• 한국과학교육학회지
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• 제42권6호
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• pp.611-619
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• 2022

최근 교육에서 교육 데이터마이닝에 관한 관심이 높아지고 있는 시점에 과학교육에서 평가 결과를 활용하여 학생들에게 적합한 피드백을 제공하기 위해 빅데이터 분석의 적용 가능성을 탐색해 보고자 하였다. 연구에서는 국가수준 학업성취도 평가의 24문항에 응시한 2,576명의 평가 자료를 활용하여 비지도 기계학습의 한 가지 방법인 K-평균 군집분석을 이용하여 학생들을 군집화하였다. 학업성취도 평가 자료를 활용한 군집화 결과, 학생들을 6개의 군집으로 나누어 볼수 있었다. 상위권이나 하위권에 비해 중위권 학생들이 다양하게 다른 군집으로 구분됨을 알 수 있다. 군집분석의 결과를 보면, 군집화에서 가장 중요하게 영향을 주는 요인은 학업 성취였으며, 군집별로는 교육과정의 내용 영역별, 교과 역량별, 정의적 특성 면에서 서로 다른 특성을 보이고 있었다. 하위 군집에서는 정의적 영역 중에서 학습의욕이 중요하게 영향을 주고, 교과 역량 면에서는 과학적 탐구 및 문제 해결력과 과학적 의사소통 능력이 중요하게 영향을 주고 있었다. 내용 영역 면에서는 운동과 에너지와 물질 영역에 대한 성취가 군집의 특성을 구분하는 중요한 요인으로 작용하고 있었다. 따라서 평가 자료를 활용해 학생을 군집화한 후, 이러한 군집별 특성을 바탕으로 학생들에게 학습을 위한 맞춤형 피드백을 제공할 수 있을 것으로 판단된다. 본 연구에서는 이러한 연구 결과를 바탕으로 군집분석 연구 결과 활용의 가능성, 내용 영역별 균형 있는 학습, 교과 역량 증진, 과학적 태도의 향상 등 과학교육의 시사점을 제안하였다.

• 컴퓨터교육학회논문지
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• 제15권5호
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• pp.33-41
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• 2012

초등학교에서는 폭넓은 체험과 경험을 통하여 자신의 소질과 능력을 찾아내는 기회를 제공하여 주어야 한다. 그러나 현재 우리나라의 초등학교 정보교육은 전체 학생들을 대상으로 하지 않고 일부 학생들에게 편중되어 있는 실정이다. 때문에 수학이나 과학 교과에 비하여, 정보 분야에 재능을 가지고 있는 학생들을 발견할 기회가 매우 제한되어 있는 구조적인 문제를 안고 있다. 본 연구에서는 학교전체 심화학습 모형에 기반한 로봇교육 프로그램을 개발하였고, 이를 통하여 현재의 초등학교 정보교육이 가지는 문제점을 극복하고자 하였다. 심화학습 위원회 구성과 교육과정 수정을 통하여 정규교육에서 전체 학생들을 대상으로 로봇교육 실행 가능성을 도모하였다. 그 결과 학교전체 심화학습 모형에 기반한 로봇 학습은 창의적 잠재력 향상에 도움이 되는 것으로 나타났다.

• 한국학교ㆍ지역보건교육학회지
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• 제19권1호
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• pp.61-70
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• 2018

Purpose: The purpose of this study was to analyze the motivation of choosing a teaching profession, teacher efficacy, and satisfaction of teaching class of pre-health education teachers and compare the teacher efficacy, and satisfaction of teaching class by motivation of choosing a teaching profession group. Methods: The participants were 54 pre-health education teachers studying the teaching curriculum in 1 college located in S city. The collected data was analyzed with descriptive statistics, cluster analysis, ANOVA and Kruskal-Wallis using SPSS/WIN 21.0 program. Results: The average motivation of choosing a teaching profession, teacher efficacy, satisfaction of teaching class were above medium. After cluster analysis, 3 distinct groups emerged: motivation of choosing a teaching profession high group, motivation of choosing a teaching profession middle group, motivation of choosing a teaching profession low group. And the results showed significant differences in teacher efficacy, satisfaction of teaching class according to motivation of choosing a teaching profession group. Conclusion: The findings indicate that motivation of choosing a teaching profession affect the teacher efficacy, satisfaction of teaching class. Therefore It is necessary to identify the variables that influence motivation of choosing a teaching profession.

• 한국생활과학회지
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• 제17권1호
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• pp.81-93
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• 2008

Female college consumers are orientated toward vanity and fashion luxury products in consumer society. The purpose of this paper was to investigate the relationship of vanity type and attitude toward fashion luxury products. The data were collected from 517 female college students in Ulsan, Pusan, and Kimhai. For data analysis, descriptive statistics, factor analysis, cluster analysis, and MCA were used. Results of cluster analysis identified the vanity type of the female college students into non-vanity group, positive viewer, and vanity group. Above two third of the total sample were the vanity group and the positive viewer. The non-vanity group, was comprised the smallest proportion of female college students. Attitude toward fashion luxury products was classified into four factors; involvement for fashion luxury, superiority of the fashion luxury, hedonic and conspicious consumption, and negative response. The attitude toward fashion luxury products was significantly different across the 3 vanity type. The results of this study provide insights into female college consumers' increasing demands toward fashion luxury brands. Consumer education should be implemented for the vanity group, and personal financial management education program is needed in liberal arts curriculum.

• 한국보육지원학회지
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• 제17권6호
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• pp.53-72
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• 2021

Objective: This study aimed to reveal early childhood teachers' perceptions of teacher competency for ESD using concept mapping and demonstrating its importance. Methods: 16 early childhood teachers in charge of 3-5 year olds conducted statement writing, and then the importance of selected statements were rated by 160 early childhood teachers in charge of 3-5 year olds. Selected statements were analyzed through multidimensional scaling and hierarchical cluster analysis. Results: Early childhood teachers perceived teacher competency for ESD in early childhood as concept mapping with two-dimensions and six clusters. The following six clusters were established (1) ethics for sustainable development, (2) willingness to participate in ESD, (3) development and operation of a sustainable development curriculum, (4) recognition and practice of environmental issues, (5) realization of value for sustainable development, and (6) practical thinking for ESD. And then among the six clusters, the most important cluster was recognized as 'ethics for sustainable development', and among the statements 'having an open mind to understand multiculturalism and the disabled' was considered relatively important Conclusion/Implications: Based on these results, we discussed the importance of teacher competency for ESD in early childhood, development of teacher competency scale, and preparation of a teacher education plans for each competency.

• PNF and Movement
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• 제11권1호
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• pp.27-33
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• 2013

Purpose : The purpose of this research was to research on Needs for the Construction of the CSFT(Cluster with a Strongpoint for Field Training) on students and professors of health-related majors. Methods : We investigated 164 students and professors using a self-reporting method with experience of Field Training. A statistical analysis was performed using SPSS 17.0 for window version. Results : It showed that educational satisfaction had scored 4.05 in curriculum, 4.00 in environment, 3.52 in schedule, 3.71 in evaluation and 3.71 in teaching and 3.84 in industrial-college systems for Field Training. Needs for the Construction of the CSFT had scored 4.17 in $mean{\pm}standard$ deviation. Conclusion : Characterization of Nursing, Department of Health and local health care environment and conditions, if you think the quality of education for the Department of Health Nursing, gradually, the acquisition and improvement of the base hospital is necessary. Therefore, it is considered to be institutionalized by installing the strongpoint hospital at least one in each region, so that they can contribute to the improvement of people's health.

• 간호행정학회지
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• 제17권1호
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• pp.74-87
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• 2011

Purpose: The purpose of this study was to identify key abilities needed to develop for student nurses. Methods: A methodological research design was used in this study. The abilities for student nurses were developed through literature review and educational objectives analysis of 60 nursing colleges in Korea. Results: Finally, the abilities required to develop for student nurses in higher education were 8 cluster of abilities and 19 abilities such as problem solving ability, relationship ability, professional ability, ability in information processing, globalization, voluntary service. Conclusion: To perceive and achieve abilities for student nurses in higher education has to be needed a systematic approach in setting objectives, to improve curriculum and to develop program and educational methods.

• 산업융합연구
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• 제21권1호
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• pp.187-192
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• 2023

본 연구는 기계학습의 키워드 출현 빈도 분석과 CONCOR(CONvergence of iteration CORrealtion) 기법을 통한 ICT 교육에 대한 흐름을 탐색한다. 2018년부터 현재까지의 등재지 이상의 논문을 'ICT 교육'의 키워드로 구글 스칼라에서 304개 검색하였고, 체계적 문헌 리뷰 절차에 따라 ICT 교육과 관련이 높은 60편의 논문을 선정하면서, 논문의 제목과 요약을 중심으로 키워드를 추출하였다. 단어 빈도 및 지표 데이터는 자연어 처리의 TF-IDF를 통한 빈도 분석, 동시 출현 빈도의 단어를 분석하여 출현 빈도가 높은 49개의 중심어를 추출하였다. 관계의 정도는 단어 간의 연결 구조와 연결 정도 중심성을 분석하여 검증하였고, CONCOR 분석을 통해 유사성을 가진 단어들로 구성된 군집을 도출하였다. 분석 결과 첫째, '교육', '연구', '결과', '활용', '분석'이 주요 키워드로 분석되었다. 둘째, 교육을 키워드로 N-GRAM 네트워크 그래프를 진행한 결과 '교육과정', '활용'이 가장 높은 단어의 관계로 나타났다. 셋째, 교육을 키워드로 군집분석을 한 결과, '교육과정', '프로그래밍', '학생', '향상', '정보'의 5개 군이 형성되었다. 이러한 연구 결과를 바탕으로 ICT 교육 동향의 분석 및 트렌드 파악을 토대로 ICT 교육에 필요한 실질적인 연구를 수행할 수 있을 것이다.

• 한국생활과학회지
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• 제20권5호
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• pp.897-915
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• 2011

The purpose of this study was to investigate the actual conditions and characteristics of weekly and daily child care programs for infants, to provide a basis for the improvement of infant care quality. Weekly and daily curricula of 18 classes for one and two-year-olds classes (9 for each ages) from childcare centers in D city were collected from Nov. 2009 to February 2010. The results are as following: first, classes for one-year-olds plan 6-25 activities and classes for two-year-olds plan 12-30 activities weekly, with differences in the number of weekly activities according to the childcare centers. The number of weekly activities should be planned considering infants' interest as well as educational continuity of the activities. Second, the investigation of daily activities showed that the routine activities planned for one-year-olds were for total of 310-600 minutes and for two-year-olds 310-540 minutes. Among these, on average of 66% of the time was planned for everyday life such as eating and napping. The rest of time was dedicated to indoor and outdoor free play. However a few centers allocated more time for group activities according to subjects compared to free play. A curriculum composed of group activities ignoring infants' individual developmental differences should not be encouraged. Last, the results of cluster analyses on weekly and daily curricula in terms of the number of activities and time, duration, number of group activities and time showed that curricula for infants could be characterized into two types: "free play" and "group activity" curricula.

• 대한가정학회지
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• 제44권5호
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• pp.99-107
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• 2006

The purposes of this study are to identify the types of teacher efficacy, to present a theoretical base for teacher efficacy among Home Economics teachers and subsequently, to improve the quality in the practices of home economics education. To achieve these purposes, 263 secondary school home economics teachers were surveyed by the prime investigator. The three research questions of this study were: 1. What are the individual characteristics, the environmental characteristics and the trends of teacher efficacy among secondary school home economics teachers? 2. What is the factor in teacher efficacy among secondary school home economics teachers? 3. What are the types of teacher efficacy among secondary school home economics teachers? For these research questions, factor analysis and cluster analysis were conducted. The factor analysis on teacher efficacy with a survey of secondary school home economics teachers produced 5 factors of efficacy: classroom management, needs assistance, instructional strategies, environmental assistance and teaming assistance. The teacher efficacy had a mean of 3.58 and the home economics teachers showed a slightly higher level in teacher efficacy. Of the 5 efficacy factors, classroom management showed the highest level (M=3.89), followed by learning assistance (M=3.81), instrumental strategies (M=3.57), environmental assistance (M=3.42) and needs assistance (M=3.19). Overall, the teachers had positive feeling in teacher efficacy. Three types of teachers were found in the types of teacher efficacy: the supreme, the average and the efforts-needy. Those types were identified based on the mean scores of the five sub-domains from the factor analysis. To enhance the teacher efficacy, the needs assessments for the students and behavioral adjustment issues should be reflected in the curriculum of teacher education and workshops. The primary investigator suggested that continuous and long-term plans for teacher education need to be developed because short-term plans may not be effective in changing attitudes such as teacher efficacy.