• Title/Summary/Keyword: 성향점수매칭

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An Empirical Analysis Of The Care Work in Korea (한국 돌봄노동의 실태와 임금불이익)

  • Hong, Kyungzoon;Kim, Sahyun
    • Korean Journal of Social Welfare
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    • v.66 no.3
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    • pp.133-158
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    • 2014
  • Over the past decades, changes in economic, social and demographic structures have pushed the growth of care employment across countries around the world. Women's increasing labor force participation has squeezed the time so far available for unpaid caregiving and led to increased demand for paid care services. Population aging and increasing needs for pre-school education also have contributed to the growth in demand for care services. As a result, care workers now comprise a large and growing segment of the labor force in many countries including South Korea. But, there are not a few problems. Especially, we take underpaid and undervalued care work very seriously. care work has been generally characterized as underpaid and undervalued compared with other work in developed and developing countries alike. This study tries to show current situation of care work and estimate the wage penalty for doing care work in Korea using official employment micro-data and applying propensity matching analysis. Especially, recent expansion of social service is a big step up for Korean Welfare State. But, there are not a few problems. Especially, we take underpaid and undervalued care work very seriously. This presentation tries to show current situation of care work and estimate the wage penalty for doing care work in Korea using official employment micro-data and applying propensity matching analysis.

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The Impacts of Vocational Training on Earnings in Korea: Evidence from the Economically Active Population Survey (직업훈련의 임금효과 분석: 「경제활동인구조사」를 중심으로)

  • Yoo, Gyeongjoon;Kang, Changhui
    • KDI Journal of Economic Policy
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    • v.32 no.2
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    • pp.27-53
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    • 2010
  • This paper examines whether and how much vocational training raises an individual's earnings in Korea, using the Economically Active Population Survey. To overcome endogeneity of training, we apply fixed-effects and propensity-score matching (PSM) methods. Fixed-effects (PSM) results suggest that work-related training received in the previous one year increases a worker's monthly earnings by 2.6 to 4.7 (7.5 to 9.8) percent. Taken altogether, work-related training enhances a worker's earnings by a minimum of 2.6 and a maximum of 9.8 percent in Korea.

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The Effect of Government Intervention on the Market Failure in firm Training in Korea (기업교육훈련에 대한 정부 개입과 그 효과)

  • Kim, Ahn-Kook
    • Journal of Labour Economics
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    • v.32 no.2
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    • pp.125-150
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    • 2009
  • This article analysed the effect of government intervention on the market failure in firm training in Korean. I used the Employment Insurance DB and the KISLINE DB and joined two data by the firm identification number 2004-2006 year. I estimated the effect of intervention of government by propensity score matching and difference-in-difference method to avoid of participation selection and endogeneity problem. The result is that government intervention on the firm training have made positive effect but it is not significant statistically. We have to investigate the market failure in firm training and to reassess the level of optimal firm training in Korea. After the study, the government intervention on the firm trainig will have to be rearranged.

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The Influence of Industry-University/Government Research Institute linkages on Service Sector Firm's Innovation Performance (산학연 협력이 서비스기업 혁신성과에 미치는 영향)

  • Choi, Seok-Joon;Seo, Young-Woong
    • Journal of Korea Technology Innovation Society
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    • v.14 no.3
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    • pp.689-710
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    • 2011
  • The purpose of this paper is to positively analyze firms' innovative performance enhanced by cooperation, such as industry-university or industry-government, in service industry. We use PSM method (Propensity Score Matching) based on Korea Innovation Survey data in service industry to investigate it. This empirical study finds that cooperation with university or government partially has positive effects on firm's patent applications and innovation. So, we suggest we need various policies for research institute linkage in service industry.

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Academic Transfer, Self-Selection, and Returns to Education (대학편입, 자기선택, 교육투자 수익률에 관한 연구)

  • Hwang, Jin-tae;Kim, Sung-min
    • Journal of Labour Economics
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    • v.42 no.2
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    • pp.37-62
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    • 2019
  • We investigate the type of self-selection arising in college transfer in Korea, and then estimate the returns to additional college education gained through transfers from junior colleges to four-year colleges or universities. In this paper, we show that academic transfer is consistent with a positive selection hypothesis, in a sense that students with characteristics correlated positively to productivity are more likely to transfer to four-year colleges from junior colleges. These empirical results also meet an underlying dispersion condition. In addition, we find that the transferred would make a statistically significant return to additional college education.

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Analysis of the Firm Support Effects of the Innovation Procurement Policy Using Propensity Score Matching and Difference in Differences (성향점수매칭(PSM)-이중차분(DID) 결합모형을 이용한 혁신조달 정책의 기업지원 효과 분석)

  • Juwon Kim;Wonik Park
    • Journal of Technology Innovation
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    • v.31 no.3
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    • pp.201-230
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    • 2023
  • The Innovation Procurement Policy was introduced as part of the strategic public procurement policy to improve firms' innovation capabilities and enhance the public sector's ability to solve social problems by designating and purchasing so-called 'innovative products.' The pilot procurement project for innovative products was first introduced in 2019, and the policy system for designating and discovering innovative products by government departments, as well as the priority purchase system, was established in 2020. Hence, this study conducted a quantitative analysis focusing on the effectiveness of the innovation procurement system in supporting firms after it was fully implemented. For this purpose, corporate financial and employment data from 2017 to 2021 were used, and propensity score matching(PSM) and difference-in-difference(DID) methods were utilized as analytical tools. The study found that the innovation procurement system contributed to corporate growth and employment and created additional public and private sales channels. Moreover, it is necessary to enhance the innovation procurement system, such as matching innovative product-producing companies with existing SME support policies, for companies to become self-sustaining after the innovative product designation ends.

Employment Effectiveness of Innovation-certified SMEs and General SMEs: A Comparative Analysis (혁신인증 중소기업과 일반 중소기업의 고용효과 비교·분석)

  • Lee, Jun-won
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.17 no.3
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    • pp.257-267
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    • 2022
  • The employment effect of innovation-certified SMEs (venture certification, inno-biz certification and main-biz certification) and general SMEs was compared and analyzed. Through propensity score matching, general SMEs with similar tendencies to SMEs for each innovation certification were selected. The employment effect was approached from two perspectives: the absolute employment effect, the employment growth rate, and the relative employment effect, the sales-employment coefficient. As a result of the analysis, it was confirmed that venture certified SMEs and inno-biz certified SMEs, which are technology innovation-type certifications, have an advantage in absolute employment effect. In addition, it was concluded that innovation-certified SMEs have more room for employment than general SMEs by achieving sales growth that exceeds employment growth. Therefore, there is a possibility to enhance the employment effect of innovation-certified SMEs by strengthening employment-related incentives for innovation-certified SMEs.

Comparison of Subjective Quality of Life by Settlement Type Using Propensity Score Matching Method (성향점수매칭법을 이용한 정주공간 유형별 주관적 삶의 질 수준 비교)

  • Kwon, Inhye;Park, In Kwon
    • Journal of the Korean Regional Science Association
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    • v.38 no.2
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    • pp.21-41
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    • 2022
  • The purpose of this study is to compare the differences in the subjective quality of life (QoL) perceived by residents in different settlement spaces such as urban vs. rural and Seoul Capital Area (SCA) vs. Non-Capital Area (NCA). Using the data of the 'Quality of Life Satisfaction Survey for Balanced Development' conducted nationwide by the Presidential Committee for Balanced National Development in 2018, a propensity score matching method was introduced to compare the differences between the types of settlement spaces. The results show that no significant difference is found between all the types in satisfaction with local life, and in the case of happiness, rural residents show a higher level than those living in cities. Looking at the quality of life by QoL domain, the QoL of urban residents in SCA is generally the highest in the basic living environment, medical care, and culture/leisure domains, while the QoL of rural residents in the job/income, environment, community, and welfare domains is higher than that of residents of SCA and NCA cities. Interestingly, in no domains NCA cities show their relative strength. These results show the value of rural areas in the face of increasingly prevailing urbanization trends, and suggests that the value of rural areas must be strengthened for rural development. It is necessary to pursue policy efforts such as rural regeneration based on spatial planning in order to respond to the disorganized development that damages the value of the rural environment and landscape and to harmoniously maintain and develop the rural settlement.

The Impact of Internal Migration on Wage Growth among College Graduates (지역이동이 대졸자의 임금 변화에 미치는 영향)

  • Choi, Koangsung;Kang, Dongwoo;Cho, Chung
    • Journal of Labour Economics
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    • v.41 no.2
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    • pp.61-88
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    • 2018
  • This paper examines the impact of internal migration on wage growth among college graduates using Propensity Score Matching methods. We define migration as moving between Seoul Metropolitan Area (SMA) and non-SMA based on the locations of graduates' first and second jobs. We also take the direction of migration into account for examining the wage premium in SMA. In order to estimate the impact of migration on wage growth, we use the Graduate Occupational Mobility Survey (2010GOMS) coupled with other supplementary data such as College Scholastic Ability Test score and local characteristic variables. The results reveals that graduates moving from SMA to non-SMA do not experience significant wage growth. However, we find that graduates moving from non-SMA to SMA experience an increase in their monthly wage about 170,000~186,000 KRW on average (9.5~10.3% of their monthly wage on the first job).

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Wage Differentials between Regular and Irregular Workers (데이터 매칭을 이용한 비정규직의 임금격차 분석)

  • Kim, Sunae;Kim, Jinyoung
    • Journal of Labour Economics
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    • v.34 no.2
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    • pp.53-77
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    • 2011
  • The last decade has witnessed a surge of research interest in differences between regular and irregular workers in employment forms. Recent studies on estimating wage differentials between the two types of workers in employment forms have typically used the linear regression analysis. Our study utilizes a new methodology to estimate wage differentials between the two types of workers: data matching. Our method can perform better than the ordinary regression analysis because it carefully addresses the selection bias problem. Our results indicate that there is no significant difference in wage between regular and irregular workers.

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