"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…

Cognitive diagnostic models (CDMs) provide pedagogically relevant information in the form of a student profile of multiple binary categorizations of students into mastery or nonmastery statuses on latent traits called attributes. Federal educational accountability requires accountability measures to designate students into one of at least three…

This study investigated teacher-driven change efforts. A review of existing literature posits that the current education system is largely driven by top-down mandates, such as the implementation of evidence-based practices generated by large scale and randomized controlled trials. While these approaches provide the field with important knowledge,…

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…

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…

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…

Student growth percentiles (SGPs) have become a common means to measure and report on student academic growth for state education accountability, and some states have adopted SGP cutscores as a means of classifying student growth into categories like "high/medium/low" growth. It has therefore become important to understand properties 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 effectiveness of the student conduct approaches of the mixed method model, a mixture of restorative justice and traditional sanctioning, and traditional sanctioning, known as the "model code," in student learning at historically Black colleges and universities (HBCUs) has been largely unexamined in existing literature. This…

Performance funding has been a popular form of funding colleges and universities for several decades. Often the purpose is to make universities more efficient (Miao, 2012). Missouri has had two separate models of performance funding in play, a decade apart. In this research both performance funding models are examined, including a 10- year period…

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…

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…

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…