• 제목/요약/키워드: Educational Data Analysis

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교육시설 재난안전관리를 위한 데이터 표준화 및 활용방안 연구 (A study on data standardization and utilization for disaster and safety management in educational facilities)

  • 강성경;이영재
    • 한국정보시스템학회지:정보시스템연구
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    • 제27권2호
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    • pp.175-196
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    • 2018
  • Purpose The purpose of this study is to identify problems of current educational facility data management and recommend a standardized terminology classification system as a solution. In addition, the research aims to present a preemptive and integrated disaster and safety management framework for educational facilities by seeking efficient business processes through secured data quality, systematic data management, and external data linkage and analysis. Design/methodology/approach A terminology classification system has been established through various processes including filtering and analysis of related data including laws, manuals, educational facilities accidents, and historical records. Furthermore, the terminology classification system has been further reviewed through several consultations with experts and practitioners. In addition, the accumulated data was refined according to the established standard terminology and an Excel database was developed. Based on the data, accident patterns occurred in educational facilities over the past 10 years were analyzed. Findings In the study, a template was developed to collect consistent data for the standardized disaster and safety management terminology classification system in educational facilities. In addition, the standardized data utilization methods are presented from the viewpoint of 'education facility disaster safety data management', 'data analysis and insight', 'business management through data', and 'leaping into big data management'.

Analysis of Educational Services Distribution: The Case of Kazakhstan

  • KIREYEVA, Anel A.;SABDENALIYEV, Bakhtiyar;DOSZHAN, Raigul;KREDINA, Anna A.;YERMEKBAYEVA, Dinara
    • 유통과학연구
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    • 제20권11호
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    • pp.19-31
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    • 2022
  • Purpose: This research aims to analyze the educational potential and students' satisfaction with the quality of education services distribution in Kazakhstani universities. The conceptual review shows that very few studies on regional development have been able to determine the level of satisfaction with the quality of educational services depending on the university's location. Research design, data, and methodology: The research methodology is divided into two approaches descriptive analysis and qualitative data analysis. The current educational situation and the distribution of educational services in the largest Kazakh universities were studied based on the proposed approaches' use. Statistical data are taken for indicators of educational potential for 2010-2020 from the Bureau of National Statistics. The primary data were collected based on a survey for 2021-2022 in five regions of Kazakhstan. Results: The results showed that there is a gender gap between men and women and regional disparities between the regions of Kazakhstan in the coverage of higher education. The results of the sociological survey revealed that the quality of educational services depends on the territorial location of the university. Conclusions: Based on the results of the assessment of educational potential and educational services, policy recommendations and further research in this area were proposed.

The Impact of Franchise Education on Corporate Performance and CEO Competency

  • Jun-Young Lee;Gi-Hwan Ryu
    • International Journal of Internet, Broadcasting and Communication
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    • 제15권3호
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    • pp.24-31
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    • 2023
  • The purpose of this paper is to divide franchise education and restaurant education programs into three factors: educational content, educational techniques, and educational environment. After completing the franchise curriculum, we will identify what educational programs affect corporate performance and CEO's capabilities. A total of 99 copies were used as statistical analysis data by conducting a survey of those who completed the training from May 01 to May 15, 2023. The survey used the Likert 5-point scale, and for data analysis, hypothesis verification was conducted using frequency analysis, demographic analysis, and reliability analysis using SPSS23. As a result, it was confirmed that all three factors of franchise education are factors that affect performance and competency. Therefore, among franchise education programs, it is necessary to be faithful to the contents of education, use appropriate educational techniques, and prepare an educational environment well.

An Empirical Study for University Educational Service Satisfaction Factors

  • Choi, Kyung-Ho
    • Journal of the Korean Data and Information Science Society
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    • 제17권2호
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    • pp.279-289
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    • 2006
  • This paper concerns with the effects of the specialized projected for the local W university on education which was planned and conducted in October 2004. From the empirical study using the correlation analysis, regression analysis, and structured equation model, we found some results that educational service satisfaction was highly correlated with general instruction factor and hard ware factor less correlated. Also we investigated that university educational service satisfaction was deeply correlated with word of mouth.

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Evaluation of Predictive Models for Early Identification of Dropout Students

  • Lee, JongHyuk;Kim, Mihye;Kim, Daehak;Gil, Joon-Min
    • Journal of Information Processing Systems
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    • 제17권3호
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    • pp.630-644
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    • 2021
  • Educational data analysis is attracting increasing attention with the rise of the big data industry. The amounts and types of learning data available are increasing steadily, and the information technology required to analyze these data continues to develop. The early identification of potential dropout students is very important; education is important in terms of social movement and social achievement. Here, we analyze educational data and generate predictive models for student dropout using logistic regression, a decision tree, a naïve Bayes method, and a multilayer perceptron. The multilayer perceptron model using independent variables selected via the variance analysis showed better performance than the other models. In addition, we experimentally found that not only grades but also extracurricular activities were important in terms of preventing student dropout.

Influencing Factors for Repurchase Intention in e-Learning Sites

  • Lee, Myung-Moo;Chung, In-Keun
    • 한국전자거래학회:학술대회논문집
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    • 한국전자거래학회 2005년도 e-Biz World Conference 2005
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    • pp.96-100
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    • 2005
  • This study examines the effects of the characteristics of educational contents, brand recognition, educational management and technical support on the repurchase intention mediated by overall satisfaction, trust and commitment in e-Learning sites. A survey of experienced users was conducted to collect data. The reliability and validity of data were tested by explanatory factor analysis, Cornbach's alpha coefficient, confirmatory factor analysis and correlation analysis. Also, the structural equation mode (SEM) analysis was performed to test the usefulness of the model. The results of the study are as follows: Educational contents, educational management and technical support were found to have positive effects on overall satisfaction. And educational contents and brand recognition were found to have positive effects on trust and commitment. And trust and overall satisfaction were found to have mediating effects on repurchase intention.

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다양한 교육시설계획(敎育施設計劃)과 그 응용(應用) 가능성(可能性)에 관한 분석연구(分析硏究)(I) - 국제교육시설기구(CEFPI)의 연구활동을 통하여 - (An Analysis of Educational Facility Planning Focused on Various Career Pursuit & its Possibilities of Application - By the Research & Development of CEFPI through the data of the Journal $1984{\sim}1993$ -)

  • 유향산
    • 교육시설
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    • 제1권1호
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    • pp.9-20
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    • 1994
  • This analysis of the educational facility planning is based on the various career, with historical backgrounds from white color, blue color to steel color, idea color, related to the planning of educational curriculum for all levels (from K-12 to higher education). The results of the analysis show that an institution for the research & development of educational facilities through the researchers and practioners occupied with architectural planning, designing and with educational curriculum planning, designing of the educational environments, is timely needed. It is fortunate that function of such institute can be carried out by Korean Educational Facility Institution which enables to research and develop educational facility in collaborative with architects and educators together. CEFPI research and development findings about educational facilities can be applied to our research and development, for the various career of our future students, with the various educational plannings.

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데이터 마이닝 기법을 이용한 특성화고등학교 교육성과 분석 (An Analysis of Specialized Vocational High School's Educational outcome using Data Mining Technique)

  • 김진;용환승
    • 컴퓨터교육학회논문지
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    • 제17권6호
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    • pp.21-33
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    • 2014
  • 본 연구는 초 중등 교육정보 공시를 통하여 전국 특성화고등학교의 학교단위별 자료(2012년도)를 파악한 후 데이터 마이닝 기법을 활용해 교육성과에 대한 분석을 실시하였다. 특성화고등학교의 교육성과는 취업률, 진학률, 기능경기대회 입상성적으로 정하였다. 분석은 크게 두 가지로 나뉘는데 첫 번째, 학교현황에 따라 각 교육성과에 유의한 차이가 있는지 알아보고 두 번째, 교육활동을 포함한 학교의 세부적 사항 중 각 교육성과에 영향을 미치는 요인을 탐색하였다.

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A Study on the Comparison of Educational Effects between Convergence Majors and Single Majors in R Lecture

  • Ryu, Gui Yeol
    • International Journal of Internet, Broadcasting and Communication
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    • 제12권3호
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    • pp.18-24
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    • 2020
  • The purpose of this paper is an analysis of the difference between convergence majors and single majors in the convergence core competency and educational performance. We used survey data for the analysis of the convergence core competencies, the results of the midterm and final exams for the education performance. Analysis targets are 10 students in big data business intelligence at Seokyeong University as convergence majors and 11 students in business administration as single majors. The target course was an analysis of economic data provided in the second semester of 2019. And the lecture contents were analysis of big data using R programming. The survey was conducted on December 5, 2019. The convergence core competences were creative thinking, critical thinking, understanding convergence knowledge, problem solving ability, communication skills, cooperation ability, use of convergence tools, consideration, and responsibility. As results of homogeneity tests, we found that there was no significant difference in all competencies, but there were very significant differences in the educational performance evaluated by the midterm and final exams. Therefore we can see willingness to convergence of single majors was no different from that of convergence majors, but had not led to practice. It is desirable to activate and support convergence courses.

조리교육학원의 교육환경이 교육만족도와 행동의도에 미치는 영향에 관한 연구: 교육기간 조절효과 (The Influence of the Educational Environment of the Cooking Institute on the Educational Satisfaction and the Behavior Intention: Moderating Effect of Educational Period)

  • 이승후;서정희;이종호
    • 한국조리학회지
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    • 제23권7호
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    • pp.194-203
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    • 2017
  • The data collection and questionnaire survey were conducted from July 1, 2016, to August 30, 2016, and the final analysis was conducted with 273 copies. The collected data were analyzed using SPSS (V 23.0) and AMOS (V 21.0) programs. In order to identify the characteristics of the respondents, the frequency analysis was performed, and the reliability analysis and confirmatory factor analysis were performed for each measurement item. The conceptual reliability (CR) and standard variance extraction (AVE) values were calculated to verify the validity. Correlation analysis was conducted to measure the associations among the derived factors. For the hypothesis test, a structural equation modeling was used to test the jointness and organic causality of the whole model. In addition, an alternative model with a nested relationship with the basic model was set up to test the adjustment effect of the learner's educational environment on the educational satisfaction and behavioral intention. The purpose of the study was to examine the effect of educational environment on the educational satisfaction and behavioral intention of students at a cooking education institute in Busan. The implication of this study is that the operators of educational institutions should recognize the human factors as important means of marketing for the activation of cooking education and select instructors by applying more systematic and objective criteria when hiring instructors. Also, consideration should be given to support programs such as training programs and incentives to develop instructor's abilities. In addition, the positive educational outcomes of students may have a positive impact on financial performance, such as livelihood of other students and sales of educational institutions.