With the latest advances in conversational agents like Siri and Alexa, and Large Language Models (LLMs) like ChatGPT and PaLM, Question Answering (QA) systems have become more important. Users submit millions of queries per day and it is up to the system to provide reliable, to-the-point answers. In this dissertation, we explore various aspects to…

When designing cluster-randomized trials (CRTs), one important consideration is determining the proper sample sizes across levels and treatment conditions to cost-efficiently achieve adequate statistical power. This consideration is usually addressed in an optimal design framework by leveraging the cost structures of sampling and optimizing the…

This paper provides an overview of the policies and tools employed by EU Member States to ensure the comparability and recognition of VET qualifications. It explores the role of existing EU transparency tools, the methods used by national authorities and stakeholders to compare and recognise VET qualifications, and identifies relevant themes and…

This publication presents an institutional perspective on the state of university finances in Europe. Drawing on findings from a large-scale survey on the financial sustainability of universities, it offers a key evidence base, gathering insights from institutions across Europe. While EUA's research indicates that funding trends have been largely…

The ever-changing landscape of distance learning AI and learning analytics transforms engagement and efficiency in education. AI systems analyze behavior and performance data to provide real-time feedback for improved outcomes. Learning analytics further help educators to identify at-risk students while fostering better teaching strategies. By…

In cognitive diagnostic models (CDMs), a set of fine-grained attributes is required to characterize complex problem solving and provide detailed diagnostic information about an examinee. However, it is challenging to ensure reliable estimation and control computational complexity when The test aims to identify the examinee's attribute profile in a…

Multidimensional Item Response Theory (MIRT) has been widely used in educational and psychological assessments. It estimates multiple constructs simultaneously and models the correlations among latent constructs. While it provides more accurate results, the unidimensional IRT model is still dominant in real applications. One major reason is that…

People regularly read multi-line texts in different formats and publishers, internationally, must decide how to present text to make reading most effective and efficient. Relatively few studies have examined multi-line reading, and fewer still Chinese multi-line reading. Here, we examined whether texts presented in single or double columns, and…

In this paper, the authors consider the intersections of philosophy and education. Extending the concept of a "minor pedagogy" first presented by Mazzei and Smithers (2020), the authors reorient thinking toward more equitable and just pedagogy as a cultivation of difference. This paper has three major sections. In the first two, the…

Background/purpose. This study aims to evaluate the performance of State Vocational High Schools (SMK) with the status of Regional Public Service Agency at the provincial level. This assessment is conducted out to determine how efficiently schools employ their resources and generate the best performance possible. It is expected that the findings…

The push toward efficiency in higher education is occurring as increasing numbers of faculty and students are struggling with mental health concerns and the world appears progressively polarized. However, education, at its core, can foster hope and effect positive change. This chapter presents a pedagogy of authentic hope that relies on…

This book explores the social justice implications of school autonomy reform within the context of public education in Australia. It is situated within and framed by global concerns about how public schools are navigating their 'autonomy' within increasingly marketised education systems. Drawing on extensive interviews with stakeholders and five…

Background/purpose: Folklore has been simplified in the official elementary school textbooks in Indonesia. The simplification of folklore could alter its narrative structure and diminish its cultural significance. Simplification can become an educational paradox: teaching character but eliminating local identity. This study identifies the pattern…

Chinese universities face a persistent paradox: Despite substantial investments in R&D and strong knowledge production performance, their socioeconomic impact remains limited. To address this disconnect, we develop a dual-stage efficiency framework distinguishing knowledge production (KPE) from knowledge transformation (KTE) and implement a…

The time and resources required to prepare archival collections for use by researchers is a source of constant frustration in archives and libraries. Almost always, aspirations and collections exceed limited resources. The last fifteen to twenty years have seen archivists and librarians putting great effort into increasing standardization and…