• Title/Summary/Keyword: differentiated education

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Toward understanding learning patterns in an open online learning platform using process mining (프로세스 마이닝을 활용한 온라인 교육 오픈 플랫폼 내 학습 패턴 분석 방법 개발)

  • Taeyoung Kim;Hyomin Kim;Minsu Cho
    • Journal of Intelligence and Information Systems
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    • v.29 no.2
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    • pp.285-301
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    • 2023
  • Due to the increasing demand and importance of non-face-to-face education, open online learning platforms are getting interests both domestically and internationally. These platforms exhibit different characteristics from online courses by universities and other educational institutions. In particular, students engaged in these platforms can receive more learner autonomy, and the development of tools to assist learning is required. From the past, researchers have attempted to utilize process mining to understand realistic study behaviors and derive learning patterns. However, it has a deficiency to employ it to the open online learning platforms. Moreover, existing research has primarily focused on the process model perspective, including process model discovery, but lacks a method for the process pattern and instance perspectives. In this study, we propose a method to identify learning patterns within an open online learning platform using process mining techniques. To achieve this, we suggest three different viewpoints, e.g., model-level, variant-level, and instance-level, to comprehend the learning patterns, and various techniques are employed, such as process discovery, conformance checking, autoencoder-based clustering, and predictive approaches. To validate this method, we collected a learning log of machine learning-related courses on a domestic open education platform. The results unveiled a spaghetti-like process model that can be differentiated into a standard learning pattern and three abnormal patterns. Furthermore, as a result of deriving a pattern classification model, our model achieved a high accuracy of 0.86 when predicting the pattern of instances based on the initial 30% of the entire flow. This study contributes to systematically analyze learners' patterns using process mining.

A Comparative Study on the Sport-for-all Participation and Life Satisfaction Between Rural and Urban Elderly (농촌 노인과 도시 노인의 생활체육참가와 생활만족도 비교)

  • Nam, Ji Ho
    • 한국노년학
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    • v.29 no.3
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    • pp.867-881
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    • 2009
  • This study's goal is to compare influencing factors to life satisfaction and sport participation of the elderly in the rural and urban area. And it is to provide basic information that is appropriate to the local peculiarity. In the research, we used the 2006 KLoSA, got the following result through the more than 60 years old 502 peoples in the rural area and 1129 in the urban area. There were significant differences of factors related to the life satisfaction between rural and urban elderly, and the most sport participants have higher life satisfaction than non-participants. Through the probit analysis, the result shows that significant factors affecting sport participation for the rural elderly are gender, age, working/retired, and for urban elderly, the education level and income are added. About the participation, there were also significant differences on the participation frequency for the rural elderly and on the participation hours for urban elderly. The significant factors of life satisfaction for rural elderly are the education level, subjective health, and sport participation, and for urban elderly were the education level, income, subjective health, and sport participation. Overall, it shows the urban elderly have higher life satisfaction than the rural elderly. The welfare system to improve the sports participation and life satisfaction needs the differentiated support reflecting the social demographic characteristics.

Analysis of the Content Relevance of the 7th National Science Curriculum in Secondary Schools (제7차 중등학교 과학과 교육과정 내용의 적정성 분석)

  • Lee, Yang-Rak;Park, Jae-Keun;Lee, Bong-Woo
    • Journal of The Korean Association For Science Education
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    • v.26 no.7
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    • pp.775-789
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    • 2006
  • The purpose of this study was to analyze the relevance of the school science contents that have been implemented for the 7-10th grade students in Korea since 2001. To fulfill the purpose of the study, we 1) analyzed the 7th national science curriculum of Korea, California science standards, the national science curriculum of England, Japanese national science curriculum, and current Korean and Japanese science textbooks, 2) conducted a nationwide survey in order to gather opinions from students, teachers, and science specialists. The main findings of this research were as follows: First, the number of topics presented at each grade level should be reduced and similar topics and themes should be integrated for students' deeper understanding. Second, science contents were excessive compared to the allotted teaching time and to foreign countries. Thus, the excessive overlapping and repetition of science contents should be avoided among the primary, middle and high school level, and the number of science concepts and activities should be reduced to an appropriate level considering time allotment for science classes, teachers' workload, laboratory conditions, etc. Third, to cope with the decreasing students' understanding and interests in science as school level and school year goes up, the science curriculum and textbooks should be developed to allow for student to learn science concepts by solving problems confronted in their daily lives. Fourth, a differentiated curriculum such as in-depth and supplementary course should be described not in science contents, but in teaching and learning strategy.

Comparisons of the Eating Habit, Preferences and Intake Frequency of Vegetables between Middle and High School Students in Busan (부산지역 중·고등학생의 채소 섭취에 대한 식습관, 기호도 및 섭취빈도 비교)

  • Lee, Kyoung Ae
    • Journal of Korean Home Economics Education Association
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    • v.27 no.4
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    • pp.93-107
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    • 2015
  • This study aimed to compare the eating habit, preferences, intake frequency, nutrition knowledge, and self efficacy of vegetables between middle and high school students in Busan. Subjects were 550 middle school and 560 high school students. The survey was conducted by questionnaire in May 2015. The results are as follows. About 68% of adolescents in Busan have eaten a variety of vegetables from a child. Less than 50% of them ate all vegetable dishes in school foodservice and ate three kinds of vegetable dishes at home. 40% of them did not like vegetables independent of gender and schools. They have low preferences for vegetables. More than 2/3 of them have rarely eaten green vegetables a month or twice. They have eaten more frequently white than green vegetables. They have eaten frequently yellow vegetables, but seldom purple or black vegetables. Middle school students have eaten more vegetables than high school students. Adolescents in Busan have low nutrition knowledge about vegetables. Middle school students have higher self efficacy of vegetables than high school students. Conclusively, adolescents in Busan have undesirable eating habit, low preference, and low nutrition knowledge of vegetables. Middle school students have more desirable eating habit, higher preference, more frequent intake, and higher self efficacy of vegetables than high school students. Therefore differentiated education is needed by middle and high school. It is needed urgently, especially vegetables targeted education for high school students.

A Qualitative Research on the Effects of an Edu-care program for Low-income Grandparent-headed Families (저소득층 조손가정 대상의 에듀케어 프로그램에 대한 질적 연구)

  • Kwak, Yun Jung
    • Korean Journal of Childcare and Education
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    • v.11 no.2
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    • pp.261-281
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    • 2015
  • The purpose of this study is to investigate the daily life of low-income grandparent-headed families and identify the effects of the Edu-Care program. To this end, the researcher conducted focus group interviews with ten grandparents and ten grandchildren who participated in the adjustment program, which was implemented for about five months. After participating in the program, the grandparents perceived that their skills for educating and raising children were improved and that they experienced psychological stability. Meanwhile, the grandchildren perceived that their learning competency and motivation for learning were enhanced and recognized why learning is necessary for their career. It was also found that the conditions and experiences needed for low-income grandparent-headed families are an integrative support program, a differentiated curriculum, and aid and care provided by human resources.

Competencies Evaluation of the Government Funded Research Institute's Employee : Focused on the K-institute case (정부출연 연구기관 종사자의 역량수준 진단 : K연구원 사례를 중심으로)

  • Yoo, Hye-Won;Hwang, In-A
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.13 no.10
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    • pp.4496-4505
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    • 2012
  • As the result of this study, total 27 core competencies are developed and categorized into four competence groups; common competence group, teamwork formation competence group, data-processing and analysis group and resource management and application competence group. The result of diagnosing of competency level, the required level of competencies were more higher than possessed level. This result supports that it is essential to raise the competency level of employees entirely through the education programs. The data analysis with two independent variances, rank and type of occupation, shows the significant difference between the required and current competency level in terms of ranks, staff, senior and principle. Therefore, it is necessary to provide a differentiated educational programs considering ranks.

The Effects of Social Support and Career Decision-Making Self-Efficacy on Job-Seeking Stress among Nursing Students (간호학생의 사회적 지지, 진로결정 자기효능감이 취업스트레스에 미치는 영향)

  • Jang, Hyun-Jung;Lee, Jeong-Hwa
    • Journal of Convergence for Information Technology
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    • v.10 no.9
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    • pp.62-70
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    • 2020
  • The purpose of this study was to investigate the degree of social support, career decision-making self-efficacy, and Job-Seeking Stress of nursing students, and identify influencing factors of Job-Seeking Stress. A convenience sample of 228 nursing students was conducted from in three departments of nursing. Data were analyzed through descriptive statistics, t-test, ANOVA, Scheffe test, Pearson's correlation coefficient, and multiple regression analysis using IBM SPSS 21.0 program. The higher the social support and career decision self-efficacy, the lower the Job-Seeking Stress. The factors influencing Job-Seeking Stress were social support, first hope career, job readiness, career decision-making self-efficacy, and the explanatory power of these variables for Job-Seeking Stress was 19%. Therefore, in order to prevent, cope with, and mitigate the Job-Seeking Stress of nursing students, it is necessary to develop and apply differentiated Career education programs to increase social support and career decision-making self-efficacy.

A Convergence Study on the Relationship among Job Rotation, Verbal Abuse and Organizational Commitment of Perioperative Nurses (수술실 간호사의 배치전환, 언어폭력, 조직몰입간의 관련성에 대한 융복합 연구)

  • Yoon, Ke-Sook
    • Journal of the Korea Convergence Society
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    • v.7 no.3
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    • pp.131-141
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    • 2016
  • This study was conducted to examine the relationship among job rotation, verbal abuse and organizational commitment and the incfluencing factors of organizational commitment of perioperative nurses. 312 perioperative nurses attended at the KAORN conference agreed to participate in this research were examined. To analyze the data, SPSS 21.0 program was used. Study findings revealed a statistically significant relationships with positive relationship between job rotation and organizational commitment, but negative relationship between verbal abuse and organizational commitment. The most influencing factor was job satisfaction explaining 57.7%, while job rotation and verbal abuse did not show influence significantly. Some differentiated education programs are needed to develop to enhance the organizational commitment as well as conducting further study including meaningful variables.

Development of a Thin Layer Chromatography Experimental Kit for Middle School Students (중학생들을 위한 얇은막 크로마토그래피 실험 키트의 개발)

  • Jae Jeong Ryoo;Won-Kyu Park
    • Journal of the Korean Chemical Society
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    • v.47 no.4
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    • pp.401-411
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    • 2003
  • One of the most important characteristics in the seventh educational course is an enforcement of differentiated level curriculum. Therefore, development of various different level educational subjects is needed. A new chromatographic experimental kit which is helpful for middle school students to understand chromatographic principles is needed to correct some mistakes of chromatographic part within the 6th educational course's middle school textbook. In this research, a new thin layer chromatography(TLC) experimental kit for middle school students are developed by using acid-base indicator as samples and ethyl alcohol, ethylacetate, hexane as eluents. The kit is applied to two kinds of middle school student groups(general group & genius group) and two kinds of teacher groups(science teacher & non-science teacher) and an efficacy of the new chromatographic kits are evaluated through making up some questions.

Analysis of the Major Curriculum of Fashion-related Courses in College (전문대학교 패션관련과의 전공과목 분석에 관한 연구)

  • Jeong, Hwa-Yeon
    • Journal of the Korea Fashion and Costume Design Association
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    • v.14 no.3
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    • pp.23-36
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    • 2012
  • The purpose of this study was to identify the status of fashion related subjects in colleges and to utilize it as a basic material to develop a better curriculum. To do this, 43 2-year colleges or 63 majors in Korea were analyzed. From the analysis of the locations of the colleges with fashion related majors, it was found that 51.2% schools with fashion related majors were located in the Capital area. When looking at the division to which fashion related departments belong, it was found that 35.5% belonged to design related division, and 22.6% belonged to Art and Physical Education Division. When analyzing the subjects of the colleges with Fashion Design Department (Major), the subject which took the biggest ratio was Clothing Construction and Pattern Drafting as 32.8% and the next was Design Area as 31.5%. In case of Fashion Stylist Department (Major), the subject area with the biggest share was Design Field (49.5%). If looking into segmented classification, design related subjects were 20.9%, and styling related subjects were 17.9%. In Fabric and Fashion related department, the subject with the biggest ratio was Dying and Textile Design as 40.4%, and Fabric related subjects were the next as 22.3%. In the Broadcasting Stylist related departments, the subjects of with the biggest ratio was Fashion Design related subjects as 37% and the next was Beauty related ones as 30.2%. According to the study result, it could be concluded that Fashion related departments in the colleges located in the Capital area focused on the subjects to nurture a fashion designer and their curricula are not specialized or differentiated but somewhat similar one another.

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