California is one of just two states (with Kansas) that does not use a student-level growth model to measure school performance. This brief lays out a number of common beliefs about growth models and provides evidence that these beliefs are inaccurate or unsupported. In so doing, the brief makes a positive case that the state should adopt such a…

Panel or grouped data are often used to allow for unobserved individual heterogeneity in econometric models via fixed effects. In this paper, we discuss identification of a panel data model in which the unobserved heterogeneity both enters additively and interacts with treatment variables. We present identification and estimation methods for…

AI tutors are promised to expand access to personalized learning, improving student achievement and addressing disparities in resources available to students across socioeconomic contexts. The rapid development and introduction of AI tutors raises fundamental questions of epistemic trust in education. What criteria should guide students' critical…

In response to the shifting educational landscape and the growing emphasis on responsibility and quality, quality assurance systems in higher education have experienced significant modification throughout time. These systems are essential for assuring the delivery of high-quality educational programmes and preserving the standing and reputation of…

In this article the role of Human Resource Management (HRM) in the UK Higher Education (HE) sector is interrogated, with a focus on the Gig Academy. A literature review of the casualisation of academics in the sector is undertaken and critiqued through the consultative unitarist values and behaviours of the Chartered Institute of Personnel and…

Ten years on from the formation of SOLAS (An tSeirbhís Oideachais Leanúnaig agus Scileanna) and the Education and Training Boards (ETBs) in Ireland, it is appropriate to reflect on where adult education lies in the new Further Education and Training (FET) sector. This paper uses Denis O'Sullivan's schematisation of policy paradigms (2005) as an…

Although an increasing number of ethical data science and AI courses is available, with many focusing specifically on technology and computer ethics, pedagogical approaches employed in these courses rely exclusively on texts rather than on algorithmic development or data analysis. In this paper we recount a recent experience in developing and…

In Ontario, Canada, principals' work is guided by competencies outlined in the Ontario Leadership Framework which reflect the leadership skills and behaviours needed to successfully lead schools, improve student achievement and well-being. The problem is that this document largely ignores equity and anti-oppressive leadership behaviours. The…

Research and Development (R&D) project managers in Higher Education must deal with uncertainty, ambiguity, competition, accountability and different objectives for professors, scientists, firms, users and other stakeholders. Formal project management frameworks are commonly adapted to support this. However, the wide range of challenges related…

The Report of the Funding Model Review Panel claims to be about "Improving Equity and Accountability." It fails on both counts. The Panel's recommendations offer neither a blueprint for equity for students nor one for accountability by the province and school districts in providing services to students. If the funding model is to meet…

This article argues that the mental health crisis affecting children and young people can only be addressed by putting in place a radically different model of school accountability from the one we have now. It explores what might be learned from the history of Antidote--an organisation set up to foster more emotionally supportive school…

Realizing the growing importance of universities in Knowledge Transfer and innovation-centric entrepreneurship, the Government of the Hong Kong Special Administrative Region (HKSAR) actively encourages government-funded universities in Hong Kong to work with the market and industry, as well as wider society to stimulate innovation and…

Student learning outcomes assessment has been increasingly used in U.S. higher education institutions over the last 10 years, partly fueled by the recommendation from the Spellings Commission that institutions need to demonstrate more direct evidence of student learning. To respond to the Commission's call, various accountability initiatives have…

Teacher preparation programs (TPPs) have received a great deal of policy and research attention of late. And despite the commonsense notion that preparation for formal classroom responsibilities should improve the readiness of teacher candidates, the value of formalized preservice teacher education is unclear. In this review of the quantitative…

This article examines the re-professionalization of teaching across a transformative decade of market-based and standards-based reforms in the U.S.A. The first section works with the sociological concept of the 'new professionalism' to situate the No Child Left Behind act, Race to the Top, and CAEP accreditation within a broader movement to align…