• Title/Summary/Keyword: Effectiveness of online learning

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Exploration of Predictive Model for Learning Achievement of Behavior Log Using Machine Learning in Video-based Learning Environment (동영상 기반 학습 환경에서 머신러닝을 활용한 행동로그의 학업성취 예측 모형 탐색)

  • Lee, Jungeun;Kim, Dasom;Jo, Il-Hyun
    • The Journal of Korean Association of Computer Education
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    • v.23 no.2
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    • pp.53-64
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    • 2020
  • As online learning forms centered on video lectures become more common and constantly increasing, the video-based learning environment applying various educational methods is also changing and developing to enhance learning effectiveness. Learner's log data has emerged for measuring the effectiveness of education in the online learning environment, and various analysis methods of log data are important for learner's customized learning prescriptions. To this end, the study analyzed learner behavior data and predictions of achievement by machine learning in video-based learning environments. As a result, interactive behaviors such as video navigation and comment writing, and learner-led learning behaviors predicted achievement in common in each model. Based on the results, the study provided implications for the design of the video learning environment.

Integrated Media Platform-based Virtual Office Hours Implementation for Online Teaching in Post-COVID-19 Pandemic Era

  • Chen, Mingzi;Wei, Xin;Zhou, Liang
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.15 no.8
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    • pp.2732-2748
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    • 2021
  • In post-COVID-19 pandemic era, students' learning effects and experience may sharply decrease when teaching is transferred from offline to online. Several tools suitable for online teaching have been developed to guarantee and promote students' learning effects. However, they cannot fully consider teacher-student interaction in online teaching. To figure out this issue, this paper proposes integrated media platform-based virtual office hours implementation for online teaching. Specifically, an integrated media platform (IMP) is first constructed. Then, virtual office hours (VOH) is implemented based on the IMP, aiming at increasing student-teacher interactions. For evaluating the effectiveness of this scheme, 140 undergraduate students using IMP are divided into one control group and three experimental groups that respectively contain text, voice and video modes. The experiment results indicate that applying VOH in the IMP can improve students' online presence and test scores. Furthermore, students' participating modes during VOH implementation can largely affect their degree of presence, which can be well classified by using principal component analysis. The implication of this work is that IMP-based VOH is an effective and sustainable tool to be continuously implemented even when the COVID-19 pandemic period ends.

The Effectiveness of Streaming Video with Web Based Text in Online Course: Comparative Study on Three Types of Online Instruction for Korean College Students

  • HEO, JeongChul;HAN, Su-Mi
    • Educational Technology International
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    • v.14 no.1
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    • pp.1-26
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    • 2013
  • This study is to identify whether three types of online instruction (text-based, video-based, and video-based instruction without text) and age category have a different influence on students' comprehension and motivation. Online students were randomly assigned to one of six groups, and they attended two-week online lectures via Course Management System. The comprehension test and the short form of IMMS were implemented when 114 participants accomplished two-week online lectures. The results revealed that using instructional video in online instruction is more effective instructional medium than text only in order to promote learner's motivation. Besides, older adults aged 41-60 are significantly different from younger adults (21-40 years old) in terms of students' comprehension. Furthermore, three types of online instructions are likely to be influenced by age category.

A Study Design for Improvement of Interactivity at e-Learning (e-Learning에서 상호작용 촉진을 위한 학습 설계)

  • Lee Jun-Hee
    • The Journal of the Korea Contents Association
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    • v.5 no.4
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    • pp.197-203
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    • 2005
  • Interactivity is very important at ubiquitous e-Learning system oriented multi platform because online study is accomplished by multi media. In this thesis promotion for interactivity is designed at online study. By cyber education with supposed promotion used for a feedback. From now on a special research of study design should be made for interactivity and effectiveness using human sensibility ergonomics.

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Investigation of Learner Recognition to Introduction of Mobile Learning: A Study Targeting Officers at the Ministry of Health and Welfare in Korea

  • Jin, Sunmi;Hyun, Seunghye
    • International Journal of Contents
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    • v.10 no.3
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    • pp.26-34
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    • 2014
  • Mobile learning is a practical learning method for busy adult learners because the mobility of digital devices can overcome the drawbacks of e-learning. However, research is strongly lacking in the theoretical exploration of mobile learning effects and functions and its empirical research. Moreover, the research of learning characteristics and learners' requirements must be considered before applying and disseminating mobile learning into the educational field. To address this shortcoming, this study conducted an online survey with 1,542 officers of the Ministry of Health and Welfare Affairs (MHWA) regarding learner recognition to mobile learning. The analysis of learners' attitudes toward mobile learning, based on age and position, indicated that subordinate workers appeared to place more value on mobile learning. Many participants preferred mobile learning because of its mobility and the effectiveness of anywhere and anytime. However, some participants continue to misunderstand mobile learning and its necessity. Therefore, consideration of learning effectiveness, the form of the content, and learner-centered learning must be reviewed in advance. This study could lead to practical implications of mobile learning.

A Study between Online Entrepreneurship Education and Entrepreneurship: Based on PBL(Problem-Based Learning) and Flipped Learning (기업가정신 온라인교육의 효과성 검증: 플립러닝 및 PBL 기반 기업가정신교육 적용 사례)

  • Nam, Jung Min
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.12 no.2
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    • pp.31-40
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    • 2017
  • This study validate effectiveness of Online Entrepreneurship Education based on PBL(Problem-based Learning) and flipped learning. This study reveals online education of entrepreneurship based on PBL and flipped learning method has positive effect on personal entrepreneurship, will to be an entrepreneur, and problem-solving skills. First, the results show that entrepreneurship education based on PBL and flipped learning can improve entrepreneurship more than a previous learning method. Second, PBL and flipped learning based online education affects will to be an entrepreneur in positive way. Experimental group who experienced problem solving activity and flipped learning has more will to be entrepreneur than control group who takes previous learning method. Lastly, PBL and flipped learning method based entrepreneurship education also has positive effect on personal problem-solving techniques. This results show that online entrepreneurship education based on PBL and flipped learning has positive impacts on entrepreneurship, will to be an entrepreneur, and improving problem-solving skills significantly.

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Case study of Google Classroom in Mongolian University (몽골 대학에서 구글크레스룸 적용 사례 적용)

  • Natsagdorj, Bayarmaa;Lee, Kuensoo
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.1
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    • pp.184-188
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    • 2019
  • The purpose of this paper is to investigate the effectiveness of Google Classroom (GC) and to examine the satisfaction of professors using GC as an online environment at a Mongolian University. Fourteen professors designed the lecture model and provided lessons using GC at D University for four weeks. GC provides new learning opportunities that are more efficient than face-to-face learning, because it can overcome the limitations of time and space. The results of the survey conducted with the professors who participated in the class to explore the effectiveness of GC show that the system provides: cooperation: 100% (strongly agree=7, Agree=7), personal learning opportunity: 100% (strongly agree=10, Agree=4), ease in learning: 100% (strongly agree=11, Agree=3), suitability: 100% (strongly agree=8, Agree=6), feedback opportunities: 100% (strongly agree=7, Agree=7), connection: 100% (strongly agree=7, Agree=7), accessibility: 100% (strongly agree=7, Agree=7), learning effectiveness: 100% (strongly agree=9, Agree=5), paperless experience: 100% (strongly agree=8, Agree=6). The professors who attended the class reacted positively to the use of GC, proving that the application of GC at this Mongolian University was appropriate and efficient. The use of GC is expected to help educational institutions strengthen and improve online learning, especially by breaking from traditional learning, and opening new paths for professors and students in Mongolia.

Effectiveness of G-learning Contents as an Educational Tool : The Analysis of G-learning Math in Elementary School (학습 도구로서 G러닝 콘텐츠의 활용과 학습 효과 분석 -초등학교 수학 교과 적용을 중심으로-)

  • Wi, Jong-Hyun;Song, In-Su
    • Journal of Korea Game Society
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    • v.11 no.3
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    • pp.55-62
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    • 2011
  • G-learning, based on online game, virtual reality activities and communities, is considered as a fresh, differentiated idea at learning which drives learners' interest and attention. The paper is to analyzed effectiveness of G-learning at the mathematics classes in elementary school. Fourth, fifth and sixth grade students in Seoul are selected as an experimental groups and their achievement scores are measured. The difference between G learning group and textbook group was significant. This result shows that G-learning has a positive effect on learning.

Effectiveness of Online Learning Tools in College Education: Experiments in Physical Geography (자연지리 강좌를 대상으로 한 온라인 러닝의 효과 분석)

  • Park, Sun-Yurp;Oh, Eun-Joo
    • Journal of the Korean Geographical Society
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    • v.46 no.6
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    • pp.707-723
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    • 2011
  • The purpose of this study was to quantitatively evaluate the effectiveness of learning management systems (LMS) in the physical geography class. The study adopted the experimental design and three classes participated in this study. The first class was controlled using only classroom lectures, the second class used PPT slides along with the classroom lectures, and the third class used online video clips along with the lectures. The experiments were conducted from the Spring Semester 2007 to the Spring Semester 2008 for the introductory physical geography course. The study results showed that online learning tools help students improve academic performance and their attitudes towards the class and the instructor. Compared to simple PowerPoint slides, voice recording attached to the visual lecture slide materials enhanced students' motivation. Class lectures with lecture slides did not improve students' scores. However, when the visual materials were combined with voice recording, the number of internet access to online class materials increased, and class attendance and students' final grades were improved. Based on the results, the instructional design model that combines classroom and online learning was suggested.

Factors which Hinder Attention in Online Classes and Solutions (온라인 수업에서 주의 집중을 저해하는 요인과 해결방안)

  • Shin, Soo-Bum
    • Journal of Creative Information Culture
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    • v.6 no.3
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    • pp.159-168
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    • 2020
  • Unlike in-person classes, such as classroom classes, various variables affect learning effectiveness in online classes. In online classes, the teacher must recognize various variables of learners in advance, and if there are variables that hinder learning, students can increase the concentration of learning attention by removing them. Therefore, it is necessary to study which variables distract attention. In this study, factors that inhibit attentional attention that may occur in online classes were selected, and factors analysis was conducted through questionnaires. As a result of the study, the factors of class progression, environment and device manipulation were indicated as the factors that hinder the attention in online classes. According to the results of this study, plans to increase attention in on-line classes were suggested.