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相关论文: AI-Driven Strategies for Reducing Student Withdraw…

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Each year, roughly 30% of first-year students at US baccalaureate institutions do not return for their second year and over $9 billion is spent educating these students. Yet, little quantitative research has analyzed the causes and possible…

机器学习 · 统计学 2017-03-09 Lovenoor Aulck , Nishant Velagapudi , Joshua Blumenstock , Jevin West

One of the long term goals of any college or university is increasing the student retention. The negative impact of student dropout are clear to students, parents, universities and society. The positive effect of decreasing student…

计算机与社会 · 计算机科学 2017-07-20 Mehrdad J. Bani , Mina Haji

Graduation and dropout rates have always been a serious consideration for educational institutions and students. High dropout rates negatively impact both the lives of individual students and institutions. To address this problem, this…

机器学习 · 计算机科学 2023-10-18 Sean Kim , Eliot Yoo , Samuel Kim

Large-scale administrative data is a common input in early warning systems for college dropout in higher education. Still, the terminology and methodology vary significantly across existing studies, and the implications of different…

计算机与社会 · 计算机科学 2024-01-15 Dominik Glandorf , Hye Rin Lee , Gabe Avakian Orona , Marina Pumptow , Renzhe Yu , Christian Fischer

The time it takes a student to graduate with a university degree is mitigated by a variety of factors such as their background, the academic performance at university, and their integration into the social communities of the university they…

物理教育 · 物理学 2021-01-27 John M. Aiken , Riccardo De Bin , Morten Hjorth-Jensen , Marcos D. Caballero

Dropout in higher education is commonly analysed through observable academic events such as course failure or repetition. However, these event-based perspectives may obscure the underlying structural dynamics that shape student…

计算机与社会 · 计算机科学 2026-04-28 Hugo Roger Paz

The importance of retention rate for higher education institutions has encouraged data analysts to present various methods to predict at-risk students. The present study, motivated by the same encouragement, proposes a deep learning model…

Education plays a pivotal role in alleviating poverty, driving economic growth, and empowering individuals, thereby significantly influencing societal and personal development. However, the persistent issue of school dropout poses a…

计算机与社会 · 计算机科学 2024-03-25 Maria Psyridou , Fabi Prezja , Minna Torppa , Marja-Kristiina Lerkkanen , Anna-Maija Poikkeus , Kati Vasalampi

Student dropout is a global issue influenced by personal, familial, and academic factors, with varying rates across countries. This paper introduces an AI-driven predictive modeling approach to identify students at risk of dropping out…

Through the analysis of cultural, socioeconomic and academic performance aspects it is possible to map the profile of the students and their motivations to drop out. This article aims to create a computational tool for data visualization…

计算机与社会 · 计算机科学 2022-02-01 Pedro P. Ladeira , Leandro M. de Lima , Renato A. Krohling

University dropout rates in Morocco continue to increase, with approximately 49 percent of students leaving university before graduating, despite the successive reforms and measures taken to achieve Morocco's 2015_2030 strategic vision in…

计算机与社会 · 计算机科学 2025-09-16 Mohammed Eddaou

Interactive online learning environments, represented by Massive AI-empowered Courses (MAIC), leverage LLM-driven multi-agent systems to transform passive MOOCs into dynamic, text-based platforms, enhancing interactivity through LLMs. This…

High dropout rates in tertiary education expose a lack of efficiency that causes frustration of expectations and financial waste. Predicting students at risk is not enough to avoid student dropout. Usually, an appropriate aid action must be…

机器学习 · 计算机科学 2022-02-01 Leandro M. de Lima , Renato A. Krohling

University dropout remains a persistent challenge in higher education systems, yet causal evidence on the mechanisms triggering early disengagement is limited. This study estimates the causal effect of first-time academic failure on…

计算机与社会 · 计算机科学 2026-01-12 H. R. Paz

Student dropout is a significant concern for educational institutions due to its social and economic impact, driving the need for risk prediction systems to identify at-risk students before enrollment. We explore the accuracy of such…

The rise in popularity of physical activity trackers provides extensive opportunities for research on personal health, however, barriers such as compliance attrition can lead to substantial losses in data. As such, insights into student's…

人机交互 · 计算机科学 2018-04-13 Louis Faust , Priscilla Jiménez , David Hachen , Omar Lizardo , Aaron Striegel , Nitesh V. Chawla

Student dropout prediction is an indispensable for numerous intelligent systems to measure the education system and success rate of any university as well as throughout the university in the world. Therefore, it becomes essential to develop…

计算机与社会 · 计算机科学 2014-05-16 Sweta Rai

Science, technology, engineering, and math (STEM) fields play growing roles in national and international economies by driving innovation and generating high salary jobs. Yet, the US is lagging behind other highly industrialized nations in…

其他统计学 · 统计学 2017-08-31 Lovenoor Aulck , Rohan Aras , Lysia Li , Coulter L'Heureux , Peter Lu , Jevin West

With the rapid emergence of K-12 online learning platforms, a new era of education has been opened up. It is crucial to have a dropout warning framework to preemptively identify K-12 students who are at risk of dropping out of the online…

计算机与社会 · 计算机科学 2020-06-02 Hang Li , Wenbiao Ding , Zitao Liu

Early identification of college dropouts can provide tremendous value for improving student success and institutional effectiveness, and predictive analytics are increasingly used for this purpose. However, ethical concerns have emerged…

计算机与社会 · 计算机科学 2021-04-20 Renzhe Yu , Hansol Lee , René F. Kizilcec
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