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School accountability systems increasingly hold schools to account for their performances using value-added models purporting to measure the effects of schools on student learning. The most common approach is to fit a linear regression of…

应用统计 · 统计学 2022-01-17 George Leckie , Lucy Prior

School value-added models are widely applied to study, monitor, and hold schools to account for school differences in student learning. The traditional model is a mixed-effects linear regression of student current achievement on student…

应用统计 · 统计学 2023-10-03 George Leckie , Richard Parker , Harvey Goldstein , Kate Tilling

The increasing availability of longitudinal student achievement data has heightened interest among researchers, educators and policy makers in using these data to evaluate educational inputs, as well as for school and possibly teacher…

应用统计 · 统计学 2011-08-11 Daniel F. McCaffrey , J. R. Lockwood

In the UK, US and elsewhere, school accountability systems increasingly compare schools using value-added measures of school performance derived from pupil scores in high-stakes standardised tests. Rather than naively comparing school…

应用统计 · 统计学 2018-11-26 George Leckie , Harvey Goldstein

Value-added models have been widely used to assess the contributions of individual teachers and schools to students' academic growth based on longitudinal student achievement outcomes. There is concern, however, that ignoring the presence…

统计方法学 · 统计学 2017-10-06 Andrew T. Karl , Yan Yang , Sharon L. Lohr

This paper proposes an alternative educational accountability system for England that moves away from simplistic comparisons, or league tables, among schools towards a more nuanced reporting at a level of education authorities or other…

应用统计 · 统计学 2020-02-25 Harvey Goldstein , George Leckie , Lucy Prior

We exploit a multivariate multilevel model for the analysis of the Italian sample of the TIMSS\&PIRLS 2011 Combined International Database on fourth grade students. The multivariate approach jointly considers educational achievement on…

应用统计 · 统计学 2015-08-18 Leonardo Grilli , Fulvia Pennoni , Carla Rampichini , Isabella Romeo

Blended learning has become a dominant educational model in higher education in the UK and worldwide, particularly after the COVID-19 pandemic. This is further enriched with accompanying pedagogical changes, such as strengthened…

计算机与社会 · 计算机科学 2025-11-18 Muhidin Mohamed , Shubhadeep Mukherjee , Bhavana Baad

Mobile applications and other integration of information and communication technology (ICT) have become well-known in education to monitor teaching and learning activities. The analysis of student learning through evaluation is a growing…

人机交互 · 计算机科学 2022-02-08 Ronel B. Dayanghirang , Alexander A. Hernandez

In this paper we present a method of modeling and analysis that permits the extraction and quantitative display of detailed information about the effects of instruction on a class's knowledge. The method relies on a congitive model that…

物理教育 · 物理学 2012-09-05 Lei Bao , Edward F. Redish

In many longitudinal settings, economic theory does not guide practitioners on the type of restrictions that must be imposed to solve the rotational indeterminacy of factor-augmented linear models. We study this problem and offer several…

计量经济学 · 经济学 2022-03-08 Matthew Harding , Carlos Lamarche , Chris Muris

Evaluation of students' performance for the completion of courses has been a major problem for both students and faculties during the work-from-home period in this COVID pandemic situation. To this end, this paper presents an in-depth…

机器学习 · 计算机科学 2020-09-08 Vipul Bansal , Himanshu Buckchash , Balasubramanian Raman

We developed a pilot course focused on mathematical modeling within the tertiary education framework, with a distinct emphasis on sustainability and sustainable development. While an applicable textbook exists for this liberal arts course,…

历史与综述 · 数学 2023-12-06 N. Karjanto

Multilevel models (mixed-effect models or hierarchical linear models) are now a standard approach to analysing clustered and longitudinal data in the social, behavioural and medical sciences. This review article focuses on multilevel linear…

统计方法学 · 统计学 2019-07-16 George Leckie

In the context of higher education's evolving dynamics post-COVID-19, this paper assesses the impact of new pedagogical incentives implemented in a first-year undergraduate computing module at University College London. We employ a mixed…

计算机与社会 · 计算机科学 2024-03-25 Laura J. Johnston , Takoua Jendoubi

Many studies in educational data mining address specific learner groups, such as first-in-family to attend Higher Education, or focus on differences in characteristics such as gender or ethnicity, with the aim of predicting performance and…

计算机与社会 · 计算机科学 2022-12-23 Robert D. Macredie , Martin Shepperd , Tommaso Turchi , Terry Young

In the rapidly evolving educational landscape, the integration of technology has shifted from an enhancement to a cornerstone of educational strategy worldwide. This transition is propelled by advancements in digital technology, especially…

计算机与社会 · 计算机科学 2025-10-15 Ananth Hariharan

Supporting student success requires collaboration among multiple stakeholders. Researchers have explored machine learning models for academic performance prediction; yet key challenges remain in ensuring these models are interpretable,…

人机交互 · 计算机科学 2025-05-12 Han Zhang , Yiyi Ren , Paula S. Nurius , Jennifer Mankoff , Anind K. Dey

Blended courses that mix in-person instruction with online platforms are increasingly popular in secondary education. These tools record a rich amount of data on students' study habits and social interactions. Prior research has shown that…

计算机与社会 · 计算机科学 2019-06-25 Niki Gitinabard , Yiqiao Xu , Sarah Heckman , Tiffany Barnes , Collin F. Lynch

In computer simulation of the learning process is usually assumed that all elements of the training material are assimilated equally durable. But in practice, the knowledge, which a student uses in its operations, are remembered much…

计算机与社会 · 计算机科学 2013-12-20 Robert V Mayer
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