The OER Knowledge Cloud makes use of cookies. By continuing, you consent to this use. More information.
Providing personalized learning guidance in MOOCs by multi-source data analysis
Zhang, Ming · Zhu, Jile · Wang, Zhuo · Chen, Yunfan

PublishedMay 2018
JournalWorld Wide Web
Edition Special Issue on Social Media and Interactive Technologies, Volume 22, Issue 3, Pages 1189-1219
PublisherSpringer US
CountryChina, Asia

ABSTRACT
Although millions of students have access to varieties of learning materials in Massive Open Online Courses (MOOCs), many of them feel lost or isolated in their learning experience. One of the potential reasons is the lack of interactions and guidance for individuals. Since MOOC students have diverse learning objectives, we propose to design different strategies for those students with different engagement styles. In this paper, we provide personalized learning guidance for MOOC students based on multi-source data analysis. We first conduct content analysis to identify key concepts in the courses. We then propose two structured model to evaluate student knowledge states by their quiz submissions. We also study on student learning behaviors and design a dropout prediction system. The experiments show the effectiveness of our algorithms and we discuss on the result both quantitatively and qualitatively. Last but not least, we employ a Web application of online student assessment service for both students and instructors, in order to display student learning states and provide suggestion for individuals.

Keywords massive open online courses · multi-source data analysis · personalized guidance · student assessment · web application

ISSN1573-1413
RefereedYes
Rights© Springer Science+Business Media, LLC, part of Springer Nature 2018
DOI10.1007/s11280-018-0559-0
Export optionsBibTex · EndNote · Tagged XML · Google Scholar


Viewed by 100 distinct readers




CLOUD COMMUNITY REVIEWS

The evaluations below represent the judgements of our readers and do not necessarily reflect the opinions of the Cloud editors.

Click a star to be the first to rate this document


POST A COMMENT
SIMILAR RECORDS

A comparative study of the teaching effect of 'Flipped' MOOC class and conventional class
Chen, Xiaolu; Wu, Helan; Li, Kam Cheong; Yuen, Kin Sun; Wong, Billy Tak Ming
MOOC and flipped classes are models of instruction which have sprung up in the last few years, in educational circles all over the world. In the School of Physics and Engineering at Tongji University, we have integrated ...
Match: massive open online courses; China; Asia

Open Educational Resources (OER)-based flipped classroom practice in an undergraduate course
Li, Yan; Zhang, Muhua; Bonk, Curtis J.; Zhang, Wenjun; et al.
The purpose of this study was to explore the process and effectiveness of Open Educational Resources (OER)-based flipped classroom practice in an undergraduate course named "Internet and Distance Education.'' The course ...
Match: massive open online courses; China; Asia

An empirical study on users' adoption of MOOCs from the perspective of the institutional theory
Gao, Shang; Yang, Yuhao
MOOC, which stands for massive open online course, has attracted millions of users around the world and it has a promise to be a very important element of future education. However, there is a little research on users' ...
Match: massive open online courses; China; Asia

Emergence and development of MOOCs
Zheng, Qinhua; Chen, Li; Burgos, Daniel
The e-learning has until quite recently been marked by considerable attention paid to MOOCs. One of the disruptive innovations introduced by MOOCs is the open access to the process of teaching and learning. The impact ...
Match: China; Asia

Open access in China and its effect on academic libraries
Hu, Dehua; Luo, Aijing; Liu, Haixia; Kasper, Wendi Arant; vanDuinkerken, Wyoma
OA is to become the future of academic library exchanges in China. With the government's support and promotion of OA, more and more Chinese academic libraries have been committed to participating in OA. The rapid ...
Match: China; Asia

Open Educational Resources and Practices in China: A Systematic Literature Review
Tlili, Ahmed; Huang, Ronghuai; Chang, Ting-Wen; Nascimbeni, Fabio; Burgos, Daniel
The concepts of Open Educational Resources (OER) and Open Educational Practices (OEP), regarded as two pillars of the broader open education movement, have been evolving since the concept of OER was first coined in the ...
Match: China; Asia

The emergence of open-source software in China
Pan, Guohua; Bonk, Curtis; McGreal, Rory; Conrad, Dianne
The open-source software movement is gaining increasing momentum in China. Of the limited numbers of open-source software in China, Red Flag Linux stands out most strikingly, commanding 30 percent share of Chinese ...
Match: China; Asia

Distance Higher Education and MOOCs in China
Li, Xiaobin
China has the largest higher education system in the world. The aim of this study is to provide an overview of the literature on distance higher education, including MOOCs, development in China, its accompanying ...
Match: China; Asia

MOOCs in China: A review of literature, 2012–2016
Li, Xiaoqin; Chen, Yanyue; Gong, Xiaojing; Ma, Will W.K.; et al.
MOOC has recently been a topic of research. Scholars from home and abroad dedicated their effort to examine the newly emerged matter from various perspectives. The purpose of this paper is to explore the present ...
Match: China; Asia

Higher education and Open Educational Resources in Asia: An overview
Dhanarajan, Gajaraj; Abeywardena, Ishan Sudeera; Dhanarajan, Gajaraj; Porter, David
Higher education has experienced phenomenal growth in all parts of Asia over the last two decades. This expansion, coupled with a diversity of provisions, has meant that more and more young Asians are experiencing ...
Match: China; Asia