• Title/Summary/Keyword: Employability

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Prediction of Employability by Job Seeker Data Through Deep Learning (딥러닝을 활용한 취업준비생 데이터에 의한 취업 가능성 예측)

  • Song, Min-Jung;Song, Won-Mi;Son, Juri;Moon, Yoo-Jin
    • 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.

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Survival Analysis on Employment Rate and Employment Retention Rate of Unemployed Vocational Trainees (실업자 직업훈련생의 취업률과 고용유지율에 관한 생존분석)

  • Jeong, Sun Jeong
    • Journal of vocational education research
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    • v.35 no.6
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    • pp.39-63
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    • 2016
  • The purpose of this study was to identify the factors affecting the actual employment rate and job retention rate after completion of the training program the unemployed. Survival analysis was conducted by utilizing employment insurance status and subscription data over two years of 840 patients who finally completed a training course from 889 patients in response to survey about the training service quality in 2012. The finding of the study were as follows. First, the highest employment rate (36.8%) after the completion time was within three months, a period more than 50% of the trainees were employed within six months. While employment continued to occur even with the lapse of one year and two years after the completion point, the employment rate over time was found to decrease gradually. Second, the factors affecting employment rate after completing training, appeared teaching competency(-) among training service quality and potential employability(+), which low awareness of teaching capacity and high awareness potential employability increased the possibility of their employment. Third, the highest periods (each 22.0%, 22.3%) of employment loss rate were within three months and within three to six months, and more than 50% of the trainees have lost their unemployment insurance were less than 8.8 months. Fourth, the factors affecting job retention rates after employment, appeared relationship between teachers and students(+), a fellow student relationships(+) among training service quality and training satisfaction(+), which high awareness of teacher-student relationships, fellow student relationships and training satisfaction increased the possibility of their maintaining employment.

The application of case management for the enhancement of employability (고용능력 증진을 위한 고용서비스 사례관리 적용에 관한 연구)

  • Shim, Sun-Kyung
    • Proceedings of the Korea Contents Association Conference
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    • 2018.05a
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    • pp.159-160
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    • 2018
  • 본 연구는 고용서비스의 효과적 전달을 위한 실천방법을 제안하기 위한 것이다. 고용서비스는 고용능력 증진을 위한 것으로 고용능력 증진을 위해서는 개인요인, 개인환경요인, 외부환경요인에 대한 개입이 필요하다. 이중에서 건강, 양육 등 개인문제나 개인환경 증진을 위한 고용서비스가 강화될 필요가 있다. 또한 사례관리는 통합적고용서비스 전달을 위해 필요한 실천도구가 될 수 있고, 이를 위해서 고용지원센터는 사례관리에 대한 조직내 합의와 체계 마련이 선행되어야 할 것이다.

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The Effects of Entrepreneurship on Employability of the College Student -Focusing on the Moderating Effects of Gender- (대학생의 기업가정신이 취업가능성에 미치는 영향 -성별의 조절효과를 중심으로-)

  • Baek, Yu-Mi
    • 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.

APEC SEN Maritime English Communication Packages

  • 황선애;설진기;서영정;정희수;최승희
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2022.06a
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    • pp.361-362
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    • 2022
  • As the importance of maritime communication in a cross-cultural onboard working environment grows, the importance of developing systematic supporting aids both for learning and teaching maritime English has been emphasized. Given that English communication proficiency is one of the most critical factors in determining a seafarer's competency, a systemic supporting system for enhancing maritime English communication capabilities is essential not only for them to professionally carry out and conduct assigned duties onboard, but also for them to navigate success in their lives through increased labour mobility both at sea and onshore. The APEC Seafarers Excellence Network initiates the production of Maritime English Communication Packages for seafarers in APEC regions, under the leadership of the Republic of Korea. This paper introduces the design of APEC SEN Maritime English Communication Packages, which include textbooks, audio-lingual materials, online/mobile life-long learning platform and testing aids, ultimately for upand re-skilling of seafarers to increase their employability, mobility and preparedness for the future shipping industry where globalisation is expected to further accelerate.

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Testing the Economic Rationality Hypothesis of the Low Fertility Trap Among Korean Youths (청년층의 경제적 합리성으로 본 희망자녀수와 출산시기 : '저출산트랩'가설을 중심으로)

  • Yoo, Gye-Sook
    • Journal of Families and Better Life
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    • v.31 no.3
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    • pp.141-151
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    • 2013
  • The purpose of this study is to test the economic rationality hypothesis of the low fertility trap among 412 college students at 13 private universities located in Seoul. The respondents were requested to complete the self-administered questionnaire, and the hierarchical multiple regression analyses were performed for analyzing the data. The major findings of this study were as follows: First, the students' views on the prospects for their future employability were 54.6% for big business, 64.51% for medium-sized business, and 49.63% for public sector. In the most employable job, the mean desired monthly salary was 3,505,400 won, while the mean expected monthly salary 2,753,600 won. Second, hierarchical regression analyses revealed that the family income in parental home was positively related to youths' consumption aspirations. Finally, the gap between youths' consumption aspirations and their expected income was negatively related to their desired number of children, while not significantly related to their planned age of first child birth. Thus, the low fertility trap hypothesis was supported in terms of birth rate drop, but not supported in terms of childbearing postponement. The implications of the study results are discussed.

A Comparative Study on FDI Attractiveness Index between Korea and the United States (한·미간 FDI 매력도 비교 연구)

  • Byung-Soo Ahn
    • Korea Trade Review
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    • v.46 no.2
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    • pp.141-160
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    • 2021
  • The scale of global FDI has been decreasing since 2016 due to the ongoing US-China trade dispute, the strengthening of FDI inflow screening regulations with concern over strategic technology leaks, and the spread of reshoring trends due to the reinforcement of national preferences. Eventually, the competition to attract FDI between countries is expected to become more intense. Therefore, in order to attract high-quality FDI for Korea that will contribute to the development of the national economy, it is pressing to evaluate and improve the domestic FDI attraction environment. This study aims to analyze which areas of Korea's economic and non-economic environments need improvement for gaining advantage amid the fierce competition to attract FDI between countries, by the relative comparison between Korea and the U.S., and based on the ranking indicated in key FDI attractiveness indices. As a result, improvement is needed in the following areas. First, according to IMD's "World Competitiveness Ranking 2020," Korea was inferior to the US in terms of business efficiency, productivity, finance and business legislation in terms of government efficiency. Second, according to INSEAD's "Global Talent Competitiveness Index 2020," Korea was inferior to the US in terms of internal openness, external openness, employability, lifelong learning, access to growth opportunity, and business and labor landscapes. Third, according to WEF's "Global Competitiveness Index 2019", Korea was inferior to the US in terms of product market, labor market, business dynamism and workforce skills.

A Study on Career Commitment in Korean Public Sector (공공조직 구성원들의 경력몰입에 관한 연구)

  • Lee, Kyu-Man;Park, Yong-Sun
    • Korean Business Review
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    • v.20 no.2
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    • pp.29-45
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    • 2007
  • In today's rapidly changing business environment, corporations need to have flexibility in order to survive. This was especially true of Korean firms that were affected by the policies of the International Monetary Fund(IMF) since 1997. IMF requirements became a catalyst that helped Korean firms design their HR practices more rational and efficient. Although these changes increased the firms flexibility and global competitiveness, they also brought some harmful effects. Job insecurity is one of the most serious problems in Korean firms and in the greater Korean society, As today's organizations no longer lifelong employment, individuals put stress on psychological satisfaction with the need to manage one's career and employability in the open labor market rather than rapid promotion or high compensation in a organizations. Theoretically and empirically, the topics of career choice and career development were extensively developed. On the other hand, the issue of career commitment received little attention. The purpose of this study is to examine the preceding factors career commitment among public officials in Korea.

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Assessing the Unemployment Problem Using A Grey MCDM Model under COVID-19 Impacts: A Case Analysis from Vietnam

  • NGUYEN, Phi-Hung;TSAI, Jung-Fa;NGUYEN, Hong-Phuc;NGUYEN, Viet-Trang;DAO, Trong-Khoi
    • The Journal of Asian Finance, Economics and Business
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    • v.7 no.12
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    • pp.53-62
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    • 2020
  • The COVID 19 pandemic has led to a new global recession and is still causing a lot of issues because of the delays in the employment of people. This scenario has severe consequences for many countries' labor markets in the world. This problem's complexity and importance requires an integrated method of subjective and objective evaluation rather than intuitive decisions. This research aims to investigate sustainable indexes for assessing the unemployment problem by using a Multi-Criteria Decision-Making Model (MCDM). Grey theory and Decision Making Trial and Evaluation Laboratory (GDEMATEL) are deployed to transform the experts' opinions into quantitative data. The analysis based on 20 crucial criteria is employed to determine the weights of sustainability of unemployment problems. The results revealed that the top ten of determinants are Economic growth, Industrialization, Foreign direct investment, Real GDP per capita, Education level, Trade Openness, Capacity Utilization Rate, Urbanization, Employability skills, Education system expansion, which have the most significant effects on the unemployment rate under COVID 19 impacts. Furthermore, GDEMATEL could effectively assess the sustainable indicators for unemployment problems in "deep and wide" aspects. The study proposes the Grey MCDM model, contributes to the literature, provides future research directions, and helps policymakers and researchers achieve the best solutions to the unemployment problems under "economic shocks."

Comparing Labor Force Attachment and Human Capital Development Models in America's Welfare to Work Policies (미국의 노동중심적 복지개혁에서의 '노동시장연결' 모델과 '인간자본개발' 모델 비교)

  • Kim, Jong-Il
    • Korean Journal of Social Welfare
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    • v.41
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    • pp.119-146
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    • 2000
  • The goals and strategies of welfare-to-work (WTW) policies have been sources of contentious political debate. In the United States, despite 20 years of welfare reform, there remain important differences of opinion regarding how best to design and deliver WTW programs. The proliferation of state and local WTW experiments has led to the identification of two ideal-types of WTW programs: the Labor Force Attachment and Human Capital Development models. Most of the recent policy debate about WTW in America has focused on the relative merits and performance of LFA and HCD. While the Primary goal of the LFA model is for welfare recipients to achieve a rapid transition into work, the HCD model seeks to improve the long-term employability of welfare dependents through education and skill development. LFA policies tend to be strongly outcome-oriented and generally can yield quick results. Their "any job is a good job" philosophy has proved attractive to policy-makers who are anxious to see concrete results in a short-term period. In contrast, the HCD policies do not simply dump welfare dependents at the bottom of the labor market, but aim to secure relatively stable and well-paid jobs. However, these strengths are offset by several practical weaknesses including high unit costs and long-term investment in human capital. In recent years, LFA policies have been increasingly favored by both policy officials and politicians in the United States. The introduction of Temporaray Assistance to Needy Families of 1996 has been accelerating the trend. What is going to happen to welfare recipients? This simple shift to the LFA model, however, will only see an alarming increase of working poor in a near future.

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