• Title/Summary/Keyword: Youth Training

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A Machine Learning-Based Vocational Training Dropout Prediction Model Considering Structured and Unstructured Data (정형 데이터와 비정형 데이터를 동시에 고려하는 기계학습 기반의 직업훈련 중도탈락 예측 모형)

  • Ha, Manseok;Ahn, Hyunchul
    • The Journal of the Korea Contents Association
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    • v.19 no.1
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    • pp.1-15
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    • 2019
  • One of the biggest difficulties in the vocational training field is the dropout problem. A large number of students drop out during the training process, which hampers the waste of the state budget and the improvement of the youth employment rate. Previous studies have mainly analyzed the cause of dropouts. The purpose of this study is to propose a machine learning based model that predicts dropout in advance by using various information of learners. In particular, this study aimed to improve the accuracy of the prediction model by taking into consideration not only structured data but also unstructured data. Analysis of unstructured data was performed using Word2vec and Convolutional Neural Network(CNN), which are the most popular text analysis technologies. We could find that application of the proposed model to the actual data of a domestic vocational training institute improved the prediction accuracy by up to 20%. In addition, the support vector machine-based prediction model using both structured and unstructured data showed high prediction accuracy of the latter half of 90%.

Development and Application Effect of Entrepreneurship Education Program for Teachers (창업 교육 역량 강화 프로그램 개발 및 적용 효과)

  • Baek, MinJung;Kang, Kyoung-Kyoon;Yoon, Eunjin
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.12
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    • pp.532-540
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    • 2018
  • The purpose of this study is to develop a training program for teachers to improve their entrepreneurial education competency for teenager entrepreneurship education. In order to achieve this objective, the training program was developed through a literature review and input from professionals. In addition, to verify field appropriateness of the entrepreneurship program for teachers, teachers participated in the program and a satisfaction survey was conducted. Results of this study are as follows. First, this study developed teaching contents and methods for entrepreneurship education which included 4 hours of online education and 26 hours of off-line education, for a total of 30 hours. Second, for verifying the applicability to schools and its effects, the satisfaction of training was examined using 88 teachers that participated in the entrepreneurship education program. Results found the satisfaction level was rated 4.58 for the curriculum suitability and 4.67 for the effectiveness of class contents, indicating that teachers were very satisfied with the training program and contents.

A Study on the Current status and the Educational Needs of Entrepreneurship Education Program : Focused on Elementary and Secondary School Teachers (초·중등 기업가정신 교육 현황과 교육요구도 분석: 초·중등 교사를 대상으로)

  • Baek, Min-Jung;Kang, Kyoung-Kuen;Yi, Bum Jin
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.12
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    • pp.564-574
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    • 2017
  • This study reviews the current status of entrepreneurship education programs in elementary and secondary schools, and analyzes the following educational needs among teachers. We have made the following conclusions from the study. First, career development teachers shared a strong need for entrepreneurship education programs. Second, the programs provided by these teachers were substandard despite the strong need expressed. In particular, insufficient training period and incentives were provided to teachers involved in the programs, and the teachers exhibited low standards in job specialization and class evaluation abilities. Third, the awareness of people involved in the education scheme was most critical in the cultivation and activation of entrepreneurship educations-according to the Borich educational demand calculations comparing the required and actual entrepreneurship education standards. In summary, the general educational conditions, such as the teachers' job specialization, educational support and environment, and partakers' awareness, were lacking in entrepreneurship education programs aimed at the youth. To stimulate the programs' effectiveness, teachers must be better trained; the programs should be better advertised; and specialization should be cultivated during training. Furthermore, the government's support towards program development and diversification through appropriate policies should aim to help the education's recipients in their proactive career development during the current 4th industrial revolution.

An Empirical Study on Factors Impacting Operational Performance of Technology Commercialization Support Programs (기술사업화 지원사업의 운영성과에 영향을 미치는 요인에 관한 실증연구)

  • Yang, Jong-Gon;Kim, Jin-Gyu
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.4
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    • pp.190-200
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    • 2020
  • This study examined the effectiveness of the 'Youth Technology Transfer Specialist Training Project' for students of natural sciences and engineering colleges implemented using a 2018 revised supplementary budget. The cause and effect research model composed of project satisfaction, results of employment, and start-up. Five factors were developed based on a literature review. A total of 2,363 questionnaires were collected through 66 Industrial-Academic Cooperation Groups participating in the Youth TLO (Technology Licensing Officer) program for an empirical test. SPSS 23.0 was used to analyze the obtained data empirically and verify the hypotheses. The result of the analysis showed that the following five independent factors were significant for the program satisfaction as well as the program satisfaction for the performance of employment and start-up: 1) project operation-related recruitment and selection, 2) training support, and 3) working conditions, 4) control of the project, and 5) activity support. This study verified the level of satisfaction with the program empirically using comprehensive data. In terms of practical implications, improvement of operational programs helps improve program satisfaction, and in turn, results in improvement of employment and start-up of youth to achieve the goals of government.

Determination of performance level using achievement goal orientation and self-management test: for youth soccer players (성취목표성향과 자기관리 검사를 이용한 경기력 수준 판별: 청소년 축구선수를 대상으로)

  • Kim, Deokjin
    • The Journal of the Convergence on Culture Technology
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    • v.8 no.1
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    • pp.59-66
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    • 2022
  • This study was conducted to find out whether excellent and non-excellent players could be distinguished by the achievement goal orientation(task-orientation, ego-orientation) test and the self-management(physical, interpersonal, training, mental management) test targeting youth soccer players. The subject of this study were 299 players(144 middle school students, 155 high school students) including 131 representative players by age and 168 general players who registered with the Korea Football Association. The questionnaires for data collection include the Task & Ego Orientation in Sport Questionnaire(TEOSQ) developed by Duda and Nicholls(1989) and the athlete self-management questionnaire(ASMQ) developed by Heo Jeong-hoon(2003) was used. For data analysis, frequency analysis, factor analysis, reliability analysis, and discriminant analysis were performed using SPSS 23 version. As a result of analyzing the data, task orientation and ego orientation, which are sub-factors of achievement goal orientation, were both confirmed as tests that did not discriminate between excellent and non-excellent players. On the other hand, the self-management test was confirmed as a test that can discriminate between excellent and non-excellent players in body management, training management, and mental management excluding interpersonal management among the sub-factors of self-managemnet. In particular, among self-management, mental management was identified as the most important factor in discriminating between excellent and non-excellent athletes.

Issues and Challenges of Technical Education and Vocational Training (TEVT) in Nepal (네팔의 공업교육과 직업훈련의 쟁점 및 과제)

  • Basnet, Kul;Eun, Tae-Uk;Kim, Jinsoo
    • 대한공업교육학회지
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    • v.34 no.2
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    • pp.379-395
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    • 2009
  • In Nepal, unemployment and underemployment rate is very high among the youth between 15-24 ages. Generally people tend to discourage acquisition of skills for a career. Access to skill training is limited, especially for the poor, women, and disadvantaged, and the quality of skills training is variable and often not linked to market needs. Strengthening the technical education and vocational training (TEVT) sector to deliver more relevant and market oriented training is essential. To improve the country's pool of technical skilled manpower and unemployment problem, the government has attempted various programs in the last two decades to institutionalize technical education and vocational training. These had initially mixed results mainly due to poor organization and management of the TEVT sector, lack of proper linkage between the training programs and the needs of the labor market, lack of proper equipment and instructional materials and inadequately trained instructors. Council for Technical Education and Vocational Training (CTEVT) as a leading organization in TEVT sector of Nepal should focus on community-based vocational trainings for the purpose of reducing poverty in grassroots level addressing excluded and marginalized groups. It is a big challenge as well as opportunity for CTEVT and TEVT professionals.

Characteristics of Motorcycle Crashes of Food Delivery Workers

  • Byun, Jong Han;Jeong, Byung Yong;Park, Myoung Hwan
    • Journal of the Ergonomics Society of Korea
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    • v.36 no.2
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    • pp.157-168
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    • 2017
  • Objective: This study aims to understand the motorcycle accident characteristics of food delivery workers and to present basic guidelines on accident prevention through accident. Background: It is known that food delivery workers have a high ratio of self-employed and youth workers, and occupations with frequent disasters. Therefore the occupation is known to really be in need of accident prevention policy. Method: This study analyzed the data of motorcycle crashes of 1,310 food delivery workers that have been approved as on-duty industrial crashes since 2015. The accident characteristics were examined by dividing them into driver related factors and accident related factors. Results: Among the motorcycle crashes of food delivery workers, 99.2% of the victims were males, 82.6% had less than six months of work experience. 76.2% of the victims were employed by the companies with less than five workers. In addition, there was a difference in accident characteristics according to age, type of cuisine, accident time of the day, injured organs and injured body part. Conclusion: The results of this study can be used as baseline data to devise systematic measures to prevent motorcycle crashes of food delivery workers. Application: Preventative measures for novice young part time workers including safety education/training need to be established.

A Study on Participation of Korean a university graduate at Youth TLO Applying the Expectancy Theory (국내 대학 졸업생의 기대이론을 적용한 청년TLO 참여연구)

  • Yang, Jong-Gon;Kim, Jin-Gyu
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.5
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    • pp.200-212
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    • 2019
  • The purpose of this study is to examine the motivational factors of university graduates participating in 'Youth Technology Transfer Specialist Training Project(Youth TLO)' by applying Vroom's expectancy theory. Moreover, it is verified that the effect of actual participation behavior and individual performance improvement for the university graduates in Gyeonggi-do, Busan regions. The motivation factors were consisted of valence, instrumentality, and expectancy. An empirical analysis was conducted of the effects on the verification of the demographic characteristics of the target, the behaviour of personal business participation in the Valence and Force model, and the improvement of performance. Three results were inferred from 322 collected data as follows; First, comparative analysis about expectancy, which related to work experience, according to demographic characteristics such as gender, residence, age, and employment period revealed no significant differences in mean value, except career duration. Especially, the university graduates in 'Youth TLO' who had internship experience had the highest level of recognition for the expectancy. Second, both of valence and force model had influence on participation behavior and performance improvement. Notably, determination of coefficient for the valence model were higher than those for the force model. Third, level of mediation effects for the valence model were higher than those for the force model in respect of direct, indirect, and the total. Moreover, it was verified that the three motivation factors could improve individual performance and participation behavior had partial mediation effect.

The moderate effects of father's attachment between self-esteem and adolescents' internalizing problem behavior -Focusing on the male students- (자아존중감과 청소년 외현화 문제행동 간의 영향과 아버지애착의 조절효과 연구-남학생을 중심으로-)

  • Kim, Min Joo;Ji, Eun Gu;Jo, mi jeong
    • Asia-pacific Journal of Multimedia Services Convergent with Art, Humanities, and Sociology
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    • v.6 no.8
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    • pp.63-72
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    • 2016
  • The main purpose of this study was to empirically validate whether a factor in reducing youth externalizing problem behaviors impact analysis and affection between father and youth self-esteem externalizing problem behavior through effective regulation. The survey was conducted by the researcher who visits the school to collect the sample data by random sampling method on 336 male students at D area. After delating the 38 insincere questionnaires, final 298 data were analyzed. Using SPSS 21.0, the simple correlational analysis was conducted to decide the relationship among the variables and in order to know the reciprocal model, hierarchical multiple regression analysis was implemented. The results showed the esteem and the affection his father on a statistically significant effect on youth externalizing problem behavior, father attachment had the effect of regulating the relationship between self-esteem and externalizing problem behavior. Through these results through the self-esteem Improvement Plan of the Father and the love of young people and to promote a proposal for reducing externalizing problem behavior.

Design and Implementation of Smart phone-based Records Management Application for Sports Clubs (운동부 지도자들을 위한 스마트폰 기반 기록관리 어플리케이션의 설계 및 구현)

  • Ha, Tai-Hyun;Kim, Se-Min
    • Journal of Digital Convergence
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    • v.10 no.11
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    • pp.395-402
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    • 2012
  • This study has been conducted to design and implement smart phone-based application which can keep records effectively to improve athletes' ability. To boost their performance, they need to receive training as realistic as possible. As a way to do that, training should be performed with some fitness equipments, sporting apparatus, facilities, and conditions. However, it is also possible to improve their ability by motivating athletes with checking and recording their performance. This study ascertains that using scoring records actually motivates athletes when comparing the result of youth basketball team using the records keeping system with that of not using it. Accordingly, smart phone-based records keeping application has been designed and developed. Also, through a survey targeting athletic coaches who have used the system, training efficiency has been measured and it turns out that it actually motivates athletes to improve their abilities.