• Proceedings of the Korean Society of Computer Information Conference
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• 2022.01a
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• pp.9-10
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• 2022

본 논문에서는 딥러닝을 활용하여 취업준비생들의 데이터에 의하여 취업 가능 여부와 그에 따른 유용한 정보들을 얻기 위한 시스템을 제안한다. 취업 가능성이 성공적으로 평가된다면 예비 사회인, 취업준비생, 대학생들이 미리 취업 준비가 어느 정도 이루어졌는지 본인의 위치를 평가할 수 있으며 강점과 약점을 파악할 수 있을 것이다. 본 연구를 위해 취업생 및 취업준비생 데이터를 포함하는 CSV파일을 생성하였고, 딥러닝을 활용하여 유용한 정보들을 추출해내는데 성공했다. 이를 통해 취업 가능성 예측 프로그램은 취업준비생들과 기업의 인사관리자들에게 커다란 이점을 제공할 수 있을 것으로 보인다. 더 나아가 이 프로그램은 기업 구성원들의 업무능력을 평가할 수 있는 프로그램으로도 활용할 수 있을 것으로 사료된다.

• Journal of Labour Economics
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• v.24 no.1
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• pp.207-230
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• 2001

This paper uses the Korean Labor Panel data to investigate changes in the employment types of male workers following their job changes with the classification of workers into three categories: regular wage workers, non-regular wage workers, and self-employed workers. It also estimates a competing-risks hazard model to analyze the determinants of employment types of workers. The results show that the type of employment of a worker at an immediate previous job has a critical importance in determining his employment type at a new job and that the types of employment at jobs other than the immediate previous job also play some role in determining the type of employment at a new job, although their impact declines as the number of intervening jobs increases. A job loser, who worked as a non-regular worker at his immediate previous job, for example, is considerably less likely to find a regular job, but more likely to get reemployed at another non-regular job than one who worked as a regular worker at his immediate previous job. Similarly, a worker who quit self-employment is much less likely to find a regular job but more likely to restart his own business than one who worked as a regular worker at his immediate previous job. These findings suggest that it is not easy at all for a worker who worked as either a non-regular worker or self-employed worker to become a regular worker, although it might be premature to assert that non-regular jobs or self-employed jobs are dead-end jobs. Another interesting finding of this analysis is that a high unemployment rate lowers a probability of reemployment at either regular jobs or self-employed jobs, but raises a non-regular job reemployment probability, which strongly implies that as labor market conditions become adverse to workers the proportion of non-regular employment can rise rapidly.

• Journal of the Korean Data and Information Science Society
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• v.25 no.4
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• pp.727-736
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• 2014

The fundamental concerns of this paper are to analyze the effects of some characteristics on the employment of new college graduated students in viewpoint of data visualization. We use individual and department characteristic data of K-university graduated students in 2010. We apply multiple correspondence analysis, decision tree analysis, association rules and social network analysis for data visualization. The results of the analysis are summarized as follows. First, an analysis of the determinants of employment shows that GPA, department category, age and number of majors, recruiting time affect the employment rate. Second, higher GPA and natural category of department positively affect the employment rate. Finally, low age, single major and early recruiting time also positively affect the employment rate.

• Proceedings of the Korean Society of Computer Information Conference
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• 2023.01a
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• pp.195-197
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• 2023

본 연구의 목적은 청년 대학 졸업자 취업 성공 요인 분석과 수도권과 비수도권의 결정 요인 비교를 통해 대학의 취업 지원을 전략과 방향을 제시하는 것이다. 이를 위해 2019년 대졸자 취업경로이동조사 자료를 활용하여 개인특성, 학교특성, 진로선택 및 취업프로그램 참여, 취업 준비 활동 경험을 독립변수로 하고 취업 성공 여부를 종속변수로 하여 취업 성공 요인을 분석하였다. 그 결과, 서울·수도권 대졸자는 개인특성 중 연령, 부모자산, 어학연수 경험이 취업 성공(+) 요인이었고, 대학특성은 2~3년제 대졸자가 4년제, 교육대 대졸자 보다 취업성공 가능성이 높았다. 진로선택 및 취업프로그램 참여 중 직장체험, 면접·이력서 작성이 취업 성공(+)요인으로 직업심리검사는 취업 성공(-) 요인으로 나타났다. 취업준비활동 경험 중 SSAT 자격증, 공모전 수상, 대외활동, 이력서·면접훈련은 취업 성공(+) 요인으로 졸업 전 구직활동, NCS 준비, 외모관리는 취업 성공(-)요인으로 나타났다. 반면, 비수도권 대졸자는 개인특성 중 연령, 부모자산이 취업 성공(+)요인이었고, 2~3년제 대졸자가 4년제, 교육대 대졸자 보다 취업성공 가능성이 높았다. 진로선택 및 취업프로그램 참여 중 직장체험, 면접·이력서 작성이 취업 성공(+)요인으로, 직업심리검사, 기업채용설명회는 취업 성공(-)요인으로 나타났다. 취업준비활동 경험 중 봉사활동, 공모전 수상, 대외활동, 모의면접은 취업 성공(+)요인이었고, 졸업 전 구직활동, 자격증, 외모관리는 취업 성공(-)요인이었다. 이를 바탕으로 4년제 대학의 비교과 활동 강화, 취업환경과 유사한 실무능력 배양 교육, 면접·이력서 작성 등 실제적 취업지도 프로그램 시행을 제시하였고, 봉사활동, 대외서포터즈, 공모전 등 취업처에 실무능력을 보여줄 수 있는 실무활동 참여를 지원하는 방안 등을 제시하였다.

• Journal of vocational education research
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• v.37 no.2
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• pp.77-99
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• 2018

The purpose of this study was to investigate the employment possibility of the humanities college graduates to science and engineering field occupations, and to identify the occupational characteristics related to employability perceived by workers. To do this, basic statistical analysis, correlation analysis, and hierarchical multiple regression analysis were conducted using the data surveyed on 2,600 workers in the science and engineering field in the 'Research on Korean Occupational Index for Career and Employment Service(2017)'. The main results are as follows. First, the employment possibility of the humanities college graduates to science and engineering field was low, except for some occupations in the information communication, manufacturing and processing fields. Second, the occupational characteristics affecting the employment possibilities of the humanities college graduates to science and engineering field are as follows: low importance of the final education, low importance of the major, low importance of qualification, high importance of vocational training, easy to return after the career break, high level of gender equality, high level of pleasant work environment, high employment retention, easy to self-employment or start-up, and increasing number of jobs. Based on the results of this study, to support employment of humanities college graduate from the occupational aspect, it is necessary to find out some detailed jobs or to develop convergence occupations. At this time, it is possible to utilize the occupational characteristics factors that increase the employment possibility of humanities college graduates to science and engineering occupations.

• Korean Journal of Social Welfare
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• v.59 no.4
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• pp.35-61
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• 2007

This study examines the determinants of employment and wage of new college graduates by using Youth Panel Data(2003-2005) of the Work Information Center, and seeks assignments for mitigating unemployment and wage disparities of new college graduates. Results are summarized as follows. First, an analysis of the determinants of employment shows that the Kyunggi Inchon district in school locations, higher school records, and qualification certificates positively affect the employment rate, while the private college group in the non-capital area negatively affects the employment rate. Second, an analysis of determinants of standard employment demonstrates that the Kyunggi Inchon district in school locations, higher school records, qualification certificates, and the major group of medical science, pharmacy, nursing science and health science, and the major group of education positively affect the employment rate, while the private college group in the non-capital area, the junior college groups in the capital and non-capital areas negatively affect the employment rate. Third, an analysis of determinants of nonstandard employment shows that the junior college graduation in scholarly attainments, the junior college groups in the capital and non-capital areas positively affect the employment rate, while the private college group in the non-capital area negatively affects the employment rate. Fourth, an analysis of the determinants of wages demonstrates that male in sex, the older in ages, the major group of medical science, pharmacy, nursing science and health science, and the major group of education positively affect the wages, while nonstandard employment, Kyunggi Inchon and Cholla districts in school locations negatively affect the wages. These results suggest several implications. First, college education should be reformed to cultivate professional manpower who are required by industries. Second, alternative measures to mitigate sex discrimination in labor markets should be prepared. Third, the process of attaining qualification certificates should be reformed in order that it is actually connected to the abilities of work performances and the improvement of productivity. Fourth, a locally balanced development must be realized through the decentralization of industries. Fifth a systematic and comprehensive program need to be prepared to promote the employment of new college graduates.

• Journal of Labour Economics
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• v.20 no.1
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• pp.59-89
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• 1997

세계화 추세의 가속, 급속한 기술진보 및 정보화의 확산 등은 국제간의 분업구조 뿐만 아니라 국내의 산업구조 및 취업구조를 급격히 변화시키고 있다. 국내 취업구조의 변화는 산업간 직업간 취업비중을 모두 변화시키고 있어 고용의 양적 측면은 물론이고 질적 측면에서도 큰 변화가 예상된다. 그러므로 중장기적인 노동력수요 예측은 향후 인력양성의 방향과 체계를 결정하는 데 중요한 지표가 될 뿐만 아니라 노동시장 정책에 있어서도 반드시 필요한 자료가 되고 있다. 따라서 본 연구에서는 향후 노동력에 대한 중장기 수요를 일반균형적인 접근을 통하여 산업별 직업별로 예측하고 이 예측결과에 따른 향후 노동시장 및 인력정책의 방향을 제시하는 데 있다. 본 연구에서는 기존의 연구들이 사용한 방법의 이론적 약점을 보완하면서 실증 결과의 예측성을 높일 수 있는 개선된 방법을 사용하였다. 산업별 취업자를 전망하는데 있어 기존 연구결과들은 주로 노동시장의 단일방정식만을 추정함으로써 생산요소의 수요가 비탄력적이지 않음에도 불구하고 생산요소간의 대체가능성을 무시하고 있으며, 인력수요에 중요한 결정 요인인 기술변화를 고려하지 못하고 있거나, 취업계수의 변화를 통해 기술진보의 효과를 고려한다고 하여도 기술진보가 생산요소간에 비중립적(factor non-neutral technology changes)으로 일어날 경우 요소간 대체가능성을 간과하고있다. 이러한 단점을 보완하기 위해 본 연구에서는 산업별 취업자 전망에서 노동시장의 단일방정식 추정이 아닌 일반균형에 입각한 경제 모형을 사용하였다. 또한 직종별 취업자 전망을 위해서는 일반적으로 이용되는 필요 인력량에 대한 고정계수(fixed coefficient manpower requirement)를 추정할 때 이중비례행렬모형(二重比例行列模型)을 이용하여, 산업구조의 변화로 인한 직업별 인력수요 변화가 충분히 고려되도록 하였다. 전망의 결과에 따르면 향후 우리 경제는 지식기반경제(knowledge-based economy)로 이행하고 있다고 볼 수 있다. 우선 산업구조면에서 지식집약적산업으로의 구조조정이 일어나게 되고 이에 따라 산업별 취업구조에서도 고기술산업의 취업준비중이 급속히 증가하게 된다. 직업별 취업분포에 있어서도 전문기술직 행정관리직 등의 고숙련 사무직의 비중은 크게 증가하는 반면 생산관련직과 농림어업직의 비중은 감소하게 된다. 이처럼 경제가 지식집약화되어 감에 따라 고학력자에 대한 수요는 지속적으로 증가하지만 현재 적절한 인력양성과 공급이 이루어지지 않고 있어 향후 기술이나 기능에 따른 수급부일정(需給不一政)(skill mismatch)현상이 매우 심해질 것으로 보인다. 따라서 앞으로의 인력정책에서 가장 주안점을 두어야 할 부분은 첨단기술산업과 관련된 인력의 양성에 있다고 하겠다.

• Journal of Convergence for Information Technology
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• v.8 no.2
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• pp.113-120
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• 2018

The purpose of this study is to examine if entrepreneurship that can influence entrepreneurial intention affects job-getting possibility. Particularly, this author has questingly investigated if the entrepreneurship of undergraduates who are supposed to get a job influences job-getting possibility and if sex has regulating effects on job-getting possibility. According to the results, first, undergraduates' entrepreneurship influences job-getting possibility. Second, according to sex, there is difference found in the effects of entrepreneurship on job-seeking skills and job-getting possibility. In other words, sex has significant regulating effects on job-seeking skills and job-getting possibility. Third, according to the results of comparing the mean values of two groups, upper and lower groups of entrepreneurship, regarding their job-getting possibility(work ethic, occupational exploration, & job-seeking skills) in accordance with moderating variables, female undergraduates gained significantly higher mean values than male undergraduates. Based on the results, this author suggests implications and presents proposals for follow-up research.

• Journal of the Korea Academia-Industrial cooperation Society
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• v.17 no.6
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• pp.308-314
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• 2016

The aim of this study was to identify the factors affecting the social welfare of students and the Career Stress. This study verified the complete model equation through the structure. The differences between the groups according to gender were significant. Majors Satisfaction, Career adaptability, Career Identity, Employability, ego-resilience, and Career Stress were used as variables. From the Gwangju Regional Social Welfare, 246 people were college students. The analysis was performed using Structural Equation Modeling with Latent mean analysis. The Male and Female's Majors Satisfaction, Career adaptability, Career Identity, Employability, ego-resilience, and Career Stress were similar. The impact on the path of ego-resilience and Career Stress was also similar. The Female group had a stronger impact than the ego-resilience and Career Stress Male. The Social Welfare of Students Majors Satisfaction, Career adaptability, Career Identity, Employability, ego-resilience Career Stress were different in the male and female groups.

• Journal of Labour Economics
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• v.43 no.1
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• pp.59-91
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• 2020

The recent reform of child care policy is to give priority to double-income households in the use of childcare facilities. This study analyzed the effect of the use of childcare facilities on the employment of married women under the on-going reform. Using the data from the 19th and 21st wave of the Korean Labor and Income Study, the marginal treatment effect (MTE) analysis method was used to eliminate the selection bias in which the sub-population targeted for policy is determined according to the priority when childcare demand exceeds supply. The study finds that the employment effect of married women who use childcare facilities does not differ statistically from the employment effect of married women who do not use childcare facilities.