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…

This paper examines different state approaches to educational accountability in response to the Every Student Succeeds Act. Cluster analysis reveals three groups of states with similar indicator weights and rating systems, and principal component analysis identifies two dimensions underlying these clusters. We find that state-level demographics…

Student satisfaction has received growing attention in Higher Education systems in recent years, and are increasingly used for internal and external accountability in the sector. This does leave us with questions on the extent to which variance in student satisfaction can be explained by Higher Education Institution (HEI) and course attended…

Performance accountability systems are increasingly utilized by state legislatures to hold community colleges more accountable for student outcomes and responsible spending through the linking of state funding to specific outputs. Through these actions, it is reasonable expect an emphasis on institutional performance to permeate into a community…

Logistic regression (LR)-based methods have become increasingly popular for predicting and articulating cut scores. However, the precision of predictive relationships is largely dependent on the underlying correlations between the predictor and the criterion. In two simulation studies, we evaluated the impact of varying the underlying grade-level…

This study surveyed 1064 Chinese school teachers' approaches to teaching and conceptions of assessment, and examined their inter-relationship using confirmatory factor analysis and structural equation modeling. Three approaches to teaching (i.e. Knowledge Transmission, Student-Focused, and Examination Preparation) and six conceptions of assessment…

It has been widely documented that accountability systems, including school inspections, bring with them unintended side effects. These unintended effects are often negative and have the potential to undo the intended positive effects. However the empirical evidence is limited. Through a European comparative study we have had the rare opportunity…

The aim of this study is to determine perceptions of secondary school students towards effectiveness of their school in terms of effective school characteristics such as "Secure and Regular Environment," "High Academic Expectations," "Instructional Leadership," "Learning Opportunities," "Monitoring…

School value-added studies have largely demonstrated the effects of socioeconomic and demographic characteristics of the schools and the pupils on performance in standardised tests. Traditionally, these studies have assessed the variation coming only from the schools and the pupils. However, recent studies have shown that the analysis of academic…

Although educators are at the center of contentious high-stakes teacher accountability policies, we know very little about their attitudes toward these policies. This research gap is unfortunate because teachers are considered key actors in successful implementation of educational reforms. To what extent do the politics that accompany the…

This research analyzes the impact of the Adjusted Voucher Law´s school rankings on low-performing schools in Santiago, Chile, and provides evidence on the effects of the pressures of accountability systems on teacher policies and practices. The empirical strategy is based on the fact that schools are ranked according to their position on a set of…

Public charter schools (PCS) are thought to succeed because they have greater autonomy and are held more accountable than traditional public schools (TPS). Though teachers are central to this expectation, there is little evidence about whether teachers in PCS enjoy more autonomy and are held more accountable than teachers in TPS. Also, it is…

This study investigated the responses of 531 preservice teachers to a "Beliefs About Assessment" questionnaire in China. The questionnaire focused on understanding the purposes, practices and principles of assessment for and of learning. Using factor analysis, an inter-correlated two-order model fitted well to the responses. This model…

In higher education's environment of accountability, the development and assessment of student learning outcomes (SLOs) are driven by both external stakeholder requirements for accreditation and internal institutional pressures to demonstrate student learning as the core function of universities and colleges. This paper presents a framework to…