Background: Network meta-analysis (NMA) produces complex outputs as many comparisons between interventions are of interest. The estimated relative treatment effects are usually displayed in a forest plot or in a league table and several ranking metrics are calculated and presented. Methods: In this article, we estimate relative treatment effects…

Knowledge tracing (KT), the task of tracking the knowledge state of each student over time, has been assessed actively by artificial intelligence researchers. Recent reports have described that Deep-IRT, which combines Item Response Theory (IRT) with a deep learning model, provides superior performance. It can express the abilities of each student…

The effects of social networking sites (SNS) use are especially significant for students, as they tend to be the most frequent and heavy users of such platforms. In this stream of work, prior research has documented the links between SNS use and academic performance; however, surprisingly, empirical evidence is inconclusive. Whereas previous…

As many as three million households with school-aged children in the United States do not have any Internet service at home, and 18% do not have a broadband connection, creating a "homework gap" between those who can access the Internet to support their schoolwork at home, and those who cannot. Based on a series of empirical case studies…

Intrinsic network interactions may underlie individual differences in the ability to remember. The default mode network (DMN) comprises subnetworks implicated in memory, and interactions between the DMN and frontoparietal network (FPN) were shown to support mnemonic processing. However, it is unclear if such interactions during resting-state…

Formal learning is an important aspect for school principals in the era of federal and state accountability. These formal learning opportunities provide the conditions for leadership development and personal growth. Although formal learning has been a consistent focus of educational leadership research, informal learning has not. The purpose of…

The choice of a social network analysis approach for the exploration of relationships in educational settings provides the opportunity for a unique perspective about informal networks of relationships. Rather than considering only the attributes of individuals or organizations, social network analysis affords the opportunity to also examine the…

Rapid adoption of the Common Core State Standards (CCSS), the Race to the Top (RTTT) competition, and backlash around these policies created widespread uncertainty among state educational agencies (SEAs). SEAs may have not had a clear direction about how to support standards implementation in a new context, and therefore, may have looked to their…

Researchers have demonstrated how venture philanthropic networks advance the growth of charter schools underpinned by market tenets. However, little remains known about how progressive charter schools mobilize financial support when most funding from philanthropic networks flows to market-oriented charters. This qualitative study examines how…

The present study examined differential social experiences of international students living in a residential hall called 'Nihongo House' (Japanese language house) at a Japanese university. By conducting social network analysis (SNA), as well as making use of ethnographic data collected through participant observation and semi-structured…

Online discussion forums are crucial educational tools that facilitate interaction between students and teachers. We created an online discussion forum, with the teacher serving as the moderator. 58 posts and 1,955 comments were collected. We analysed these data through Latent Dirichlet Allocation to determine word cooccurrence and extract key…

This study investigates the experiences of high school Chinese language teachers engaged in the development of interdisciplinary, school-based curricula during a period of national curriculum policy transition. Utilizing theoretical sampling, we conducted interviews with 50 teachers to elucidate the factors influencing the creation of…

Adolescence is a critical developmental period marked by increased stress and vulnerability to mental health issues. Meaningful peer relationships are known to protect against these challenges, but the rise of technology and social media use has impacted how adolescents form connections. Research indicates that adolescents' preference for social…

In this study, we explored psychometric network analysis (PNA) as an alternative method for identifying item wording effects in self-report instruments. We examined the functioning of negatively worded items in the network structures of two math-related scales from the 2019 Trends in International Mathematics and Science Study (TIMSS); Students…

In a mixed-methods study on poverty in Germany, we conducted qualitative interviews and collected quantitative data on ego-centered networks using a name-generator approach and a single set of respondents. Based on the qualitative data, we first developed a typology of negative ties and then evaluated which of these ties the name generator (on…