• Title/Summary/Keyword: online students

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Using topic modeling-based network visualization and generative AI in online discussions, how learners' perception of usability affects their reflection on feedback

  • Mingyeong JANG;Hyeonwoo LEE
    • Educational Technology International
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    • v.25 no.1
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    • pp.1-25
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    • 2024
  • This study aims to analyze the impact of learners' usability perceptions of topic modeling-based visual feedback and generative AI interpretation on reflection levels in online discussions. To achieve this, we asked 17 students in the Department of Korean language education to conduct an online discussion. Text data generated from online discussions were analyzed using LDA topic modeling to extract five clusters of related words, or topics. These topics were then visualized in a network format, and interpretive feedback was constructed through generative AI. The feedback was presented on a website and rated highly for usability, with learners valuing its information usefulness. Furthermore, an analysis using the non-parametric Mann-Whitney U test based on levels of usability perception revealed that the group with higher perceived usability demonstrated higher levels of reflection. This suggests that well-designed and user-friendly visual feedback can significantly promote deeper reflection and engagement in online discussions. The integration of topic modeling and generative AI can enhance visual feedback in online discussions, reinforcing the efficacy of such feedback in learning. The research highlights the educational significance of these design strategies and clears a path for innovation.

Evaluate Students' Interaction and Happiness in Distance Learning Among Students with Learning-Difficulties During Covid-19 Pandemic

  • Almaleki, Deyab A.
    • International Journal of Computer Science & Network Security
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    • v.21 no.11
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    • pp.119-130
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    • 2021
  • This study aimed at Evaluate Students' Interaction and Happiness in Distance Learning Among Students with Learning-Difficulties, by identifying the level of students' interaction in distance education and differences between them, as well as its impact on their happiness to learn. To achieve the aim of the study, two scales were designed for this purpose and were applied to a sample consisting of (310) individuals. The results showed that the level of students' interaction through the e-learning platform was at a high level. The results also showed that there was no statistically significant difference between the mean scores of males and females in the scale of students' interaction through the e-learning platform. There was no statistically significant difference between them in their happiness for distance learning via the online platform. There were also no statistically significant differences related to the grade variable in the level of interaction through the electronic platform and in the happiness to learn, while there was a positive statistically significant effect of interaction through the electronic platform on students' happiness to learn.

Relationship between General Characteristics, Learning Flow, Self-Directedness and Learner Satisfaction of Medical Students in Online Learning Environment (온라인 학습환경에서 의과대학생의 일반적 특성, 학습몰입, 자기주도성, 학습만족도간의 관계)

  • Jeon, Seong Ju;Yoo, Hyo Hyun
    • The Journal of the Korea Contents Association
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    • v.20 no.8
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    • pp.65-74
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    • 2020
  • The purpose of this study is to analyze relationship between general characteristics of learners and learner-related variables such as learning flow, self-directedness and learner satisfaction, thereby find out effective online teaching methods and provide the necessary basic data for improving learning satisfaction. A total of 473 students of medical school in C region were the subjects of this study and surveyed for research in a self-reporting form. According to the study, proportion of 31 to 40 minutes (38.9%) of learning engaged time was the highest, 65.5% of the learners studied regularly, more than those who studied irregularly(34.5%), and the higher the grade, the higher the percentage of learners who studied regularly. Learning flow averaged 4.03 (±0.86), self-directedness averaged 4.49 (±0.97), and learner satisfaction averaged 4.38 (±1.01). There were significant differences in learning flow, self-directedness and learner satisfaction according to grade, learning engaged time, and learning regularity. the factors affecting learner satisfaction were grade, learning flow, and self-directedness, with 72.5% adjusted R-squared. This study is expected to be used to establish an online learning management system to improve learning satisfaction by identifying variables related to learning satisfaction in the online learning environment of medical students.

A study on the Correlation of between Online Learning Patterns and Learning Effects in the Non-face-to-face Learning Environment (비대면 강의환경에서의 온라인 학습패턴과 학습 효과의 상관관계 연구)

  • Lee, Youngseok
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.8
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    • pp.557-562
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    • 2020
  • In the non-face-to-face learning environment forced into effect by the COVID-19 pandemic, online learning is being adopted as a major educational technique. Given the lack of research on how online learning patterns affect academic performance, this study focuses on the number and duration of online video learning sessions as a major factor based on midterm and final exams, and with a formative assessment for each type of learning. The correlation of the learning effects was analyzed. The analysis focused on computer programming subjects, which are among the most difficult liberal arts subjects for arts and science students at the university level. The analysis of cases of actual students showed no correlation among weekly formative assessments, the number of learning sessions, and the learning duration. On the other hand, the number of learning sessions (r=.39 p<0.05) and learning duration (r=.42 p<0.05) were correlated with the midterm and final exams. Elements, such as SMS text, bulletin board, and e-mail, were excluded from the analysis because not all students have access to them. Therefore, the results can be improved if future analysis of the students' learning patterns in a non-face-to-face lecture environment is performed considering more factors/elements and the learners' needs.

Exploration of the Impact of Blended Learning's External Classroom Formats and Internal Teaching Strategies on Academic Achievement and Learners' Perception (블렌디드러닝의 외적 수업형태 및 내적 수업전략이 학업성취도와 학습자 인식에 미치는 영향 탐색)

  • Ye-Yoon Hong;Yeon-Wook Im
    • Journal of Industrial Convergence
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    • v.21 no.8
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    • pp.1-12
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    • 2023
  • The purpose of the study is to analyze the impact of blended learning's external classroom formats and internal teaching strategies, which has been implemented in university classes due to COVID-19, on students' academic achievement and learners' perceptions, as well as to provide insights into the desirable direction of online education. The study was conducted during the 1st semester of 2022 at G University, targeting students taking Calculus I. The experimental group consisted of 117 students, while the control group consisted of 707 students. Blended learning, involving a combination of face-to-face classes, online classes, and mixed teaching methods, was implemented, and academic achievement and learner perceptions were assessed. The research findings indicate that compared to solely online classes, adopting a blended learning approach with online classes before the midterm and face-to-face classes afterwards resulted in a decline in academic achievement. The unprepared and simplistic external format of blended learning was found to be ineffective, however, a blended learning model consisting solely of online classes, incorporating a mix of asynchronous and synchronous instruction, demonstrated positive learner perceptions. Additionally, utilizing technology in the teaching strategies yielded positive outcome.

The Factors Influencing Intention to Use Online Community - Based on Undergraduates' Perceptions - (온라인 공동체 이용의도의 영향요인 - 대학생의 인식을 중심으로 -)

  • Kim, Gu
    • Informatization Policy
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    • v.18 no.2
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    • pp.23-48
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    • 2011
  • This empirical study is on the factors that influence college students'intention of using online communities by focusing on the social influence, online community identification and attitude toward using online community, and the perceived usefulness. The results of this study are as follows. First, the most popular online community site is Cyworld, and was found to provide additional services like cafes, blogs, facebook, etc. Second, the social influence in the proposed model has been classified as a subjective norm, perceived usefulness of social influence has been identified as a significant variable, and online community identification of subjective norm was significant. Third, the model configuration in a path relationship between the variables, the indirect effect of online community identification and perceived usefulness affect usage intention of online communities was larger than a direct effect. Therefore, in order to increase the usage intention of online communities, online community identification and perceived usefulness, as well as by attitude toward using online community need to be considered as ways to improve were identified.

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A Comparison of Learning Effectiveness in Face-to-face versus Blended Learning of TOEIC (TOEIC의 디지털 융복합 블렌디드 학습과 면대면 학습의 비교 연구)

  • Choi, Mi-Yang;Han, Tae-In
    • Journal of Digital Convergence
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    • v.13 no.10
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    • pp.517-525
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    • 2015
  • The purpose of this research was to perform a comparison of face-to-face and blended learning of TOEIC to see if there is a difference in their learning effectiveness. The research compared the improvement rate of the students' academic achievement, their self-evaluation results, and their participation rate and results of the online assignment by using t-test, pearson correlation analysis, and regression analysis. The research results demonstrated that the blended learning is pedagogically more effective than the face-to-face although the difference is not large. It was analyzed that the results were largely thanks to the following facts: In the blended learning, the students could interact with their instructors face-to-face in the off-line class, they got the weekly text message to encourage them to participate in the online class, and their routine online class attendance could cause their more positive participation in the online assignment.

Effects and Traits of Online Narrative Group Counseling using Videoconferencing Modality : Comparing with face-to-face Group Counseling (화상회의방식을 활용한 이야기치료 온라인 집단상담의 효과와 특성 연구 : 대면 집단상담과의 비교를 중심으로)

  • Oh, Yoonseok;Cho, Eunsuk
    • The Journal of the Convergence on Culture Technology
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    • v.6 no.4
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    • pp.401-409
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    • 2020
  • This study aims to identify the effects and traits of narrative online group counseling for college students by comparing them with face-to-face group counseling. For this purpose, 18 college students were assigned as experimental group (videoconferencing method, using "Zoom"), comparison group (face-to-face method), and control group (no treatment). 8 sessions of narrative group counseling program was conducted for two groups. The difference between pre- and post test scores of 'self-identity' and 'relationship' showed significant improvement in 'self-identity' in both experimental and comparison groups, while positive change in 'relationship' was only significant in the experimental group. The traits of online group counseling experience were identified by comparing the post-interview data asking about their counseling experiences. In conclusion, we found that despite the various limitations, the context of online group counseling showed similar effects to face-to-face group counseling, and suggested a direction for the development of online group counseling.

Comparison of the effectiveness of SW-based maker education in online environment: From the perspective of self-efficacy, learning motivation, and interest (비대면 온라인 환경에서 SW기반 메이커교육의 효과성 비교: 자기효능감, 학습동기, 흥미도의 관점에서)

  • Kim, Tae-ryeong;Han, Sun-gwan
    • Journal of The Korean Association of Information Education
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    • v.25 no.3
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    • pp.571-578
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    • 2021
  • This study compares Online SW-based maker education in terms of self-efficacy, learning motivation, and interest after applying differently according to blended learning strategies. First, a SW maker program for blended learning was developed and applied as a live seminar-type class including real-time interactive and a support-providing class consisting of online content and Q&A. As a result of comparing the differences between students according to the two strategies divided into pre- and post- survey, in the self-efficacy part, there was a significant difference in the positive efficacy and the overall part, and in the learning motivation part, the live seminar form was significantly higher in the confidence part. In the interest part, the support-providing form showed a significantly higher average in the instrumental interest and nervous part. In order to maintain the effect of maker activities like existing face-to-face situations in Online learning, it is necessary to increase sharing time between students, an integrated learning environment, and sufficient provision of exploration time and learning materials.

A Study on the Operation Plans for Seongnam Public Library Programs in the Post-COVID-19 Era (포스트 코로나 시대 성남시 도서관의 문화프로그램 운영 방안 연구)

  • Song, Min Sun
    • Journal of Convergence for Information Technology
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    • v.12 no.4
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    • pp.177-186
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    • 2022
  • The purpose of this study is to suggest operation plans for library programs in preparation for the post-COVID-19 by analyzing the current status of library programs before and after the outbreak of COVID-19 based on the data of the Seongnam public libraries on the Public Data Portal. So, based on 1,317 data collected through the data purification process for duplicates and errors in the files uploaded by Seongnam City, ①programs' subject & type, ②program target users, ③program operation types(online or offline), ④program operating time & number of days, ⑤characteristics of programs preferred by users etc. were analyzed. As results of the analysis, online programs were not operated at all before COVID-19, but online programs started to be operated in earnest after August 2020. Also, there were many experiential activity lectures for infants and elementary school students in 2019, but reading activity lectures for adults and elementary school students increased in 2020. There were many types of online lectures, such as real-time lectures using online video conferencing programs, YouTube video viewing & live broadcasting, and the use of Naver Band & Cafe.