldwide and aims to spark discussion and further much-needed scholarly exploration to this end.

The purpose of this study is to compare Turkish novice teacher induction system with China, New Zealand, and Germany in terms of assignment to teaching, duration of induction, and opportunities provided in programs. Those countries selected are known to have the best practices for induction training. Despite their differing policies regarding novice teacher training, they provide novice teachers with many exemplary aspects of support. The comparison shows that collaboration activities are formalized in three countries, except Türkiye. While novice teachers in Türkiye have the same workload as experienced teachers, novices in the other three countries have a reduced workload and have more free time for education. A mentoring program is being conducted in all countries, including Türkiye. Türkiye has weekly seminars on liberal education topics, while the other three countries have mostly branch-specific seminars. The paper concludes with a discussion of the educational implications of the induction programs.

While ChatGPT has recently become very popular, AI has a long history and philosophy. This paper intends to explore the promises and pitfalls of the Generative Pre-trained Transformer (GPT) AI and potentially future technologies by adopting a speculative methodology. Speculative future narratives with a specific focus on educational contexts are provided in an attempt to identify emerging themes and discuss their implications for education in the 21st century. Affordances of (using) AI in Education (AIEd) and possible adverse effects are identified and discussed which emerge from the narratives. It is argued that now is the best of times to define human vs AI contribution to education because AI can accomplish more and more educational activities that used to be the prerogative of human educators. Therefore, it is imperative to rethink the respective roles of technology and human educators in education with a future-oriented mindset.

In this work, a bibliometric analysis of the investigations of the last 54 years focused on the teaching of topology and its applications in the learning of other areas of knowledge was carried out. The articles that appear in the SCOPUS database were taken into account under the search criteria of the words topology and teaching, connected with the Boolean expression AND in the search field ABS. As a result, 329 articles were obtained which, based on the PRISMA methodology, were reduced to 74 papers. In them publication trends, impact of publications, citation frequencies, among others, were compared. In addition, its use was identified for learning topology at different levels of training, areas of knowledge where this discipline is most applied and strategies used to teach these applications.

Although concepts such as research without borders have become more commonplace in recent decades, few studies have investigated the capabilities that global researchers require to cross both cultural and disciplinary borders. This paper explores global capabilities along with strategies and spaces that may facilitate academic researchers' acquisition and development of global research competence. The study's dataset comprises responses of 26 participants across 15 countries -- all of whom are members of a specific comparative education society -- who contributed their views via e-questionnaire. Findings indicate that research capacity building is a dynamic process and global competence calls for complex skills and conscious attitudes. Commitment to expand scientific curiosity beyond one's own culture and academic discipline appears to be a main criterion in achieving global competence. Results of this study are not meant to be prescriptive but rather exploratory and informative for a broad group of academic stakeholders.

The genesis and spread of COVID-19 around the world since 2020 have caused severe impacts in every aspect of people's lives, from work life to recreation, social activities to physical health. Higher education has not been excluded. Universities have altered curriculum, changed delivery methods, provided more counseling, purchased new technology, and altered attendance policy for classroom, athletic, social and artistic events (Hamlin, 2021). To assess the impacts of these changes on college students, the authors created a questionnaire to ask students about their perceptions of these COVID-related impacts on their own personal lives. The survey had 56 questions about how the virus affected their academic, social, financial, physical and emotional lives. Over 800 students responded with objective input and subjective comments. Due to the volume of data, the authors have split the study into two parts. The survey results for the first part, academic and social aspects of the survey, were published in "Understanding the Impact of Covid-19 on College Student Academic and Social Lives," Research in Higher Education Journal Volume 41 (see http://www.aabri.com/manuscripts/213347.pdf). It will sometimes be referred to herein to provide clarity to the reader. The actual survey itself can also be found at that site. This paper focuses on the impact of the coronavirus on student financial and physical well-being, which have become major stressors to this age group and have contributed to higher levels of anxiety and depression. It also examines how the virus has affected their social and emotional well-being. Lastly, recommendations are made to help educators understand the severity of the problem, and to take action to provide assistance for those students who have been adversely affected.

This paper presents a compilation of personal reflections from 66 contributors on the impact of, and responses to, COVID-19 in accounting education in 45 different countries around the world. It reveals a commonality of issues, and a variability in responses, many positive outcomes, including the creation of opportunities to realign learning and teaching strategies away from the comfort of traditional formats, but many more that are negative, primarily relating to the impact on faculty and student health and well-being, and the accompanying stress. It identifies issues that need to be addressed in the recovery and redesign stages of the management of this crisis, and it sets a new research agenda for studies in accounting education.

Much psychological research depends on participants' diligence in filling out materials such as surveys. However, not all participants are motivated to respond attentively, which leads to unintended issues with data quality, known as careless responding. Our question is: how do different modes of data collection--paper/pencil, computer/web-based, and smartphone--affect participants' diligence vs. "careless responding" tendencies and, thus, data quality? Results from prior studies suggest that different data collection modes produce a comparable prevalence of careless responding tendencies. However, as technology develops and data are collected with increasingly diversified populations, this question needs to be readdressed and taken further. The present research examined the effect of survey mode on careless responding in a repeated-measures design with data from three different samples. First, in a sample of working adults from China, we found that participants were slightly more careless when completing computer/web-based survey materials than in paper/pencil mode. Next, in a German student sample, participants were slightly more careless when completing the paper/pencil mode compared to the smartphone mode. Finally, in a sample of Chinese-speaking students, we found no difference between modes. Overall, in a meta-analysis of the findings, we found minimal difference between modes across cultures. Theoretical and practical implications are discussed.

Recently there has been an increasing recognition of the need to investigate how different contexts influence the nature and character of school leadership and to demonstrate how leaders in schools located within different environments shape their leadership accordingly. This has led to a growing body of work that has emerged from investigations into the ways leadership is understood and practiced in such distinctive environments. One such context that is likely to be revealing in this regard, yet which appears to have been somewhat neglected, apart from research on education along the border between the U.S.A. and Mexico, relates to leadership of schools located in 'borderlands'. By this, the authors mean schools that are situated at the confluence of different countries. A number of ways suggest themselves as to how to bring leadership in borderland education settings (other than in relation to the U.S.A.) out of the shadows. This paper is offered as a contribution by illuminating the nature of the various types of schools within these contexts, the issues and influences that their school leaders face, and the strategies that school leaders adopt to deal with the associated complexities. It is divided into four main sections. The first section examines the distinctive features of borderland contexts, especially in regard to the occurrence of recent developments and activities that have made them increasingly fluid. Secondly, the associated literature pertaining to education policies and practices in borderlands is interrogated. Thirdly, consideration is given to the implications that such complex contexts have for understandings and practices of school leadership. Finally, attention is turned to some ways in which school leadership may be nurtured in borderland contexts. In doing so, the authors highlight a variety of questions to pursue in conducting empirical projects which, they suggest, would help to establish a foundation for building a solid body of professional knowledge aimed at illuminating the complexity of leadership in borderland education settings and at encouraging others to rise to the challenge.

In this study, the variables having impact on the student motivation have been analyzed based on the articles, conference papers, master's theses and doctoral dissertations published in the years 2000-2017. A total of 165 research papers were selected for the research material and the data were collected through qualitative research techniques through document review and content analysis. According to the research results, the most important factors affecting student motivation are the fields of teacher, teachers' classroom management skills and their teaching methods. In this research, factors having less influence on the student motivation are parental communication, student characteristics and study fields. In addition, relational search type was used more than others, mostly students were selected as the study group and most researches were conducted in USA and Turkey.

The transfer of vocational education and training (VET) systems is currently the subject of lively international debate, but there has so far been very little documentation of the process or analysis of how such transfers are achieved in practical terms. This paper therefore considers the potential for transferring Germany's "dual" vocational training system to German subsidiaries abroad, specifically in China, India, Japan and the USA. Using the EPRG typology as a theoretical framework, the paper systematises the range of training strategies deployed by German subsidiaries. It analyses the findings of interviews with training officers and Directors of Human Resources in more than 40 German subsidiaries abroad. These interviews show clearly that local factors in the host country exert such a strong influence that it is not possible completely to transfer the German VET system to another country. What is more likely is that an accommodation is reached with local VET structures, local labour market conditions and other socio-cultural features. The findings suggest that policy borrowing in the area of VET is likely to be only partial and will be strongly influenced by the national characteristics of the host country.

This article maps the scientific production and the contents associated with the sustainable development goals and their integration with universities during the past 21 years. Although many of the topics related to sustainable development goals (SDGs) have been addressed in different studies for decades, it is since 2015 onwards that they gained greater prominence due to the inclusion of higher education as an important actor in the fulfillment of the 2030 agenda and the United Nations SDGs. For the purpose of this paper, a bibliometric analysis of 871 papers, 535 documents in Scopus, and 336 in Web of Science (WoS) from 1998 to 2019 was performed, and the Bibliometrix analysis tool was used. The objective of this mapping is to answer the following research question: Is the integration of the Sustainable Development Goals and Universities a field of study? An analysis of the network of collaborators and trend topics in Scopus and WoS allows us to identify the concurrence and relationships of some keywords, such as sustainable development, sustainability and planning, and some background words, such as humans and global health. In another analysis, the word "higher education" is related to change. This article suggests that the integration of the Sustainable Development Goals in Universities is becoming a field of study under exploration, with a peak of production in 2016 and that has remained stable in the last three years, but thanks to the leading role assigned to Universities, intellectual production should increase in the following years.

The aim of this study was to determine the examination of the researches about the use of technology by fine arts teachers. The study was conducted according to the content and citation analysis model. In this context, Web of Science (WOS) Core Collection indexes were included. In the document scanning in the WOS environment, the keywords 'Fine arts', 'Teachers' and 'Technology' were searched. In total, 169 documents were examined and analysed one by one. They were analysed according to year, document type, WOS content category, country, source title, organisation and citation, authors, publication language and categories. As a result of this research, the first study was conducted in 2004, while the most studies were conducted in 2016. It was concluded that the published studies had the most Proceedings papers as the document type. The area where the studies of fine arts teachers on the use of technology are mostly carried out is Education Educational Research, according to the Web of Science content category. The most researched title in the distribution according to the Source Title field is 'International Multidisciplinary Scientific Conferences on Social Sciences and Arts.' The university with the most studies is Kazan Federal University. The 19 authors who conducted the studies have a large number of studies in this field. It was concluded that other authors had only one study in the field. Again, when we look at the distribution of the countries and documents according to the language of writing, the country with the most studies is China and the language of the documents is English. The area continues to evolve.

Context: International comparative research on Vocational Education and Training (VET) is gaining importance, as global cooperation and mutual learning in VET grows. However, it is characterized by a high degree of complexity, due on one hand, to the heterogeneity of the VET sector, and on the other hand to the unique challenges of international comparisons. In addition, comparative research projects are increasingly conducted in the form of cross-border collaborations, which have their own particular organizational and methodological considerations, opportunities, and challenges. This paper presents an example of a cooperative research process, aimed at investigating the complex phenomenon of the competence-based approach in Russian and Chinese VET. In providing an example of developing an instrument for curriculum analysis and comparison, we discuss and reflect on the methodological and organizational peculiarities and challenges of the research process conducted collaboratively by an international team. Method: The instrument for analysis and comparison of curricular documents, was developed in an iterative multi-stage process, combining deductive and inductive steps. The embeddedness of the elements of a competence-based approach in curricular documents is investigated, using qualitative content analysis. To develop a coding frame, we started with a comprehensive partially systematic literature review of international, Russian and Chinese discourses on competence-based curricula. The frame was built on the selected model of competence-based education, and on accumulated results of the literature analysis of national discourses. Furthermore, during the first coding process, an iterative adaptation of the developed instrument took place. Results: The result of this process was the development of an analysis instrument which, on the one hand, is well-adapted to each national context and, on the other hand, allows a comparison of results along the same dimensions of analysis, in our case, elements of the competence-based approach in curriculum. Conclusion: Developing an analysis framework for a cross-cultural comparative investigation of such a diffuse and heterogeneous construct as the competence-based approach, can pose a methodological challenge for an international team of researchers. However, an effective application of own team resources such as proficiency in different languages, insider and outsider perspectives, along with continuous intensive communication and a flexible, iterative research process, allows development of a well-adapted analysis instrument for international comparison.

Preschool education is an education process that prepares children for primary education, provides the training and upbringing conditions in the home and also aims to remove the inequalities in terms of language and society in the early period. The audit is to evaluate learning and all the factors that affect learning and also prepare the environment and conditions for effective learning. The purpose of this research was to develop a comprehensive point of view for preschool education audit in the world and our country. Document analysis that is one of the qualitative research methods were utilized in this paper as the method. The documents related to the systems in France, Netherlands, Germany, Belgium, Luxembourg, Denmark, Greece, Spain, Italy, Portugal, Ireland, Italy, Sweden, Sweden, Norway, Iceland, Switzerland, Russia, China, Israel, America, Saudi Arabia, Japan, India Jordan, Albania, Bulgaria, Macedonia, Romania, Bosnia and Herzegovina, Poland, Kosovo and Turkey were researched out within the scope of this study.

Seamless learning has a significance that has been increasing in recent years, and an increasing number of studies on the subject in the literature draws attention. This study aimed to examine the research on seamless learning between 1996 and 2020 with the bibliometric analysis method. The Scopus database was used in the collection of the data. After various screening processes, a total of 389 publications were included in the analysis. Descriptive analysis and bibliometric analysis were used in the analysis of the data. The distribution of publications by years, types of publications, sources, and languages were analyzed in the research. Additionally, visual maps were created with analyses of co-author, cocitation, and co-word. At the end of the study, it was seen that there has been an increase in the number of publications from the past to the present, articles and papers were predominant, and that most of the studies were carried out in English. As a result of bibliometric analysis, it was concluded that the most efficient countries in seamless learning were the United Kingdom, the United States, and Singapore. Also, it has been determined that the National Institute of Education, Center for International Education and Exchange, and Kyushu University institutions are dominant. The most frequently mentioned authors cited in studies in many different fields are M. Sharples, L.-H. Wong, and H. Ogata. According to the co-word analysis, the keywords seamless learning, mobile learning, ubiquitous learning, and mobile-assisted language learning stand out in the field of seamless learning.

Objective: Schools are important settings for health promotion. In schools, children and adolescents can be reached regardless of their social background, which represents a unique opportunity for promoting health. Several studies have demonstrated the importance of school leadership in initiating and sustaining health promotion; however, efforts to systematically review the influence of school leadership on school health promotion are still lacking. Hence, this paper analyses empirical studies published in scientific journals on school leadership and health promotion in schools. Design: Systematic literature review. Method: Informed by the Preferred Reporting Items for Systematic Reviews and Meta-Analysis guidelines, a review was conducted using two main databases: Web of Science and Scopus, which retrieved 51 eligible articles. Results: The review of these articles resulted in the identification of seven main themes -- school leaders' health; attitudes, knowledge and behaviour; accountability; support from school leaders; shared leadership approaches; capacity building and parent engagement. Conclusion: This systematic literature review expands the literature by highlighting the school leadership factors that promote school health promotion in Oceania, Europe, North America, South America, Africa and Asia continents. Future systematic literature reviews could explore studies and different aspects of health promotion by teachers, especially in the Asian context.

This paper describes an experiential education course designed to enhance student learning while abroad. Studies have shown that students studying abroad need specific interventions in order to profit fully from the immersive experience. The article describes a sequence of task-based interventions designed to prompt students to engage with the host language and culture. A description and rationale for each assignment explains how the tasks target language functions and intercultural development. The language functions relate to ACTFL's proficiency scale. The intercultural development process relates to Bennett and Hammer's Intercultural Development Continuum model (Bennett, 1986; Hammer, 2012). The students involved participated in the five-year dual bachelor's degree International Engineering Program at the University of Rhode Island and spent a year abroad in China, France, Germany, Chile, or Spain, studying for six months and then interning for six months. Discussion of student work shows the extent to which the tasks elicited interaction with the host culture and reflection on the experience. Results show that the interventions result in greater student engagement with the host culture and greater reflection on the impact of the overseas experience on their linguistic and cultural competency development.

The importance of the relationships between industry and academia is stressed by strategists, politicians, Vocational Education Training (VET) policy makers, and industrial planners. Industry without knowledge surely dies, and knowledge without application of that knowledge is valueless. This paper focuses on the relationships between the VET providers and industries. More specifically, the purpose of this paper is (1) to discuss the factors which enhance or constrain the strategic partnership, (2) to present the experiences of this relationship in the developing and developed countries, (3) to propose a model that links the two institutions, the VET providers and industries, in the Vietnamese context.

This paper reports preliminary findings on students enrolled in a massive open online course, who were also assigned to work in groups. Part of a larger study on the effect of groups on retention and completion in MOOCs, the paper provides students' demographics (i.e., location, gender, education level, and employment status), and motivation for taking the course. Findings show that women outnumbered men and that students mostly enrolled into the course because of a friend. Indeed, research on MOOCs demonstrates that men outnumber women and that educational pursuit and professional development are the main motivators for taking MOOCs. Yet, this paper shows that when group work is included in a MOOC, women participate more. Furthermore, for students assigned to groups in a MOOC, friends are the principal incentive for enrolling into the course. These results are discussed in light of previous research, and implications for teaching and learning in online environments addressed.

This paper reports on the first stage of an international comparative study for the project "'Digital educational architectures: Open learning resources in distributed learning infrastructures--EduArc,'" funded by the German Federal Ministry of Education and Research. This study reviews the situation of digital educational resources (or (O)ER) framed within the digital transformation of ten different Higher Education (HE) systems (Australia, Canada, China, Germany, Japan, South Africa, South Korea, Spain, Turkey and the United States). Following a comparative case study approach, we investigated issues related to the existence of policies, quality assurance mechanisms and measures for the promotion of change in supporting infrastructure development for (O)ER at the national level in HE in the different countries. The results of this mainly documentary research highlight differences and similarities, which are largely due to variations in these countries' political structure organisation. The discussion and conclusion point at the importance of understanding each country's context and culture, in order to understand the differences between them, as well as the challenges they face.

While infusion of technology into schools has been one of the top priorities of the education reform agenda across the world, findings from many large-scale international assessments indicate that students' use of information and communication technology (ICT) has mixed effects on their academic achievements. In this paper, we argue that these ambivalent findings were due to the oversight of the indirect effects of ICT use mediated by other ICT-related variables. We employed multilevel structural equation modelling to unfold the relationship between students' ICT use and their academic achievements based on PISA 2015 data. The results indicated that students' autonomy in ICT use and students' interest in ICT use were found to have significant positive direct effects on students' academic achievements at both within-school and between-school levels. These two variables played a significant role in mediating the indirect effects of ICT use outside school for schoolwork and ICT resources on students' academic achievements. On the contrary, ICT resources and ICT use at school exerted either no direct effect or a negative direct effect on students' academic achievements and students' perceived autonomy related to ICT use, suggesting that mere provision and use of ICT resources in school did not necessarily guarantee success in student performance. At the school level, school's transformational leadership and collaborative climate helped promote students' autonomy in ICT use.

Context: In this paper, we review and discuss the piloting in Norway of a German methodology for competence diagnostics in vocational education and training: the Competence Development and Assessment in TVET (COMET) project. Our overarching theme is determining to what extent such large-scale assessment systems are valid for international comparisons in this sector. Method: We present the theoretical underpinnings of the COMET model and position our discussion within the broader context of the concept of "professional competence" (berufliche Kompetenz) and methodological guidelines for its measurement. Terminology from psychometrics on "measurement equivalence" is described and serves as a template for identifying challenges in using the Norwegian data for comparative purposes. Our pilot included students and apprentices in health care, industrial mechanics and electricians and was designed as a three-year follow-up study from the second year of upper secondary school through two years of apprenticeship. Each year, a test on professional competence and a context survey were administered. Similar studies have been conducted in Germany, China and South Africa. Results: In line with the results from these countries, the Norwegian participants had low scores, particularly the electricians. However, the diagnostic instrument was sensitive to the development of professional competence, and progress on the assessment was influenced by the quality of the learning support in the companies, as reported by apprentices in the context survey. Conclusions: The COMET platform may be a viable prototype for the development of diagnostic tools, which may support the monitoring of quality factors at different levels and inspire local improvement projects in schools, companies and training offices. Such an objective would be in line with the latest summaries of the COMET project, in which its contribution to a model for international large-scale assessment is toned down and replaced by a stronger emphasis on its potential for measuring competence development, evaluating contextual factors and generating data for didactic innovations.