• Title/Summary/Keyword: learner achievement

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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.

The Influences of the ICT Instructions on the Learning Achievement of Home Economics and Resource Management behavior According to Self Efficacy of Learning (ICT활용 수업이 학습자의 학업적 자기효능감에 따라 가정과 학업성취와 자원관리행동에 미치는 영향)

  • Jang Yoon Ok
    • Journal of the Korean Home Economics Association
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    • v.43 no.1 s.203
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    • pp.225-241
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    • 2005
  • The purpose of this study was to investigate the influence of teacher-directed and learner-directed ICT instructions on the learning achievement of Home Economics and resource management behavior according to self efficacy of learning. The subjects of this study were students, selected from the second grade of D Middle school in Daegu, who were divided into three groups - the traditional instruction, teacher-directed ICT instruction, and learner-directed ICT instruction groups. The students were decided into three groups by their self efficacy of learning level. The experimental instructions were performed, and the learning achievement and resource management behavior estimated using test sheets. The data were processed using two-way ANCOVA and Scheff tests for post-hoc analyses. The results were as follows: First, there was a significant difference in the influence of the ICT instruction on the learning achievement of home economics according to self efficacy of learning. Second, there was a significant difference in the influence of the ICT instruction on the resource management behavior according to self-efficacy of learning.

The Effects of the Learning Cycle Model by Learner's Characteristics in Junior High School (중학교 과학수업에서 학습자 특성에 따른 순환학습 모형의 효과)

  • Jeong, Jin-Su;Chung, Wan-Ho
    • Journal of The Korean Association For Science Education
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    • v.15 no.3
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    • pp.284-290
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    • 1995
  • This study examined the effects of the learning cycle model by learner's characteristics such as I.Q., cognitive levels, inquiry skins, cognitive style, activity, reflectiveness. To see the effects of the learning cycle model, nonequivalent control group pretest-posttest multiple treatment designs was used in the study. 99 middle school second-graders(female) were divided into two groups. One group was selected as the experimental group (n=50), the other served at the comparison group(n=49). During the eight-month period, the students in the experimental group were instructed according to the learning cycle model, while the students in the comparison group were instructed according to the traditional instruction methods. Achievement data from science achievement test were analyzed by an ANOVA technique. The results of the study are as follows : 1. Science knowledge achievement. For the lower level students of activity, the learning cycle model is superior to the traditional approaches in science knowledge achievement. 2. Science inquiry skills. For the upper level students of I.Q., cognitive levels, inquiry skills, cognitive style and reflectiveness, the learning cycle model is superior to the traditional approaches in science inquiry skills. 3. Attitudes toward science. For the lower level students of I.Q., cognitive levels, inquiry skills, cognitive style, activity and reflectiveness, the learning cycle model is superior to the traditional approaches in attitudes toward science.

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The Effects of Generative Concept Map on Science Learning Achievement and Cognitive Load

  • OH, Suna;KIM, Yeonsoon
    • Educational Technology International
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    • v.17 no.2
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    • pp.253-271
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    • 2016
  • This study investigated the effect of generative concept maps according to learning achievements and cognitive load. A total of 78 students in the first grade of middle school participated in this study. Before the experimental treatment was implemented, students had to fill out a questionnaire assessing prior knowledge. The study was designed where all the students were presented the same learning contents regarding photosynthesis; however, the two experimental groups were provided with different concept map methods: a learner-generative concept map (GCM) and an instructor-provided concept map (PCM). GCM students were asked to make a concept map by themselves in small groups while they are reading material. PCM students were instructed to study in small groups in order to read the material; however, they were provided a concept map developed by their teacher. The control group (CG) had the teacher present the learning contents in traditional lecture format with no accompanying concept map. The results show that there were significant differences in the achievements among the groups. CG showed higher achievement than both the experimental groups. There was also a significant difference in cognitive load. Although the GCM group did not obtain higher achievement than the other groups, the GCM group showed higher mental effort and lower physical fatigue than the other groups. The GCM group might have invested more effort to find and connect ideas when drawing their concept map with peers which is unlike the conditions for the PCM group and CG. In conclusion, we should consider applying GCM in teaching and learning design in order to increase learning achievement and decrease extraneous cognitive load.

A Study on the Effects of Self-concept, Attitude and Learning habit on Academic Achievement - Focused on 5th grade of elementary school students- (자아개념과 태도 및 학습습관이 수학 학업성적에 미치는 영향 -초등학교 5학년을 대상으로-)

  • Park, Su-Hee;Ro, Young-Soon
    • Journal of the Korean School Mathematics Society
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    • v.14 no.2
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    • pp.199-213
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    • 2011
  • The factors contributing to learning can be broadly classified into four different groups; Learner's characteristic variable, Instructor's characteristic variable, Learning task characteristic variable and environmental characteristic variable. And the first thing we need to do here is understanding of learner's characteristics among those factors in order to devise a plan for education. Accordingly, the purpose of this study is to find out what impact the affective traits (self-concept learning habits learning attitude), one of the learner's features, have on the mathematics-learning achievement and to seek for a good teaching method with reference to elementary school students' learning accomplishments and attitudes. For this, a questionnaire survey was conducted of 78 students of two fifth-grade classes in an elementary school located in South Chungcheong Province in this study. In consequence, it has been shown that the mathematics-learning achievement has the greatest relevance to the self-concept in connection with mathematics followed by the self-concept in connection with learning, the learning habits relating to mathematics, the attitude towards mathematics, the learning habits concerning studies and the attitude towards learning.

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Effects of Math Lessons Based on Constructivism Ideas on Learners' Achievements - With Focus on The Area of Fractions for 4th Graders - (구성주의에 바탕을 둔 학습자 중심 수업을 받은 학생들의 학업성취도 - 초등학교 4학년 분수 영역을 중심으로 -)

  • Kim, Tae-Hyang;Kim, Jin-Ho
    • Education of Primary School Mathematics
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    • v.13 no.2
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    • pp.67-84
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    • 2010
  • The purpose of the research is to assure the effect of learner-centered instruction driven from the constructivism. The school in participation of the research is one of them called "achievement increase intensive school". Quasi-experimental design is applied for the research. Some conclusions were drawn from the research. Experimental group' achievements of both "learned contents" and "none learned contents" were more superior than ones gained from comparative group with statistically significant difference. The results implied that learner-centered instruction is effective for students who have low achievements from standards tests.

Study on Improvement of Circuit Repairing Abilities through Headlight Assignment on Automotive Electronics Subject (자동차전기 과목의 '전조등 과제' 에서 회로수리능력 향상에 관한 연구)

  • Yu, Jeong-Hyo;Lee, Yong-Jin
    • 대한공업교육학회지
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    • v.38 no.1
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    • pp.239-258
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    • 2013
  • The purpose of this study is to define what circuit repairing ability is and to check improvement in learner's circuit repairing abilities by verifying conformity of learner's achievement of target goals that have been derived from headlight assignment based on circuit repairing ability that has been categorized into six sub-factors, which are preparing ability, attaching/detaching ability, circuit analyzing ability, inspecting and measuring ability, repairing (problem solving) ability and organizing ability. In order to achieve the purpose of study, degree of improvement in circuit repairing ability of learner's group was measured through experiment design and verification by group of experts. SPSS statistics program was used for statistical analysis in which average value for descriptive statistics, Cronbach ${\alpha}$ coefficient and t-test were conducted. Level of significance for t-test was p<.05. The conclusions from conducting this study are as follows. Firstly, the usage of terminology 'circuit repairing ability' pertaining to ability to repair failure of electrical devices in automobiles was confirmed to be appropriate. Secondly, the categorization of circuit repairing ability into sub-factors of preparing ability, attaching/detaching ability, circuit analyzing ability, inspecting and measuring ability, repairing (problem solving) ability and organizing ability was confirmed to be appropriate. Thirdly, field instruction on headlight assignment that has been revised according to achievement of learner's goals was confirmed to be effective in improving learner's circuit repairing abilities compared to regular training. Fourthly, field instruction on headlight assignment that has been revised according to achievement of learner's goals was confirmed to be effective in improving sub-factors of circuit repairing abilities, which are preparing ability, attaching/detaching ability, circuit analyzing ability, inspecting and measuring ability, repairing (problem solving) ability and organizing ability.

Objectives and Learning Activities in the Mathematics Curriculum

  • Ediger, Marlow
    • The Mathematical Education
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    • v.23 no.1
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    • pp.53-65
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    • 1984
  • Teachers need to provide a variety of learning experiences for pupils in elementary school mathematics. This is necessary due to pupils (a) achieving at diverse levels of accomplishment in the mathematics curriculum. (b) individually possessing different learning styles. The following, among others, can be relevant learning activities to present to pupils: 1. using a selected series of elementary school mathematics textbooks. 2. utilizing the flannel board to guide individual pupil achievement in mathematics. 3. helping pupils attach meaning to learning through the use of markers. 1. guiding pupils in learning by using place value charts. 5. aiding learner achievement through the use of transparencies and the overhead projector. 6. stimulating learner interest in mathematics with the use of selected filmstrips. 7. using graphs in functional situations. 8. helping young pupils to develop interest in numbers by singing songs directly related to ongoing units of study in elementary school mathematics. 9. using the geoboard to help pupils experience the world of geometry. 10. providing drill and practice for pupils so that previous developed learnings will not be forgotten.

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Analysis of learning efficiency of learner's preference and achievement according to e-learning contents type (온라인 학습콘텐츠 유형에 따른 학습자 선호도 및 만족도에 미치는 영향)

  • Choi, Eun-young;Park, Jungho
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2017.05a
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    • pp.213-214
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    • 2017
  • This study was conducted to analyze the relevant of the self-regulated learning capability and learning effectiveness based on the type of e-learning contents and learner's preference, academic achievement according to enhancement of K-MOOC. The results of this study will present the effectiveness of e-learning contents type, and expect to suggest to develop effective contents type for various courses.

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A Study of Applying Jigsaw Model to Applied Mathematics (과제분담 협동학습을 응용수학에 적용한 사례 연구)

  • Nam, Hyewon
    • Journal of Engineering Education Research
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    • v.22 no.5
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    • pp.13-19
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    • 2019
  • It is important to encourage students who are having difficulty learning mathematics and majors due to lack of basic knowledge, and encourage them to improve their academic performance by focusing on and participating in class. The purpose of this study is to confirm the applicability of the Jigsaw Method by analyzing the change of the learner's academic achievement and the attitude of the learner's mathematics by applying the Jigsaw Model. During the four weeks, the Jigsaw Model was applied to 30 experimental students and the instructor-led lectures were given to 36 students in the comparative group. As a result of the study, it was confirmed that the average of the experimental groups applying the Jigsaw model was higher than the average of the comparative group in the lecture class. The results of the survey showed that the Jigsaw Model increased class concentration and participation, helped self - directed learning, and had high learning satisfaction.