Data are fundamental to Learning Analytics (LA) research and practice. However, the ethical use of data, particularly in terms of respecting learners' privacy rights, is a potential barrier that could hinder the widespread adoption of LA in the education industry. Despite the policies and guidelines of privacy protection being available worldwide,…

Short scales are time-efficient for participants and cost-effective in research. However, researchers often mistakenly expect short scales to have the same reliability as long ones without considering the effect of scale length. We argue that applying a universal benchmark for alpha is problematic as the impact of low-quality items is greater on…

The objective of question generation from knowledge graphs (KGQG) is to create coherent and answerable questions from a given subgraph and a specified answer entity. KGQG has garnered significant attention due to its pivotal role in enhancing online education. Encoder-decoder architectures have advanced traditional KGQG approaches. However, these…

It is of critical importance to be aware of the historical discrimination embedded in the data and to consider a fairness measure to reduce bias throughout the predictive modeling pipeline. Given various notions of fairness defined in the literature, investigating the correlation and interaction among metrics is vital for addressing unfairness.…

Enabling education programs in Australia assist students, who would otherwise have been excluded from higher education, to transition into undergraduate study. These programs emerged independently in response to the needs of individual universities and the varying cohorts of students they serve. The exclusion of these programs from the Australian…

To assess the meaningfulness of an intervention effect on students' achievement, researchers may apply empirical benchmarks as standards for comparisons, involving normative expectations for students' academic growth as well as performance gaps between weak and average schools or policy-relevant groups (e.g., male and female students, students…

Transform your school's grading practices with this updated second edition on evidence-based grading. The book provides a five-phase process for moving beyond standards-based and competency-based grading models. Administrators and teachers will gain understanding of the core principles of evidence-based assessment, refocus assessments on…

Purpose: This study aims to examine the impact of the Inter-University Council for East Africa (IUCEA) quality assurance framework on the quality of Bachelor of Education (BEd) programs in private universities in Tanzania. It aims to evaluate how well the framework's guidelines, including faculty qualifications, curriculum design and…

Population adjustment methods such as matching-adjusted indirect comparison (MAIC) are increasingly used to compare marginal treatment effects when there are cross-trial differences in effect modifiers and limited patient-level data. MAIC is based on propensity score weighting, which is sensitive to poor covariate overlap and cannot extrapolate…

This article offers some general guidelines to social work faculty seeking to be promoted to the rank of Full Professor, guidelines that we hope will provide a beginning discussion for individual programs to develop more transparent criteria and expectations for promotion to the highest rank in the academy. Specifically, we offer guidance about…

In 2024, British Columbia's (BC's) English as an Additional Language articulation committee revised the alignments of the provincial EAP (English for Academic Purposes) learning outcomes with the Canadian Language Benchmarks (CLBs). The CLBs and the EAP outcomes both assess English proficiency for the purposes of post-secondary admission, program…

The Common European Framework of Reference for Languages (CEFR) (Council of Europe 2001). Offers a comprehensive framework for learning, teaching, and assessment, promoting transparency and coherence in language education. Central to the CEFR is its action-oriented approach, which views language as situated social action and positions learners as…

Many school systems have developed climate rating surveys to gather school perception data; however, research suggests that there are few states where this data is both disaggregated by race and used by school counselors. This study explores school counselors' use of school racial climate data as a benchmark for developing and delivering…

Benchmarking is a formalised evaluation process by which a university can measure the standard of their policies, processes, programmes or strategies through comparison with other universities. Currently, there is a paucity of research that focuses on the documentation associated with external benchmarking undertaken by Australian universities.…

For the quality training of future teachers, it is necessary to have a clear action plan, benchmarks, metrics, and progress indications for using technologies in education. Pre-service teachers' digital competence frameworks can guide their preparation and develop sufficient digital competence before actual practice. This paper analyzes the…