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Laura B. Perry; Michael Thier; Paul Beach; Ross C. Anderson; Niklas-Max Thoennessen; Philip Roberts – Prospects, 2024
"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…
Descriptors: Educational Opportunities, Accountability, Equal Education, Models

Parian Haghighat; Denisa Gandara; Lulu Kang; Hadis Anahideh – Grantee Submission, 2024
Predictive analytics is widely used in various domains, including education, to inform decision-making and improve outcomes. However, many predictive models are proprietary and inaccessible for evaluation or modification by researchers and practitioners, limiting their accountability and ethical design. Moreover, predictive models are often opaque…
Descriptors: Prediction, Learning Analytics, Multivariate Analysis, Regression (Statistics)
Denisa Gandara; Hadis Anahideh – Society for Research on Educational Effectiveness, 2024
Background/Context: Predictive analytics has emerged as an indispensable tool in the education sector, offering insights that can improve student outcomes and inform more equitable policies (Friedler et al., 2019; Kleinberg et al., 2018). However, the widespread adoption of predictive models is hindered by several challenges, including the lack of…
Descriptors: Prediction, Learning Analytics, Ethics, Statistical Bias
Laura Mentini; Antonina Levatino – European Educational Research Journal, 2024
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…
Descriptors: Models, Accountability, Institutional Autonomy, Educational Innovation
Cheryl E. Clark; Melissa Emrey-Arras; Robert F. Dacey – US Government Accountability Office, 2024
Over the last 3 decades, the Direct Loan program has grown in size and complexity, with over $1.3 trillion in outstanding loans as of September 2023. This program provides financial assistance to help students and their parents pay for postsecondary education. The Government Accountability Office (GAO) was asked to review issues related to…
Descriptors: Student Financial Aid, Risk, Costs, Guidance
Kenneth H. MacKinnon – Journal of School Leadership, 2024
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…
Descriptors: Equal Education, Instructional Leadership, Leadership Effectiveness, Leadership Styles
Sarah E. Stanlick; Joseph Doiron – Metropolitan Universities, 2024
Global crises continue to shape the higher education landscape by posing challenges at every step of the educational process. From pedagogical delivery to experience design to undergraduate student research, pandemics, unrest, war, and environmental disasters have given us many imperatives to pivot and adapt. While the COVID-19 pandemic brought…
Descriptors: Critical Theory, Models, Global Approach, Electronic Learning