• Title/Summary/Keyword: customized education

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A Deep Learning-based Regression Model for Predicting Government Officer Education Satisfaction (공무원 직무 전문교육 만족도 예측을 위한 딥러닝 기반 회귀 모델 설계)

  • Sumin Oh;Sungyeon Yoon;Minseo Park
    • The Journal of the Convergence on Culture Technology
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    • v.10 no.5
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    • pp.667-671
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    • 2024
  • Professional job training for government officers emphasizes establishing desirable values as public officials and improving professionalism in public service. To provide customized education, some studies are analyzed factors affecting education satisfaction. However, there is a lack of research predicting education satisfaction with educational contents. Therefore, we propose a deep learning-based regression model that predicts government officer education satisfaction with educational contents. We use education information data for government officer. We use one-hot encoding to categorize variables collected in text format, such as education targets, education classifications, and education types. We quantify the education contents stored in text format as TF-IDF. We train our deep learning-based regression model and validate model performance with 10-Fold Cross Validation. Our proposed model showed 99.87% accuracy on test sets. We expect that customized education recommendations based on our model will help provide and improve optimized education content.

Development of Customized Hygiene Management Manual for Bucheon Children Meal Supply Organization and Evaluation of Effects (부천시 어린이 급식소 맞춤형 위생 관리 매뉴얼 개발 및 효과 평가)

  • Cho, Shin-Ho;Bae, Mi-Ae;Lee, Hyun-Sun;Park, So-Hyun
    • Journal of the East Asian Society of Dietary Life
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    • v.24 no.2
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    • pp.275-282
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    • 2014
  • This study developed Bucheon customized children meal hygiene central control point (CCP) to promote practical hygiene and safety management in a children meal supply organization in Bucheon. Education was administered to 54 organizations using the developed CCP, and the study evaluated kitchen hygiene management improvement effects. When the effects of hygiene education in eight categories (CCP 1~8) were examined, total scores increased by 9.31 from $22.36{\pm}5.039$ before education to $31.67{\pm}3.262$ with a statistically significant difference (p<0.001). After CCP education, personal hygiene management, food material management, cooking management, serving management, facility and equipment management improved significantly. The result demonstrates that CCP education was effective for kitchen hygiene management. Using CCP education, overall CCP education items were significantly improved, but there was almost no significant increase in the non-relevant item of CCP education. As there was an average difference in the non-relevant item of CCP education after follow-up evaluation, CCP education had an overall effect on hygiene and safety improvement. Based on the above result, the effect could be potentiated if CCP is complemented, if a systematic hygiene management manual is developed for the nationwide children meal supply organization, and if CCP education media is continually developed along with education.

Exploring the Determinants of First Job Employment Outcomes of Engineering College Graduates (공학계열 대학 졸업자의 첫 일자리 취업성과 결정요인 탐색)

  • Lee, Jiyeon;Lee, Yeongju
    • Journal of Engineering Education Research
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    • v.25 no.5
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    • pp.12-19
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    • 2022
  • This study explored the determinants of first job employment outcomes(employment status, salary, company size) of engineering college graduates using 2018 Graduates Occupational Mobility Survey(GOMS) data. Independent variables were used as variables for personal characteristics, academic background, and job preparation efforts. The priorities and interactions between the factors determining employment outcomes were identified using the decision tree analysis. The research results are as follows. First, it was found that the most important factor in determining the 'first job employment status' was 'exam preparation(public and private company, test for teacher recruitment)' among individual's job preparation efforts. Second, the most important factor in determining 'first job salary' was 'gender' among individual characteristics. Third, the most important factor in determining the 'first company size' was the experience of 'corporate job aptitude study' among individual's job preparation efforts. Based on the results of the analysis, suggestions for establishing customized career development strategies for engineering college students were presented.

A Study on the Effect of Customized Education for Small and Medium-sized Businesses Handling Hazardous Chemicals (유해화학물질 취급 중소사업장을 대상으로 한 맞춤형 교육 효과에 관한 연구)

  • Lee, Hyo-Eun;Kim, Min-Gyu;Lee, Bong-Woo
    • Journal of the Korean Society of Industry Convergence
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    • v.25 no.6_2
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    • pp.979-986
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    • 2022
  • Chemical accidents are increasing day by day as the industry develops. To prevent such chemical accidents, Korea enacted the Chemicals Control Act. Through these laws, systematic management of chemical substances began. There are various positions in the companies. hazardous chemical supervisors, equipment and technical human, operators and employees. Chemicals-related education for each position should be provided. As a result of the survey, hazardous chemical supervisors and equipment and technical human liked the overall content of the Chemicals Control Act and the education subject on safety management standards for facilities. Conversely, the operators liked the course on how to wear personal protective equipment. The employees preferred subjects such as classification of chemical substances and prevention of chemical accidents. Currently, various modular textbooks are widely available. Rather than general education, it is necessary to select and provide customized subjects that are preferred and interested according to the position. Then it will be more effective in understanding harzardous chemical substances and in preventing chemical accidents.

Instruction Librarians' Perceptions of the Customized Bibliographic Instructions in Academic Libraries (맞춤형 이용자교육에 관한 대학도서관 사서들의 인식 조사)

  • Jung, Mijung;Kwon, Nahyun
    • Journal of the Korean Society for information Management
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    • v.31 no.4
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    • pp.133-159
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    • 2014
  • The purpose of this study was to investigate the librarians' perceptions of the customized bibliographic instructions (CBI) at four-year academic libraries in Korea. The study also examined instruction librarians' perceptions of the obstacles and the factors associated with the effective adoption and delivery of the CBI. This study conducted both a survey research method and an in depth-interview. The findings of the study revealed the librarians' perception of the obstacles and facilitators in adopting and operating the CBI, which suggests useful strategies to apply in delivering the CBI in academic libraries.

Impact of Individual's Regulatory Focus on Value Perceptions of and Willingness to Invest towards Online Mass-Customized Fashion

  • Bhaduri, Gargi;Kim, Jihyun
    • Fashion, Industry and Education
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    • v.16 no.1
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    • pp.1-18
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    • 2018
  • The purpose of this study was to investigate the influence of consumers' regulatory focus on their perceived values of the product as well as shopping process, and willingness to invest resources for online mass-customized products. Data were collected using an online survey from 251 young adult consumers, particularly those who have prior purchase experience of mass-customized products. Interpretation of results indicated that consumers' promotion regulatory focus impacted their perceived values of the product (social, emotional, monetary, and epistemic but not performance), perceived values of the shopping process (hedonic and utilitarian), and willingness to invest more money, time and effort. However, as anticipated, prevention regulatory focus had no significant influence on the dependent variables. Researchers provide crucial implications for brands of online mass-customized products to segment their market based on regulatory orientation, as well as better cater to customer demands by positioning their products as offering benefits that specifically caters to the needs of such consumers.

A study for developing a system of computer adaptive diagnosis and instruction(CADI) for tailored learning under e-learning environment. (맞춤 e-learning을 위한 컴퓨터 적응 진단 및 수업 체제 개발 연구)

  • 이중권;김성훈
    • The Mathematical Education
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    • v.43 no.3
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    • pp.291-307
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    • 2004
  • This study focused on the developing a system of computer adaptive diagnosis and instruction(CADI). This system is a conceptual model that connected learning with assesment by using new media such as computers, multimedia, and new technologies. In this conceptual model, adaptive diagnosis means tailored or customized diagnostic evaluation, and adaptive instruction implies tailored or customized instruction. The connection between learning and assesment suggests that they are closely related to determine following learning contents and learning methods. CADI's expected effect are 1) it can contribute to real learning of core concept, 2) it can enlarge the educational opportunities, 3) it can help students study by student himself and learn media literacy, 4) information for evaluation functions more essential roles, 5) it is possible to work cooperatively with any other school subject.

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A Proposal for the Education Vision for Chemical Engineering Field (화학공학분야 교육비전 수립 연구)

  • Lee, Kyu-nyo;Hwang, Ju-young;Yi, Kwang-bok;Han, Su-kyoung;Rhee, Young-woo
    • Journal of Engineering Education Research
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    • v.21 no.6
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    • pp.99-107
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    • 2018
  • The purpose of this study is to establish and propose educational vision of chemical engineering field in order to search for academic identity and future education direction in chemical engineering field. In order to achieve this research purpose, we investigate the literature and data on the vision, educational goals, and curriculum of the department of chemical engineering in domestic and foreign universities. We also analyze the SWOT of internal and external environmental factors respectively. The validity of the proposal was verified through delphi survey with delphi panels and the vision was developed by revising and improving upon the opinions of professionals. The vision is comprised of the value and mission of learning, the educational purpose, and the educational goal. The first stage is value and mission of chemical engineering. The educational purposes and the educational goals are divided into 'Department of Chemical Engineering' and 'Department of Chemical and Biological Engineering'. The application of the educational vision of chemical engineering field is as follows. First, we expect that the vision to be a valuable, philosophical, and theoretical basis for establishing educational objectives and goals in the field of chemical engineering. Hopefully, it will be used as a general education goal for the top-level education. Second, we hope that the vision will be used to develop customized vision, customized educational purpose, and educational goals that reflect the characteristics of region, departments, graduates, and educational needs in the field of chemical engineering. Finally, we hope that these results will be the starting point to discuss the educational vision in the department of chemical engineering.

Design and Implementation of the Customized Contents Organization Engine (맞춤형 콘텐츠 구성 엔진의 설계 및 구현)

  • Heo, Sun-Young;Kim, Eun-Gyung
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2009.10a
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    • pp.599-601
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    • 2009
  • In currently being adopted as a e-leaning standard, SCORM it is difficult to provide the customized contents to a learner by changing the learner's level at runtime, and to control selective studying. So, we designed and implemented the customized contents organization engine(CCOE) in order to complement SCORM's faults in this paper. The CCOE consists of a level evaluation module, a contents re-organization module and a question item selection module. A level evaluation module evaluates the learner's level based on a question item reaction theory. And a question item selection module selects some random items by each level or by considering the learner's level which is then provided to a studying before evaluation, a section evaluation, and a quiz. And then this module transmits the selected items to the contents reorganization module for providing the quiz. A contents re-organization module selects the customized contents based on the learner's level by searching the tagged difficulty to the content, and creates the sequence with the selected items and the transmitted items from the question item selection module. If proposed in this paper CCOE is applied, the higher effectiveness of learning is expected by providing the customized learning contents based on the re-evaluated learner's level by each section.

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Research on Development of a Customized Nursery School for Nurses (간호사를 위한 맞춤보육어린이집의 개발에 관한 연구)

  • Kang, Ki-Seon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.3
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    • pp.407-416
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    • 2019
  • This study is about a Customized Nursery School where working women can support work - life balance and a reduction in retirement or turnover. The research method is to identify the current status of Customized Nursery services and to recognize the recognition and need of the operation of Customized Nursery School. The importance of securing skilled nurses and preventing them from changing their jobs for the health and safety of people cannot be emphasized enough. A Customized Nursery School must be opened to reduce the retirement or change of jobs of working women nurses and to provide care for continuous work in three shifts from 365days to support the balance between the working mother and family. It is considered that nurses will put their children in relief when using retired nurses who have the ability to work 24hour rotation in a Customized Nursery School and when a Customized Nursery School be ran suited for the condition and demand of working women nurses, it is expected to reduce retirement and the change of jobs, also to give positive effect on marrige and family planning which would make improvement in low birthrate. To activate the Customized Nursery School, Creating a secure learning environment and qualification of educators great effort should be put. A program curriculum based on 'basic life and habits' should be the center of education. Continuous management and effort will need to be placed in continuous development of educators.