• 제목/요약/키워드: Factors of learning

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개별 맞춤형 학습을 위한 인공지능(AI) 기반 수학 디지털교과서의 학습자 데이터 구축 모델 (A Model for Constructing Learner Data in AI-based Mathematical Digital Textbooks for Individual Customized Learning)

  • 이화영
    • 한국수학교육학회지시리즈C:초등수학교육
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    • 제26권4호
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    • pp.333-348
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    • 2023
  • 인공지능 기반의 수학 디지털교과서의 가장 핵심적인 기능으로 여겨지는 개별 맞춤형 교수·학습이 실현되기 위해서는 개별 학생의 여러 가지 특성 요인에 대한 명확한 분석과 진단이 가장 관건이다. 본 연구에서는 수학 AI 디지털교과서에서 개별 맞춤형 학습 진단을 위한 분석 요인과 도구, 데이터 수집·분석을 위한 구축 모델을 도출하였다. 이를 위하여 최근 교육부의 AI 디지털교과서 적용 계획에 따른 수학 AI 디지털교과서에 대한 요구, 개별화 맞춤형 학습과 이를 위한 데이터에 대한 선행 연구, 수학 디지털플랫폼에서 학습자 분석에 대한 요인 등이 검토되었다. 연구 결과, 연구자는 학생 개인별로 수집해야 할 데이터로 학습 분석을 위한 요인으로 학습 준비도, 과정 및 수행도, 성취도, 취약점, 성향 분석을 위한 요인으로 학습 지속 시간, 문제해결에 걸린 시간, 집중도, 수학학습 습관, 정서 분석을 위한 요인으로 자신감, 흥미, 불안, 학습의욕, 가치 인식, 태도 분석을 위한 요인으로 자기 관리, 학습 전략으로 정리하였다. 또한, 이러한 요인에 대한 데이터 수집 도구로, 문제에 대한 정오 데이터, 학습 진도율, 학생 활동에 대한 화면 녹화 자료, 이벤트 데이터, 시선 추적 장치, 자기 응답 설문 등을 제안하였다. 최종적으로 이러한 요인들을 학습 전, 중, 후로 시계열화한 데이터 수집 모델이 제안되었다.

아동의 다중지능과 학습의 정의적 요인의 관계 (Relationships Between Multiple Intelligences and Affective Factors in Children's Learning)

  • 정혜영;이경화
    • 아동학회지
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    • 제28권5호
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    • pp.253-267
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    • 2007
  • This study examined the relationships between multiple intelligences as cognitive factors and affective factors of learning motivation and academic self-concept. The data were collected from 276 4th grade elementary school students and analyzed by correlation, multi-variate analysis, and step-wise multiple regression. Results were that (1) multiple intelligences, learning motivation, and academic self-concept had statistically significant correlations among themselves. Multi-variate analysis showed that intra-personal intelligence explained 58.6% of the linear combination of learning motivation and academic self-concept. (2) Intra-personal intelligence explained 29% to 58% of learning motivation and its sub-factors of achievement motivation, internal locus of control, self-efficacy, and self-regulation. (3) Intra-personal intelligence, logical-mathematical intelligence, musical intelligence, and inter-personal intelligence were explanatory variables for academic self-concept and its sub-factors.

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HMD기반 몰입형 VR 학습에서 방해요인, 프레즌스, 몰입, 학습효과 사이의 관계에 관한 연구 (A Study on the Relationship of Distraction Factors, Presence, Flow, and Learning Effects in HMD-based Immersed VR Learning)

  • 권종산
    • 한국멀티미디어학회논문지
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    • 제21권8호
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    • pp.1002-1020
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    • 2018
  • Virtual reality (VR) technologies, which have been improved of late, offer experiences closer to reality than before. While VR technologies are expected to be an effective medium if used in learning content that cannot be offered in real life, distraction factors in VR technologies may prevent the users' presence and flow, making these technologies ineffective. Therefore, this study, through experiment and observation, analyzed the effect of distraction factors on the user's experience perception and learning effect when using HMD-based immersive VR. Experimental results revealed that the distraction factors were shown to have a negative, albeit not generally significant (except for tactile interactivity), effect on vividness, tactile interactivity, locomotive interactivity, presence, and flow. Ultimately, they were shown to have a negative effect on learning.

The Effect of Sense of Community on Learner Satisfaction in Online Learning : A Meditating Model

  • Lee, Sang-Kon;Lee, Ji-Yeon
    • Journal of Information Technology Applications and Management
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    • 제15권3호
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    • pp.153-167
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    • 2008
  • This study examines the effect of sense of community on the relationship between learner satisfaction and influencing factors related to the online learning environment. Influencing factors related to the online learning environment are derived from previous literature and classified into two groups : social dimension (leader's enthusiasm, offline activities) and system dimension (usefulness, ease of use, enjoyability). Learner satisfaction is defined as the learners' perceived learning gains from taking an online class. Study participants included 250 university students from two different institutions. The participants were divided into 43 groups and asked to complete an online TOEIC preparation module using a commercial cooperative learning system over 4 weeks. Data were collected at three points for each participant, at the beginning, 3 weeks after, and at the end of the online module. Two system factors related to the online learning environment (ease of use, usefulness) directly influenced learner satisfaction, while social factors indirectly influenced learner satisfaction through the mediating role of sense of community.

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공학계열 일학습병행제 학생의 자아존중감과 학습전이가 조직몰입도에 미치는 영향 - 자기효능감을 매개로 (The Influence of Self-esteem and Transfer of Learning on Organizational Commitment, in Korean Work-Learning Dual System of Engineering Students - Mediated by Self-efficacy)

  • 김창환
    • 공학교육연구
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    • 제27권1호
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    • pp.32-40
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    • 2024
  • This study attempted to develop an efficient management plan that allows both workers and organizations to coexist by analyzing the factors that influence the level of organizational immersion of engineering students. Analysis methods included frequency analysis, t-test, pearson correlation analysis, and hierarchical analysis. Firstly, self-esteem and transfer of learning were influential factors on organizational commitment. Second, self-esteem and transfer of learning were influencing factors of self-efficacy. Third, self-efficacy was an influential factor in organizational commitment. Fourth, self-efficacy appeared as a mediating effect on self-esteem and organizational immersion in learning transfer. Therefore, it is necessary to look for various factors that can increase self-efficacy, and to find opportunities for students to be highly immersed in the organization while studying at the same time.

The Study of social factors toward Academic Satisfaction in E-Learning Education

  • Kim, Kyung-Woo
    • 한국컴퓨터정보학회논문지
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    • 제21권11호
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    • pp.135-139
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    • 2016
  • This paper investigates the empirical implications. The research question of this study is to verify the influences of psychological and environmental factors toward performance satisfaction and durability of learning in E-Learning University. For empirical verification, a survey was conducted targeting 500 students in E-learning Universities. The results show that actional environment on academic satisfaction in learning is the most important factor followed by physical environment, internal motivation, and academic burnout. The effect of psychological factors on learning persistence was important in the order of academic vision, internal motivation, actional environment and physical environment. The effect of academic satisfaction on learning durability proved to be statistically significant. The results suggest that actional environment should be considered with top priority to increase the academic satisfaction. learning satisfaction, academic vision, and academic satisfaction to enhance students' intention to continue studies are important. Academic burnout has a negative effect on both academic satisfaction and learning persistence, suggesting that this aspect should be properly addresses. The effects of student background variables in E-learning were explored.

구조방정식을 이용한 국어 사이버 가정학습의 효과 관련 요인에 관한 연구 (Study on Various Factors Associated with the Effects of Cyber Home Study in Korean Language Education based on Structural Equation Model)

  • 임미자;백현기
    • 디지털융복합연구
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    • 제6권1호
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    • pp.83-91
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    • 2008
  • The objective of this research is to assess various factors affecting E-learning in Korean language education. In this research, we hypothesize that several factors such as absorption, motivation and tutors increase the educational effects of E-learning and ultimately affect learning attitude and satisfaction of students in E-learning. To discuss the hypothesis, we analyzed survey data of 300 students who were taking E-learning class of Korean language for three weeks in October 2007 based on Structural Equation Model. The result of our analysis shows that the factors such as absorption, motivation, tutors have positive effects on E-learning in Korean language education and positive influence on learning attitude and satisfaction on students as well.

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간호대학생에서 e-러닝의 학업성취도 영향요인 -웹기반 건강사정 전자교과서를 중심으로- (Factors Influencing Learning Achievement of Nursing Students in E-learning)

  • 박진희;이은하;배선형
    • 대한간호학회지
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    • 제40권2호
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    • pp.182-190
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    • 2010
  • Purpose: This study was done to identify self-directed learning readiness, achievement goal orientations, learning satisfaction and learning achievement, and to evaluate the factors affecting learning achievement for nursing students using a web-based Health Assessment e-Book. Methods: The research design was a cross-sectional study with a structured questionnaire and data were collected before using the web-based Health Assessment e-Book and 1 week after finishing. The participants were 80 nursing students who were taking the Health Assessment class from March to June 2009. Results: Mean score for subjective learning achievement was 31.26 and for objective learning achievement, 69.25. Subjective and objective learning achievement were positively correlated with self-directed learning readiness, mastery goal, attitude toward distance education, and learning satisfaction. In subjective learning achievement, learning satisfaction and mastery goal were significant predictive factors and explained 64% of the variance. Objective learning achievement was significantly predicted by learning satisfaction and self-directed learning readiness, which explained 24% of the variance. Conclusion: Learning satisfaction, mastery goal and self-directed learning readiness were found to be very important factors associated with learning achievement for nursing students using a web-based Health Assessment e-Book. To provide high quality and effective web-based courses and to improve nursing students' learning achievement and learning satisfaction, educators should consider the learner's characteristics from the initial stages of lecture planning.

e-Learning 환경에서 상황 독립적 학습자들의 학습 만족도에 영향을 미치는 요인에 관한 연구 (The Influence of the Factors on Learner Satisfaction by field-independence Learning Style in e-Learning Environment)

  • 박종순;고영기;이종만
    • 디지털산업정보학회논문지
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    • 제4권1호
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    • pp.105-117
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    • 2008
  • T Abstract This study investigates the influence of differential factors on learner satisfaction by field-independent learning style in e-learning. Most of data were collected from students. Participants were classified based on a learning style typology (field-independent/dependent) and, then, analyzed was the influence of key factors on learner satisfaction using multiple regression analysis. This study suggests that e-Learning service providers need to differentiate learners based on learning style in order to improve learner satisfaction. Specially, Field independent learners are more likely to be satisfied by the teacher's provide degree of joyful, degree of contents, degree of learning control pacing, ability of problem solving and consistency.

비전공자를 대상으로 한 프로그래밍 수업에서 동질적 학습 집단 구성을 위한 사례 분석 (Case analysis for constructing a homogeneous learning group in programming lessons for non-specialists)

  • 이경숙
    • 디지털융복합연구
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    • 제17권12호
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    • pp.59-65
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    • 2019
  • 본 연구는 비전공생 대상의 프로그래밍 교육에서 중·소규모의 학생 수로 구성된 학습에서도 학습 성취도를 높일 수 있는 방안으로 동질적 학습 집단 구성의 필요성을 제안하기 위하여 진행되었다. 학부전공별 수업이 진행되고 있는 현실에서 이러한 집단구성이 학습자를 동질 집단으로 분류할 수 있는 요인인지 살펴보았다. 학습내용의 난이도는 동질 집단을 분류하는 요인에 영향을 미칠 것으로 보고, 난이도가 쉬운 중간성취도와 기말성취도를 나누어 요인을 분석하였다. 또한 난이도와 상관없이 학기내 지속적 학습 의지를 갖는데 영향을 끼치는 요인을 분석하기 위해 두 성적간의 차이에 영향을 미치는 요인도 살펴보았다. 학습자의 성별과 학부전공은 학업성취도에 유의미한 영향을 미치지 않았다. 현재 학부전공별로 프로그래밍 수업이 진행되고 있는 수업환경을 재고해볼 필요가 있을 것으로 보인다. 난이도가 쉬운 학습내용의 학업성취도에는 학습자의 개인적동기가 영향을 미쳤고, 난이도가 어려운 학습내용의 학업성취도와 성취도의 유지에는 수행자기효능감이 영향을 미치는 것으로 나타났다.