Exploration of Predictive Model for Learning Outcomes of Students in the E-learning Environment by Using Machine Learning

Author(s):  
Hunkoog Jho
Author(s):  
Thanakorn Wangpipatwong

In this article, the study of how a constructivist e-learning system affects students’ learning outcomes was explored and a two-phase study was designed. The first study sought to create a constructivist e-learning environment (CEE) and discover how students expected their learning outcomes under CEE. CEE is composed of three constructs, which are exploration, collaboration, and construction. The statistical results showed the high level of student expectation on every construct. Consequently, constructivist e-learning system (CES) was developed. In the second study, CES was used in the actual classroom environment. The purpose was to compare the learning outcomes and knowledge development of students who studied the course using CES with those of students who learned it under a traditional learning environment. A T-test method was used to analyze the learning outcomes. The results showed that students who used CES had better learning outcomes and knowledge development than students who did not use CES.


2018 ◽  
Vol 2 (7) ◽  
pp. 144
Author(s):  
Mārtiņš Spridzāns

While implementing e-learning courses at the State Border Guard College of the Republic of Latvia, the author of this article has discovered several differences in communication between students compared to traditional learning. Since the e-learning is going to expand in the future it is essential to explore theoretical and practical concepts on teacher student interaction peculiarities in e-environment. The author has gathered suggestions and proposals on best practices of teacher student interaction in order to improve e-learning outcomes. The goal of the article is to explore the peculiarities of the interaction between teachers and students in e-learning environment and provide suggestions on improving the efficiency of teacher-student interaction in e-learning.


Author(s):  
Pannee Suanpang ◽  
Peter Petocz ◽  
Anna Reid

<span>This paper reports on a study carried out in Thailand investigating the relationship between students' use of an e-learning system and their learning outcomes in a course on Business Statistics. The results show a clear relationship between accesses to the e-learning system, as measured by number of "hits", and outcomes, as measured by final results. While the results do not establish a direct casual connection, they indicate that under appropriate conditions a component of online study provides significant benefits to learning. In this, it contrasts with the results of recent studies that find no relationship between access and results. Quotes taken from interviews with some of the students illuminate the relationship between the online learning environment and their own learning.</span>


Author(s):  
Thanakorn Wangpipatwong ◽  
Borworn Papasratorn

In this article, the study of how a constructivist e-learning system affects students’ learning outcomes was explored and a two-phase study was designed. The first study sought to create a constructivist e-learning environment (CEE) and discover how students expected their learning outcomes under CEE. CEE is composed of three constructs, which are exploration, collaboration, and construction. The statistical results showed the high level of student expectation on every construct. Consequently, constructivist e-learning system (CES) was developed. In the second study, CES was used in the actual classroom environment. The purpose was to compare the learning outcomes and knowledge development of students who studied the course using CES with those of students who learned it under a traditional learning environment. A T-test method was used to analyze the learning outcomes. The results showed that students who used CES had better learning outcomes and knowledge development than students who did not use CES.


Author(s):  
Itumeleng I. Setlhodi

The chapter presents significant considerations for pacing amid directing own learning in an open distance e-learning environment (ODeL), assuming principles to achieve learning outcomes through processes that support learning style/s in leading own learning. Looking at a variety of factors, the prototypes for self-directedness and elements for self-pacing are presented. A case of an ODeL institution was explored and interviews conducted (n=57) to examine self-directed learning contextual factors in relation to the speed at which learners assume leadership in achieving learning outcomes within an (ODeL) context and gaining independence towards enhancing learning experience. The outcomes reveal that learners gain independence through adopting suitable speed, adopting core values, collaborating, support provided, and will to improve their skills. Finally, a self-directed paced learning framework for adult learners is offered.


2015 ◽  
pp. 227-240
Author(s):  
Deni Darmawan ◽  
Siti Husnul Bariyah

Abstrak:Salah satu mata pelajaran yang mengharuskan siswanya berinteraksi dengan komputer adalah mata pelajaran TIK (Teknologi Informasi dan Komunikasi). Madrasah Tsanawiyah (MTs) Darul Arqam memiliki lembaga yang mendukung terciptanya model pembelajaran berbasiskan teknologi atau dengan memanfaatkan teknologi yang ada. Banyak cara yang dapat dilakukan untuk meningkatkan motivasi siswa dalam proses pembelajaran sehingga memperoleh hasil belajar yang memenuhi Kriteria Ketuntasan Minimal. Salah satunya adalah dengan menggunakan model pembelajaran Virtual Learning Environment berbasis web atau lebih dikenal dengan e-Learning. Pada penelitian ini, penulis mengembangkan Model Pembelajaran e-Learning berbasis Moodle dan Facebook untuk mengetahui peningkatan hasil belajar siswa kelas IX Madrasah Tsanawiyah Darul Arqam pada mata pelajaran Teknologi Informasi & Komunikasi. Metode penelitian yang digunakan adalah Research & Development. Hasil dari penelitian ini berupa produk e-learning berbasis moodle yang dapat dilihat pada tautan di http://coderalliance.com/ elearning dengan prosentase rata-rata untuk kategori pengembangan perangkat lunak dan kategori inovasi pendidikan diperoleh sebanyak 93.33% berdasarkan validasi ahli. Lebih jauh lagi, prosentase rata-rata produk elearning untuk kategori pengembangan perangkat lunak pada laman http://apps.facebook.com/temanbelajar diperoleh sebanyak 90.42%. Untuk kategori inovasi pendidikan diperoleh prosentasi rata-rata sebanyak 92.22%. Secara keseluruhan, hasil belajar siswa setelah diimplementasikannya model pembelajaran e-learning berbasis moodle dan facebook mengalami peningkatan pada mata pelajaran TIK.Kata Kunci: e-learning, Moodle, Facebook, Hasil Pembelajaran, ICT Abstract:One of the courses that requires students to interact with computers is Information and Communication Technology (ICT). Islamic Junior Secondary School Darul Arqam owns the facilities that support the development of a technology-based learning model or by using the existing technology. Variety of methods can be applied to enhance the motivation of students learning process to achieve the learning outcomes that fulfil the minimum requierement of completion. Among those methods is using web-based Virtual Learning Environment approach as e-Learning. In this research, the researcher developed a Moodle- and Facebook-based e-Learning Model to determine the development of grade IX student’s learning outcomes of Islamic Junior Secondary School Darul Arqam for ICT subject lesson. The research method used was Research and Development. Based on the experts’ validation, the results of this study in the form of Moodle-based e-learning products in http://coderalliance.com/elearning reached the average percentage for software development and educational innovation category for 93.33%. Furthermore, the average percentage of e-learning products for software development category in http://apps.facebook.com/ temanbelajar is 90,42%. For the category of educational innovation, the average percentage is 92.22%. Overall, after the implementation of Moodle and Facebook-based e-learning, the student’s learning outcomes in ICT subject lesson had increased.Keywords: e-learning, Moodle, Facebook, Learning Outcomes, ICT


10.28945/3122 ◽  
2007 ◽  
Author(s):  
Azzedine Lansari ◽  
Abdallah Tubaishat ◽  
Akram Al-Rawi

A recently established university in the United Arab Emirates has shifted from an input-based teaching model to an outcome-based learning model. The outcome based academic model is new in the Gulf region and is designed to allow students and faculty members to work together to foster learning. This model is a dramatic departure from the traditional input model where students in the Gulf have learned to mainly accept and retain information. Using the university’s learning outcomes model, the College of Information Technology (CIT) has identified five learning outcomes and used them to develop its curriculum. All learning outcomes are integrated into all CIT courses. All students own a laptop and have wired and wireless access to various university resources such as the library, Blackboard, IT labs and the Internet. Currently, the CIT is moving to a web-based learning environment. Under this environment, the outcome-based academic model requires faculty members to shift their efforts from teaching or lecturing to facilitating student learning. CIT faculty are reshaping their course contents and refocusing their courses to clearly show all the steps needed to learn various concepts and skills as well as how students can achieve a particular learning outcome. This study proposes an outcome-based IT curriculum for delivery in an e-learning environment. Such an environment is ideal for female students who prefer to have limited interaction with male faculty and who typically need more time to understand IT concepts in English. It is anticipated that this e-learning environment will facilitate the delivery of course content and also improve the discussion and communication between students and faculty.


Author(s):  
Valentina Garkule ◽  
Valērijs Makarevičs

The widespread development of digital technology contributes to the creation of pedagogical innovations using e-learning and m-learning technologies. The platform (e-learning environment) MOODLE, which unites these technologies, makes it possible to master the educational material both within the field of formal, as well as within informal and non-formal education. The MOODLE environment has not been yet sufficiently used in general and vocational education. The possibilities of using this learning environment at vocational schools in Latvia and Poland are considered in the article. Students who studied programs using the capabilities of the MOODLE environment, after completing the training, have evaluated the importance of such work for the acquisition of professional knowledge and skills. To do this, they were asked to answer questions of the questionnaire. The content of the questions can be found in the text of the article. The study identifies general and regional features of learning outcomes using the MOODLE environment.


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