• Title/Summary/Keyword: degree of guidance

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Designing a Employment Prediction Model Using Machine Learning: Focusing on D-University Graduates (머신러닝을 활용한 취업 예측 모델 설계: D대학교 졸업생을 중심으로)

  • Kim, Sungkook;Oh, Chang-Heon
    • Journal of Practical Engineering Education
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    • v.14 no.1
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    • pp.61-74
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    • 2022
  • Recently, youth unemployment, especially the unemployment problem of university graduates, has emerged as a social problem. Unemployment of university graduates is both a pan-national issue and a university-level issue, and each university is making many efforts to increase the employment rate of graduates. In this study, we present a model that predicts employment availability of D-university graduates by utilizing Machine Learning. The variables used were analyzed using up to 138 personal information, admission information, bachelor's information, etc., but in order to reflect them in the future curriculum, only the data after admission works effectively, so by department / student. The proposal was limited to the recommended ability to improve the separate employment rate. In other words, since admission grades are indicators that cannot be improved due to individual efforts after enrollment, they were used to improve the degree of prediction of employment rate. In this research, we implemented a employment prediction model through analysis of the core ability of D-University, which reflects the university's philosophy, goals, human resources awards, etc., and machined the impact of the introduction of a new core ability prediction model on actual employment. Use learning to evaluate. Carried out. It is significant to establish a basis for improving the employment rate by applying the results of future research to the establishment of curriculums by department and guidance for student careers.

Relationship between Mental health and Social Support of Junior College Students (전문대학생(專門大學生)의 정신건강(精神健康)과 사회적(社會的) 지지(支持)와의 관련성(關聯性))

  • Kim, Sung Young;Cha, Byeong Jun;Park, Jae Yong;Kam, Sin
    • Journal of the Korean Society of School Health
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    • v.8 no.2
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    • pp.277-291
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    • 1995
  • The study was designed to grasp the mental health of junior college students and identify the relation between mental health and social support. The subjects for this study were 781 sophomores attending T junior college in Taegu. The data were collected through questionnaire during the period from september 10,1993 to september 24, 1993. The results of this can be summarized as follows: In mental health the average mark was 1.94 on the basis of 5 marks. Those whose mark was more than 75% (low) had Depression(8.7%),Obsessive compulsive reaction(5.2%) Anxiety(3.6%). In social support, the average mark was 3.03 on the basis of 4 marks, which showed comparatively high support; relationship with friends was 75.4%, companionship was 75.4%, and mutual understanding was 72.3%. Many students got more than 75% in total marks. In the state of mental health, there was a significant difference depending on sex, total income, the character and the attitude toward his parents. There is also an unusual difference in social support depending on the major subjects, the character, the problem at present and the attitude toward his parents. In mental health, both male and female students got higher marks in Depression, Obsessive compulsive reaction than in any other item. In social support level all students had a high support in the relationship with friends and mutual understanding. Those who are affectionate to and dependent on their parents had a tendency to have better mental health. The simple correlation modules between social support mark and mental health one was -0.5555 and the partial correlation modules of controlling sex, age, growth place was -0.5557. There was little difference between them. In mental health items Interpersonal sensitivity was highest correlated with social support and Somatinization was lowest correlated. There was a significant correlation between mental health and social support: the higher social support were, the better mental health was. In conclusion, the study showed that the relationship between the social support and the mental health level revealed a significant correlation. In social support Expressive support (companionship support, mutual understanding support) showed a higher degree of support than instrumental support(monetary support, demand support). Therefore, in the guidance of students, it is necessary to expand expressive support considering these respects. Further multidimensional study is needed on how to improve the mental health of junior students through the social support.

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Analysis of Teaching Behavior and Visual Attention according to Teacher's Career in Elementary Science Inquire-based Class on Respiration (탐구형 초등과학수업 '호흡' 차시에서 교사의 경력에 따른 교수행동 및 시각적 주의 분석)

  • Kim, Jang-Hwan;Shin, Won-Sub;Shin, Dong-Hoon
    • Journal of Korean Elementary Science Education
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    • v.37 no.2
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    • pp.206-218
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    • 2018
  • The purpose of this study is to analyze the teaching behaviors and visual attention according to teacher's career in Elementary Science Inquire-based Class. Participants were four elementary school teachers in Seoul. They were all in grade 5 and taught science. According to the experience of elementary science education, two novice teachers and two expert teachers were identified. Participants taught Respiration in the 'Structure and Function of our Body' in the elementary science fifth grade. The mobile eye tracker used in this study is SMI's ETG 2w, which is a binocular tracking system. In addition, a video camera was installed behind the classroom to record the entire class. We recorded all the contents of the recorded video and analyzed the results. In this study, the actual practice time, participant's visual attention, and decentralized attention ability were analyzed by class phase. The results of the study are as follows. First, there was a difference between planned class time and actual practice time. The novice teachers were having difficulty in reconstructing the contents of education, and the expert teachers were reconstructing the curriculum and interacting with the students with high understanding and application of the curriculum. There were many differences between the novice teachers and the expert teachers in the tour guidance to confirm student activities. Second, if we look at the visual attention on the area related to teaching and learning by class phase, the novice teacher concentrates all the steps in a specific area, expert teachers showed an equal visual attention to meaningful areas of teaching and learning activities. Third, there was a statistically significant difference in activities 1-1, 1-2, 2-1, and 2-2 when the participants' decentralized attention ability. Expert teachers frequently checked students' understanding and interests. There was a lot of interaction with students. It is also shown through the decentralized attention ability that the novice teachers concentrate on a specific area, and the expert teachers have a high degree of decentralized attention ability and visual attention evenly.

A Study on On-The-Job Training Effects Based on the Perceptions of Employees from the Specialized High School (특성화 고교 출신 취업자의 인식에 기초한 현장 실습 효과 연구)

  • Ahn, Jae Yeong;Lee, Byung Wook
    • 대한공업교육학회지
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    • v.38 no.1
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    • pp.145-161
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    • 2013
  • The purpose of this study is to provide the basic data necessary to improve the planning and operations for an effective on-the-job training (OJT) by analyzing educational effects and deciding on a career for employment (DCE) effects of OJT based on the perceptions of employees from the specialized high school (SHS). The survey was performed with 301 employees who are working in the industrial institutions including the OJT, among the nation's specialized technical high school graduates. 240 questionnaires were analyzed. The major results of this study are as following. First, the effects of OJT are as following. The OJT have educational effects such as the improvement of job ability and adaptability to workplace, refinement of working life, and career guidance. However, the OJT almost don't have educational effects for contents in relation to the majors in SHS. The OJT had basic DCE effects on graduates, and consistently have had them since they graduated from SHS. Second, the difference of OJT effects by employees' background variables is as following. By the gender, the OJT have more educational effects and DCE effects on male than female. By the types of career decision before taking part in the OJT, the OJT has more educational effects and DCE effects on employees with a high degree of career decision. By the working life satisfaction, the higher working life satisfaction, the higher OJT effects. Therefore, the OJT should be operated to make students feel satisfied with the OJT in order to correspond with the purpose of specialized high school - cultivating talent in specific areas.

A Study on Current Status of English Education for Toddlers and Influential Variables upon Mothers' Demand (영아영어교육 실태 및 영아어머니의 영아영어교육 요구에의 영향 변인 분석)

  • Chun, Hui Young;Seo, Hyun Ah;Jwa, Seung Hwa;Bae, Mi Sook
    • Korean Journal of Childcare and Education
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    • v.7 no.3
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    • pp.43-65
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    • 2011
  • The purpose of this study was to investigate the current status of English education for toddlers at home and institutes, and influential variables upon mothers' demand on English education for their toddlers. Four hundred forty-one mothers who have toddlers under 36 months-old were surveyed using a questionnaire. Data were analyzed using frequency and logistic regression. Results of this study were as follows: It was found that 30.9% of mothers were providing English education to their toddlers. They started English education when their toddlers were between 24 months and 36 months because of parents' decision or English education in child care centers. English education was mostly given to their toddlers once or twice a week, less than 30 minutes a time with Korean teachers who majored in English. English lessons were focused on simple dialogue using multi media, worksheets, and workbooks. In other sense, 66.0% of mothers showed a positive perspective toward English education for toddlers. The higher salary, years of education, and degree of agreement on English education based on physiological, linguistic, and social perspectives were, the stronger the demand on English education was. Results of this study suggested that appropriate guidance for English education for toddlers needs to be provided.

A Study on the IPA of Nursing Students' Major Satisfaction and Importance Perception and Performance of Public Health Center Practice (간호대학생의 전공만족도와 보건소실습 중요도 인식과 수행도의 IPA에 관한 연구)

  • KIM EUN JAE
    • The Journal of the Convergence on Culture Technology
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    • v.9 no.4
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    • pp.39-49
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    • 2023
  • This study data were collected from 217 nursing students in J city to analyze major satisfaction and awareness of the importance of practice and performance of nursing students' practice at the public health center, and to identify improvement plans for the practice contents of the health center. The collected data was analyzed using SPSS WIN 25.0, and the research results showed that there was a positive correlation (r=.55, p<.001) between major satisfaction and public health center clinical practice performance, and the sub-factors of performance It showed positive correlation with all (r=.41~.54, p<.001). In particular, among the sub-factors, Internal growth through practice and Correlation with the actual application of theory were highly correlated (r=.54~.56, p<.001). In order to improve nursing students' satisfaction with their major, theoretical study should be preceded, and through area analysis, in order to obtain satisfaction through identity and internal growth of nursing students while practicing health center practice, practice instructors during health center practice Establish various networks, do our best to communicate smoothly with nursing students, and strive to present opinions through meetings with practice institutions before and after practice to improve the community health center practice environment. Also, nursing college students In order for the public health center practice to be carried out smoothly, practice guidance instructors drew improvement points that nursing college students need prior learning related to practice before practicing health center practice.

Optimization of Contaminated Land Investigation based on Different Fitness-for-Purpose Criteria (조사목적별 기준에 부합하는 오염부지 조사방법의 최적화 방안에 관한 연구)

  • Jong-Chun Lee;Michael H. Ramsey
    • Economic and Environmental Geology
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    • v.36 no.3
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    • pp.191-200
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    • 2003
  • Investigations on the contaminated lands due to heavy metals from mining activities or hydrocarbons from oil spillage for example, should be planned based on specific fitness-for-purpose criteria(FFP criteria). A FFP criterion is site specific or varies with situation, based on which not only the data quality but also the decision quality can be determined. The limiting factors on the qualities can be, for example, the total budget for the investigation, regulatory guidance or expert's subjective fitness-for-purpose criterion. This paper deals with planning of investigation methods that can satisfy each suggested FFP criterion based on economic factors and the data quality. To this aim, a probabilistic loss function was applied to derive the cost effective investigation method that balances the measurement uncertainty, which estimates the degree of the data quality, with the decision quality. In addition, investigation planning methods when the objectives of investigations do not lie in the classification of the land but simply in producing the estimation of the mean concentration of the contaminant at the site(e.g. for the use in risk assessment), were also suggested. Furthermore, the efficient allocation of resources between sampling and analysis was also devised. These methods were applied to the two contaminated sites in the UK to test the validity of each method.

Soil Management Measures for Continuous Melon Cultivation in Plastic Film House (참외 연작장해(連作障害) 대책(對策)을 위(爲)한 효과적(效果的)인 토양관리(土壤管理))

  • Chun, Han-Sik;Kang, Sang Jae;Park, Woo Churl
    • Korean Journal of Soil Science and Fertilizer
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    • v.30 no.4
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    • pp.351-356
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    • 1997
  • This experiment was aimed to find out the measures or soil managements in continuous melon cultivation and to produce the high quality of yellow melon in plastic film house culture. The experiment was designed with surveying of farmer's field and conducted for 4 years. The most effective measure of soil managements was to cultivate paddy rice in June after harvesting the melon and next ways were treated with submergence or the plastic film for 40days during the period of high temperature of summer and plowed over 50cm depth with plough machine. To decrease the soil problems in continous cultivation, the addition of red earth soil of 500M/T per 10a with increasing the application rates of rice straw and fertilizer (N, P, K) in 30% and 10% respectively was effective in plastic film house culture. The effect of soil amendment application was continued for two years at least and it increased the commercial quality and sugar content in brix of yellow melon in 10% and 2.6 degree respectively.

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Preference and Service Satisfaction of Campsite Visitors - Focus on Wolaksan.Sokrisan National Park - (야영장 이용객의 선호요인과 이용 만족도 - 월악산.속리산국립공원을 중심으로 -)

  • Ryu, Jae-Seung;Kim, Ha-Jong;Kim, Jin-Seon
    • Journal of the Korean Institute of Landscape Architecture
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    • v.37 no.3
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    • pp.11-20
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    • 2009
  • The purpose of this study is to analyze visitor preferences and the degree of service satisfaction for campsites and investigate factors that influence visitor satisfaction so that the study may provide proper data needed to build and operate campsites. The results are as follows. 1. It was found that men use campsites more frequently than women. Campsites are most often used by those in their thirties, the highest percentage out of all the age groups. Relaxation proved to be the main purpose for using campsites. It was also found that usually 2 to 4 people use a campsite at a time, the highest percentage as well. 2. The factor-analysis of 13 items related to campsite satisfaction can be divided into facilities, psychological factors, the surrounding-environment and access. 3. It was found that the satisfaction of lavatories has the most influence in the facilities factor. The satisfaction on the intention to revisit has the most influence in the psychological factor. The landscape element has the most influence in regards to the surrounding-environment and the guidance and sign system has the most influence in the access factor. 4. It was found that the factors that most influence overall satisfaction are facilities factor, psychological factors and the surrounding environment, in that order.

An Empirical Study on the Determinate Factors and Performance of Corporate R&D Outsourcing (기업의 연구개발 아웃소싱의 결정요인과 성과에 관한 실증적 연구)

  • Hwang, Yong-Sik
    • 한국벤처창업학회:학술대회논문집
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    • 2009.10a
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    • pp.111-138
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    • 2009
  • This research focuses on what factors determine firm's decisions on R&D outsourcing and how R&D outsourcing affect R&D performance. In recent years many firms outsource R&D activities instead of internalizing it. Thus, further investigation is necessary to find out this recent trend. Based on several theoretical background the study developed three determining factors of R&D outsourcing which are transactional level, firm level, and risk level. Transactional level composes of independent variables such as R&D cost saving, asset specificity and uncertainty which mainly comes from Transaction Cost Economics theory. Firm level composes of openness to technology from outer source, R&D capability, and outsourcing experience. Risk level composes of technological risk, cost-related risk and managerial risk. The result shows that R&D outsourcing is significantly related to cost saving aspect, low asset specific firms, firms without solid technological background, firms which are open to external technology, firms with other types of outsourcing experience, and firms which take technological risks. However, proposed relationship between degree of R&D outsourcing and R&D performance found out to be insignificant. This research is contribute to the field of outsourcing study since it will give guidance to managers who need to make strategic decisions on R&D outsourcing activities.

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