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相关论文: College Student Retention: When Do We Losing Them?

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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

Not everyone who enrolls in college will leave with a certificate or degree, but the number of people who drop out or take a break is much higher than experts previously believed. In December 2013, there were 29 million people with some…

机器学习 · 计算机科学 2024-08-06 Yan Zhao , Amy Otteson

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

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

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

The prediction of academic dropout, with the aim of preventing it, is one of the current challenges of higher education institutions. Machine learning techniques are a great ally in this task. However, attention is needed in the way that…

机器学习 · 计算机科学 2023-05-16 Bruno de M. Barros , Hugo A. D. do Nascimento , Raphael Guedes , Sandro E. Monsueto

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…

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

The main objective of higher education is to provide quality education to students. One way to achieve highest level of quality in higher education system is by discovering knowledge for prediction regarding enrolment of students in a…

机器学习 · 计算机科学 2012-03-19 Surjeet Kumar Yadav , Brijesh Bharadwaj , Saurabh Pal

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

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

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 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

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

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

Understanding which student support strategies mitigate dropout and improve student retention is an important part of modern higher educational research. One of the largest challenges institutions of higher learning currently face is the…

信息检索 · 计算机科学 2022-10-20 Herkulaas MvE Combrink , Vukosi Marivate , Benjamin Rosman

Creating a study program for optimal academic completion is a complex assignment. Especially programs in the science, technology, engineering, and mathematics field are known for extended completion time as well as high drop-out rates…

计算机与社会 · 计算机科学 2021-10-26 Marcel Dröscher , Alpar Gür , Nicolas Rehbach

This research is comparing learning environments to students dropout intentions. While using statistics I looked at data and the correlations between two articles to see how the two studies looked side to side. Learning environments and…

计算机与社会 · 计算机科学 2021-06-01 Edward Simmons

Technology enables a more sustainable and universally accessible educational model. However, technology has brought a paradox into students' lives: it helps them engage in learning activities, but it is also a source of distraction. During…

计算机与社会 · 计算机科学 2024-02-09 María Ángeles Pérez-Juárez , David González-Ortega , Javier Manuel Aguiar-Pérez

Preventing student dropout is a major challenge in higher education and it is difficult to predict prior to enrolment which students are likely to drop out and which students are likely to succeed. High School GPA is a strong predictor of…

计算机与社会 · 计算机科学 2025-09-23 K. F. B. Soppe , A. Bagheri , S. Nadi , I. G. Klugkist , T. Wubbels , L. D. N. V. Wijngaards-De Meij
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