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We examine the process of engineering features for developing models that improve our understanding of learners' online behavior in MOOCs. Because feature engineering relies so heavily on human insight, we argue that extra effort should be…

Computers and Society · Computer Science 2014-07-22 Kalyan Veeramachaneni , Una-May O'Reilly , Colin Taylor

MOOC participants often feel isolated and disconnected from their peers. Navigating meaningful peer interactions, generating a sense of belonging, and achieving social presence are all major challenges for MOOC platforms. MOOC users often…

Human-Computer Interaction · Computer Science 2021-07-16 Dilrukshi Gamage , Mark E Whiting

Materials science is becoming increasingly more reliant on digital data to facilitate progress in the field. Due to a large diversity in its scope, breadth, and depth, organizing the data in a standard way to optimize the speed and creative…

Materials Science · Physics 2019-03-01 Timur Bazhirov

Educational videos are widely used across various instructional models in higher education to support flexible and self-paced learning. However, student engagement with these videos varies significantly depending on how they are designed.…

Applications · Statistics 2025-12-19 Mohamed Tolba , Olivia Kendall , Daniel Tudball Smith , Alexander Gregg , Tony Vo , Scott Wordley

In a Massive Open Online Course (MOOC), predictive models of student behavior can support multiple aspects of learning, including instructor feedback and timely intervention. Ongoing courses, when the student outcomes are yet unknown, must…

Machine Learning · Computer Science 2018-12-19 Mucong Ding , Yanbang Wang , Erik Hemberg , Una-May O'Reilly

Data science education is increasingly involving human subjects and societal issues such as privacy, ethics, and fairness. Data scientists need to be equipped with skills to tackle the complexities of the societal context surrounding their…

Computers and Society · Computer Science 2022-05-02 Deniz Marti , Michael D. Smith

Massive Open Online Courses (MOOCs) continue to see increasing enrolment, but only a small percent of enrolees completes the MOOCs. Whilst a lot of research has focused on predicting completion, there is little research analysing the…

Computers and Society · Computer Science 2020-08-12 Lei Shi , Alexandra I. Cristea , Armando M. Toda , Wilk Oliveira

A data commons is a cloud-based data platform with a governance structure that allows a community to manage, analyze and share its data. Data commons provide a research community with the ability to manage and analyze large datasets using…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-25 Robert L. Grossman

Leadership computing facilities around the world support cutting-edge scientific research across a broad spectrum of disciplines including understanding climate change, combating opioid addiction, or simulating the decay of a neutron. While…

High Energy Physics - Lattice · Physics 2020-04-16 Chia Cheng Chang , Christopher Körber , André Walker-Loud

Massive Open Online Course (MOOC) platforms incorporate large course catalogs from which individual students may register multiple courses. We performed a network-based analysis of student achievement, considering how course-course…

Computers and Society · Computer Science 2019-05-13 Edwin H. Wintermute , Matthieu Cisel , Ariel B. Lindner

Today, the prominence of data science within organizations has given rise to teams of data science workers collaborating on extracting insights from data, as opposed to individual data scientists working alone. However, we still lack a deep…

Human-Computer Interaction · Computer Science 2020-04-17 Amy X. Zhang , Michael Muller , Dakuo Wang

Digital learning environments generate a precise record of the actions learners take as they interact with learning materials and complete exercises towards comprehension. With this high quantity of sequential data comes the potential to…

Computers and Society · Computer Science 2016-08-18 Steven Tang , Joshua C. Peterson , Zachary A. Pardos

Massive Open Online Courses (MOOCs) have transformed the educational landscape, offering scalable and flexible learning opportunities, particularly in data-centric fields like data science and artificial intelligence. Incorporating AI and…

Computers and Society · Computer Science 2023-11-14 Babak Moghadas , Brian S. Caffo

This paper presents a novel approach to understand specific student behavior in MOOCs. Instructors currently perceive participants only as one homogeneous group. In order to improve learning outcomes, they encourage students to get active…

Human-Computer Interaction · Computer Science 2018-09-25 Ralf Teusner , Kai-Adrian Rollmann , Jan Renz

Universities have been expanding undergraduate data science programs. Involving graduate students in these new opportunities can foster their growth as data science educators. We describe two programs that employ a near-peer mentoring…

Other Statistics · Statistics 2025-08-28 Chiara Sabatti , Qian Zhao

Research collaborations are continuously emerging catalyzed by online platforms, where people can share their codes, calculations, data and results. These virtual research platforms are innovative, community oriented, flexible and secure as…

The development of digital humanities necessitates scholars to adopt more data-intensive methods and engage in multidisciplinary collaborations. Understanding their collaborative data behaviors becomes essential for providing more curated…

Digital Libraries · Computer Science 2025-03-11 Wenqi Li , Zhenyi Tang , Pengyi Zhang , Jun Wang

The past few years has seen the rapid growth of data min- ing approaches for the analysis of data obtained from Mas- sive Open Online Courses (MOOCs). The objectives of this study are to develop approaches to predict the scores a stu- dent…

Computers and Society · Computer Science 2016-05-10 Zhiyun Ren , Huzefa Rangwala , Aditya Johri

In an increasingly data-driven world, facility with statistics is more important than ever for our students. At institutions without a statistician, it often falls to the mathematics faculty to teach statistics courses. This paper presents…

Other Statistics · Statistics 2021-09-01 David White

Massive Open Online Courses (MOOCs) are attracting the attention of people all over the world. Regardless the platform, numbers of registrants for online courses are impressive but in the same time, completion rates are disappointing.…

Information Retrieval · Computer Science 2017-10-11 Tom Rolandus Hagedoorn , Gerasimos Spanakis