• Title/Summary/Keyword: Occupational Labor Market

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Exploration of the Factors Determining Satisfaction in First Job of Graduates from Engineering College by Decision Tree Analysis (의사결정나무분석에 의한 공과대학 졸업생의 첫 일자리 만족도 결정요인 탐색)

  • Lee, Jiyeon;Lee, Yeongju
    • Journal of Engineering Education Research
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    • v.24 no.1
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    • pp.15-23
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    • 2021
  • The first job of university graduates is the beginning of career development, and it has a great influence on a personal life in the transition process of a labor market later. The study has compared and analyzed the effects of major variables (whether or not one participates in the career and employment programs, the satisfaction in the education infrastructure and curriculum) related to university education that determine the satisfaction in the first job of graduates from the entire university of 4-year general courses and the engineering college with experiences of having the first job. Through this, it is meaningful to make it possible for the design of university education related to career and employment tailored to the engineering college. The results of 2017 Graduate Occupational Mobility Survey were used as the data for analysis, which was analyzed by the decision tree analysis. As it was found that the most important factor determining the satisfaction in the first job was student welfare facilities for the entire graduates among education infrastructure and was major curriculum and its content among education curriculum for the graduates from the engineering college, it was analyzed that factors related to majors were more important compared to other majors in the engineering college. The customized major curriculum and content should be considered as a priority, taking into account of the demand of the industry for the successful settlement of graduates from the engineering college in a labor market.

The Study on New Poverty and Change of Poverty Policy in Korea (한국의 신빈곤현상과 탈빈곤정책에 관한 연구: 근로빈곤층(the working poor)의 실태를 중심으로)

  • Kim, Young-Lan
    • Korean Journal of Social Welfare
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    • v.57 no.2
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    • pp.41-70
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    • 2005
  • The object of the study is to examine the change of social-economic structure and poverty-shape to escape poverty. In Korea, the working poor have been increased by flexibility and division of labor market since the economic crisis in 1997, and are faced with hard conditions due to the vulnerable welfare system. Especially the workers who engage in irregular jobs were increased by restructure of labor market. Besides they are in unstable employment terms such as low payment, low-skill and exclusion from welfare-benefit. Many small independent businessmen are also in danger of poverty for enterprises trend to move abroad by globalization. Poverty policy in our country was focused on the absolute poor class that has relation with old age, unemployment, disable, disease etc, so they were the object of welfare policy. The poverties, however, are increasing rapidly after the economic crisis, and they work so hard but are still poor, that is, participation in labor market doesn't become an element to escape poverty. Thus the emergence of new poverties whose core consists of the working poor becomes to need new poverty policy. The study is to survey change of their economic conditions, their welfare conditions, their experiences and responses of social dangers after the economic crisis, then to explore the policy to escape poverty. As the result of the study, it shows that the working poor experienced many kinds of social dangers like unemployment, decrease of income etc. In their welfare conditions as their responses to the social dangers, the benefit of social insurance, enterprise welfare like legal retirement pay and paid leave and private welfare such as private pension and insurance are low. The working poor are faced with social dangers, moreover, they don't have skill or education for adapting themselves to information society. The study says that it needs variable policies for the working poor to escape poverty, and suggests payment & tax policies as stable income policy, occupational discipline and skill-education for promoting the quality of employment, moreover, social insurance as expansion of social welfare policy and housing & education policies whose objects are the working poor.

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Prediction of the Probability of Job Loss due to Digitalization and Comparison by Industry: Using Machine Learning Methods

  • Park, Heedae;Lee, Kiyoul
    • Journal of Korea Trade
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    • v.25 no.5
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    • pp.110-128
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    • 2021
  • Purpose - The essential purpose of this study is to analyze the possibility of substitution of an individual job resulting from technological development represented by the 4th Industrial Resolution, considering the different effects of digital transformation on the labor market. Design/methodology - In order to estimate the substitution probability, this study used two data sets which the job characteristics data for individual occupations provided by KEIS and the information on occupational status of substitution provided by Frey and Osborne(2013). In total, 665 occupations were considered in this study. Of these, 80 occupations had data with labels of substitution status. The primary goal of estimation was to predict the degree of substitution for 607 of 665 occupations (excluding 58 with markers). It utilized three methods a principal component analysis, an unsupervised learning methodology of machine learning, and Ridge and Lasso from supervised learning methodology. After extracting significant variables based on the three methods, this study carried out logistics regression to estimate the probability of substitution for each occupation. Findings - The probability of substitution for other occupational groups did not significantly vary across individual models, and the rank order of the probabilities across occupational groups were similar across models. The mean of three methods of substitution probability was analyzed to be 45.3%. The highest value was obtained using the PCA method, and the lowest value was derived from the LASSO method. The average substitution probability of the trading industry was 45.1%, very similar to the overall average. Originality/value - This study has a significance in that it estimates the job substitution probability using various machine learning methods. The results of substitution probability estimation were compared by industry sector. In addition, This study attempts to compare between trade business and industry sector.

The Unequal Burden of Self-Reported Musculoskeletal Pains Among South Korean and European Employees Based on Age, Gender, and Employment Status

  • Bahk, Jinwook;Khang, Young-Ho;Lim, Sinye
    • Safety and Health at Work
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    • v.12 no.1
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    • pp.57-65
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    • 2021
  • Background: The objective of this study was to elucidate the relationships musculoskeletal pains with combined vulnerability in terms of age, gender, and employment status Methods: The fifth European Working Conditions Survey (EWCS) in 2010 (43,816 participants aged 15 years and over) analyzed for European employees and the third Korean Working Conditions Survey (KWCS) in 2011 (50,032 participants aged 15 years and older) analyzed for Korean employees. In this study, three well known vulnerable factors to musculoskeletal pains (older age, female gender, and precarious employment status) were combined and defined as combined vulnerability. Associations of musculoskeletal pains with combined vulnerability were assessed with prevalence ratios (PRs) and 95% confidence intervals (CIs) estimated by Poisson regression models with robust estimates of variance. Results: The prevalences of musculoskeletal pains were lower but the absolute and relative differences between combined vulnerabilities were higher among Korean employees compared with the European employees. Furthermore, the increased risk of having musculoskeletal pains according to combined vulnerability was modestly explained by socioeconomic factors and exposure to ergonomic risk factors, especially in Republic of Korea. Conclusions: The results of this study showed that the labor market may be more unfavorable for female and elderly workers in Republic of Korea. Any prevention strategies to ward off musculoskeletal pains, therefore, should be found and implemented to mitigate or buffer against the most vulnerable work population, older, female, and precarious employment status, in Republic of Korea.

The effects of push factors on transition into self-employment across age groups - Focusing on push hypothesis and pull hypothesis - (경기변동이 자영업이행에 미치는 영향의 연령집단별 차이 -구축가설과 유인가설을 중심으로-)

  • Ji, Eun Jeong
    • Korean Journal of Social Welfare Studies
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    • v.43 no.2
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    • pp.141-178
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    • 2012
  • Although the rate of self-employment is high in Korean labor market and the rate gap between age groups is high, few studies have addressed on the effects of push factors on transition into self-employment across age groups. The goal of this research is to determine if push factors exert different effects on the self-employment decisions across age groups. There is interest in testing push hypothesis and pull hypothesis. The Korean Labor and Income Panel Study wave 6~11 is used to test this study's hypothesis. The main contribution of the paper is that in case of high unemployment, the probability of transition into self-employment increases. It is consistent with the push hypothesis. Many people are forced to become self-employed person due to the high rate of unemployment and limited occupational choice rather than the role of entrepreneurship. By age subgroup, the transition into self-employment of the ages of 30 and 49 is high. In addition, people at 40-49 years of age are more likely to become self-employed as a response of inadequate job opportunities. It provides the evidence that the self-employment is not a matter of special age group in that people in the 30 to 49 year old age group whose economic activities are vigorous move into marginalized labor market. Furthermore, it seems to be threatened the employment's stability of the prime age in that even people who are age 40-49 years of age are pushed into self-employment because of the recession.

Labor Market Performance of the Science and Engineering Graduates and Its Recent Changes in Korea (과학기술 인력의 노동시장 성과 및 근래의 변화)

  • Ryoo, Jaewoo
    • Journal of Labour Economics
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    • v.27 no.1
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    • pp.107-134
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    • 2004
  • This paper attempts to find out the economic roots of the increasing tendency not to choose the science and engineering (S&E) fields in the colleges. The analysis shows that the relative economic position of the S&E graduates measured in terms of employment quality is not significantly different from that of the non-S&E graduates. But the S&E graduates earn relatively low wage and self-employment income. Furthermore, the relative income of the top 5% bracket of the S&E graduates has been declining in the recent five years. The paper concludes that low relative income of the average S&E graduates as well as the increasingly lower relative income of the most able S&E personnel, coupled with the increasing compensating differential required for the S&E jobs, is the main reason for the 'avoidance' phenomenon of the S&E fields.

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College Students' Delayed Graduation and Employment Achievement : Focusing on the Effects of Employment-Oriented Delay on the Employment Outcomes (대학생의 졸업연기 유형과 취업성과 : 취업목적 휴학의 효과를 중심으로)

  • Pyoun, Jin-Sook
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.18 no.6
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    • pp.228-236
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    • 2017
  • This study examined the effects of college students' voluntary delayed graduation for employment preparation on their employment outcomes. For this purpose, the data were obtained from the 2014 Graduates Occupational Mobility Survey(GOMS). First, the study analyzed the effects of college students' voluntary delayed graduation for employment preparation on their employment status. Second, the study investigated the effect of college students' voluntary delayed graduation for employment preparation on the wage of their first job. The results showed that students who experienced leave for employment preparation were more likely than others to be employed. In addition, those students who delayed their graduation for employment were more likely than others to earn higher wages on their first job. From these findings, this research shows that firms should present specific criteria of recruitment for job applicants. In addition, the colleges should enhance the short term program for work experience during higher education. Finally, the government should intervene in dual labor market to reduce the inequality and decrease the college students' anxiety about their first-job.

A Study of Securing various Financial Resources for the Financial Stability of the Private Colleges (대학의 재정 안정화를 위한 재정확보에 관한 연구)

  • Roh, Kyung-Ho
    • Management & Information Systems Review
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    • v.19
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    • pp.49-81
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    • 2006
  • The private college education plays a crucial role both in training and supplying manpower needed for national economic growth and in increasing employability and personal labor earnings of individual workers. In oder for private college education to effectively respond to the rapid changes in industrial and occupational structures, it is necessary to secure appropriate level of investment funds and manage them efficiently. For this, it is required to discuss the structure, magnitude and management mechanism of the current private college education finance, changes in future demand for private college education and resultant changes in budget estimates, and new financial resources and allocation schemes. This study attempted to analyze current status and problems of private college education finance in Korea and, based on this analysis, to suggest future policy directions to improve private college education finance system. In order to make the private college education system in Korea competent and competitive enough to survive in international market, it is prerequisite to provide enough budget for the private college education and to manage the private college education finance in more efficient ways. First, for securing the adequacy and stability of investment budget for the private college education, it is recommended to 1) increase the government budget and put emphasis on the private college education; 2) diversify financial resources and induce financial contribution from private sector such as school juridical persons and enterprises. Second, for higher efficiency of financial management, it is recommended 1) make valid allocation standards and mechanism; 2) introduce competition system; 3) develop and utilize evaluation mechanism for the private college education finance to check adequacy, efficiency, accountability, and effectiveness; 4) apply consumer-oriented financial management scheme. In addition to the above policy measures, it is necessary to 1) make scientific forecasts of industrial and occupational structures periodically and apply these analyses to medium & long-term the private college education planning; and 2) redesign budget accounting system and develop the private college education performance indicators for the evaluation of accountability of the private college education institutions and administration institutes.

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Trends in Salaries for Registered Nurses Compared with Elementary School Teachers and Salary Differences by Workplace Size and Geographic Location (간호사와 초등교사의 임금변화 비교와 간호사의 직장규모 및 지역별 임금 변화)

  • Lee, Ji Yun;Cho, Sung-Hyun
    • Journal of Korean Academy of Nursing Administration
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    • v.19 no.1
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    • pp.108-117
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    • 2013
  • Purpose: To analyze trends in salaries for registered nurses when compared with salaries for elementary school teachers from 2002 to 2009 and identify salary gaps of nurses according to workplace size and geographic location. Methods: Data were obtained from the Occupational Employment Statistics collected by the Korea Employment Information Services each year from 2002 to 2009. The study sample consisted of 2,281 registered nurses and 2,578 elementary school teachers. Linear multiple regression analyses were conducted to analyze salary trends and differences. Results: Elementary school teachers had higher monthly salaries than nurses with a baccalaureate degree after adjusting for years of work. Salary differences increased significantly by 40,000 won every year (p<.001). Nurses working in large facilities in Seoul had the highest salaries, whereas those in small/medium, non-Seoul facilities had the lowest salaries consistently over time. Salary differences between the two groups increased by 47,000 won every year (p=.001); salary differences between nurses in large, non-Seoul facilities and those in small/medium, non-Seoul facilities also increased by 40,000 won annually (p=.001). Conclusion: Geographical imbalances in the nurse workforce and nurse shortages in small/medium, non-capital facilities could be reduced by increasing the salary of nurses working in those facilities.

Classification and Comparison of the Type of Graduates Job Mobility (대졸자의 일자리 이동 유형 분류 및 비교)

  • Chun, Young-Min;Lee, Seong-Jae
    • The Korean Journal of Applied Statistics
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    • v.23 no.2
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    • pp.235-247
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    • 2010
  • In this paper it is investigated how the number of work experiences is distributed among college graduates who have ever entered the labor market and built up career by turnover. To do so, we classified the type of work experience and, moreover, conduct ANOVA to explore wage differentials caused by the number of work experience and by the type of work experience, using the GOMS(graduates occupational mobility survey) from 2006 to 2007.