"Opportunity to learn" has evolved into an umbrella phrase for describing a large range of settings, resources, structures, and processes. The aim of this study is to develop a conceptual framework that can accommodate a wide range of opportunities to learn, not just those provided by teachers in classrooms. An inclusive framework can…

Higher education scholars often investigate the policy mechanisms of external accountability, but rarely explore institutional mechanisms of internal accountability. This chapter, which reports select findings from an in-depth case study of institutional budgeting at an American public research university, examines an underexplored mechanism of…

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…

The widespread adoption of school autonomy with accountability reforms in education has generated debate regarding the relationship between autonomy, innovation and accountability. While at the policy design level, these three elements are highly related, several authors highlight the contradictions among them. By analyzing key documents and…

The aim of this paper is to increase transparency in the scientific analysis of equity gaps in education. This should be useful in avoiding common ambiguities and misunderstandings in the discourse and in presenting the analyses results in a constructive way. We focused on a very basic aspect of transparency: Information availability. We…

This chapter invites higher education to reimagine accountability within a backdrop of budgeting and financing as it relates to Hispanic Serving Institutions (HSIs). The authors call for more transparency in their pursuit of Latinx-specific funding and the implementation of race-evasive spending. Examples of how institutions, students, and funders…

The indefinite nature of test fairness and different interpretations and definitions of the concept have stirred a lot of controversy over the years, necessitating the reconceptualization of the concept. On this basis, this study aimed to explore the empirical validity of Kunnan's (2008) Test Fairness Framework (TFF) and revisit the established…

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…

Purpose: As the school evaluator's role is multifaceted and the school elevator is the school principal's subordinate, this paper aims to present the school evaluator's complex conduct to achieve a better understanding of his or her functioning. Design/methodology/approach: Theoretical paper. Findings: The two critical dimensions connected to the…

Utilising Bacchi's framework 'What's the problem represented to be?' the literature on managing academic workloads was analysed to explore why workload allocation models are deemed essential in the contemporary university and the assumptions which underpin workload allocations. Whether due to the need for efficient use of scarce resources or…

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…

This paper introduces a novel approach to identify at-risk students with a focus on output interpretability through analyzing learning activities at a finer granularity on a weekly basis. Specifically, this approach converts the predicted output from the former weeks into meaningful probabilities to infer the predictions in the current week for…

This article shares the findings of a qualitative case study examining the experiences of teacher leaders as they engaged as teacher evaluators alongside school principals. Data collection included observations and interviews with four teacher leaders and three school principals to answer these research questions: (1) What TDEM structures have…

This paper posits that almost all inspectorates are now following, if to varying degrees, a similar overarching ideology and methodology for school accountability and improvement. The first part of the paper provides an analysis of recent changes to school inspection policies across Frontiers. Using Ireland as a case example, the next part of the…

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…