• 제목/요약/키워드: Panel Data Regression Model

검색결과 320건 처리시간 0.024초

Impacts of Foreign Direct Investment on Human Capital in ASEAN

  • NGUYEN, Hoi Van;NGUYEN, Thuy Thi Thu;TO, Tha Hien;DANG, Duong Quy;Luong, Trang Thi Dai
    • 유통과학연구
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    • 제18권9호
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    • pp.13-18
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    • 2020
  • Purpose: Research and development of human capital in countries bring sustainable development to the nations. Especially for developing countries, the attraction of foreign direct investment not only brings economic growth to the country but also contributes to improving human capital. This study aims to assess the impact of foreign direct investment on human capital in ASEAN countries. Research design, data and methodology: With data collected from ASEAN countries from 1990 to 2019, panel data analysis is performed with revised model types (the Pooled OLS, Fixed effect model, Random effect model and regression with Driscoll-Kraay standard errors). Result: The results of the regression analysis show that FDI has a positive impact on human capital. At the same time, the study also found that public investment in education also positively affects human capital; the life expectancy factor does not affect human capital. Conclusions: With this research result, the authors also proposed a number of solutions to improve human capital by attracting FDI and improving the efficiency of investment for the education of ASEAN countries. Besides, public expenditure on education also plays an important role in raising human capital. Therefore, investment in education should be promoted further in the future.

Infrastructure-Growth Link and the Threshold Effects of Sub-Indices of Institutions

  • OGBARO, Eyitayo Oyewunmi;OLADEJI, Sunday Idowu
    • Asian Journal of Business Environment
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    • 제11권1호
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    • pp.17-25
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    • 2021
  • Purpose: This study extends previous empirical work on the threshold effects of institutions on the relationship between infrastructure and economic growth. It does so by using three sub-indices of institutions as the threshold variable in place of aggregate index. This is with a view to determining the roles of the sub-indices in the nexus between infrastructure and economic growth. Research design, data and methodology: The analysis is based on a dynamic panel threshold regression model using a panel data set comprising 41 countries in Sub-Saharan Africa over the sample period of 1996-2015. Data are obtained from Ogbaro (2019). Results: The study finds that infrastructure exerts significant positive effects on economic growth below and above the threshold values of the three sub-indices, with higher effects above the threshold values. Results also show that on average, the Sub-Saharan African countries are not able to satisfy any of the threshold conditions, which accounts for their poor growth experience. Conclusion: The study concludes that countries with weak institutions do not benefit maximally from infrastructure development policies. The paper, therefore, recommends that countries in Sub-Saharan Africa need to focus on improving their institutional patterns if they are to reap the optimum benefits from their infrastructure development efforts.

R&D 투자와 환경쿠즈네츠 곡선 가설: CO2 사례 분석 (R&D and Environmental Kuznets Curve Hypothesis: CO2 Case)

  • 강희찬;황상연
    • 자원ㆍ환경경제연구
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    • 제25권1호
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    • pp.89-112
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    • 2016
  • 본 논문은 환경쿠즈네츠곡선가설에 기반을 두고, 경제개발 수준과 기술혁신수준이 다른 전세계 88개 국가에 대한 패널데이터를 이용하여, 기술혁신이 이산화탄소배출량 변화에 미치는 영향을 분석하였다. 기술혁신이 온실가스배출량에 직접적으로 미치는 효과와 소득수준을 변화시켜 온실가스배출량에 미치는 간접적 효과를 종합해본 결과, 비록 미세하지만 기술혁신은 결과적으로 온실가스배출량을 증가시키는 것으로 나타났다. 그러나 패널데이터 모형은 각 '시점 내'에서 변수 간 효과를 분석하는 정태적 모형이라는 한계를 가지고 있다. 이를 개선하기 위해 본 논문에서 채용한 Panel VAR(Panel Vector Auto Regression)모형에서는 기술혁신수준이 시차를 두고 온실가스 배출량에 미치는 영향을 분석할 수 있다. 분석 결과 기술혁신(R&D 투자)과 같은 외생적 충격(Shock)이 일인당 온실가스 배출량 감축에 3년 정도의 시차를 두고 영향을 미치는 것으로 나타났다.

Effects of Fintech on Stock Return: Evidence from Retail Banks Listed in Indonesia Stock Exchange

  • ASMARANI, Saraya Cita;WIJAYA, Chandra
    • The Journal of Asian Finance, Economics and Business
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    • 제7권7호
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    • pp.95-104
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    • 2020
  • This study examines the effect of fintech on retail banks stock return listed in Indonesia Stock Exchange for the period of 2016-2018 as today's new technology lead to the emergence of fintech companies playing the same role as retail banks in the financial industry. This study is conducted quantitatively using monthly data from January 2016 to October 2018 and uses fintech as independent variable, proxied by fintech funding frequency and fintech funding value. Data transformation is conducted due to data volatility. The data of fintech funding, both frequency and value, is transformed into standardized fintech funding and growth of fintech funding. The data is obtained from Crunchbase, while the data of stock returns is obtained from Investing. This study further analyzes the data using Fama French Three-Factor Model and panel data regression. We found that fintech has no significant effect on retail banks' stock returns listed in Indonesia Stock Exchange for the period of 2016-2018. The findings of the study provide some useful insights in understanding fintech companies' current position to retail banks in Indonesia. This study also suggests banking institutions, fintech companies, policy-makers, and others to take advantageous steps in building inclusive financial sectors.

기분장애 환자에서 한의치료 이용과 관련된 요인분석: 제2기 한국의료패널 자료를 중심으로 (Analysis of Factors Related to the Use of Korean Medicine Treatment in Patients with Mood Disorders: Based on 2019 Korea Health Panel Annual Data)

  • 이경은;권찬영
    • 동의신경정신과학회지
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    • 제34권4호
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    • pp.349-358
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    • 2023
  • Objectives: We used the 2019 Korea Health Panel Annual Data to analyze factors related to visits to Korean medicine (KM) outpatient clinics among patients with mood disorders in Korea. Methods: Individuals aged 19 years or older, with depressive or bipolar disorders, and with a record of using Western medicine (WM) and/or the KM medical service were included. The 266 subjects were classified into the WM group or the integrative medicine (IM) group. The Andersen healthcare utilization model was used to analyze factors that potentially influenced the subjects' healthcare utilization. Binomial logistic regression analysis was used to analyze factors influencing the use of IM medical services. Results: Among the subjects, 75.56% (n=201) were in the WM group, and 24.44% (n=65) were in the IM group. Statistically significant differences were observed in residential areas, total annual income, the presence of disability, and the level of pain/discomfort between the two groups. Regression analysis found that residential areas and pain/discomfort were factors related to the use of IM services. Specifically, reporting "a lot" of pain/discomfort compared to "no" pain/discomfort showed a significant positive relationship with the use of IM (odds ratio=4.57, 95% confidence interval=1.79 to 11.70). Conclusions: This study was the first to analyze the status of KM medical service use and related factors among patients with mood disorders in Korea. The finding that the presence of pain/discomfort was positively correlated with the use of KM services is potentially related to medically unexplained physical symptoms or somatization phenomena.

결혼지속에 영향을 미치는 요인에 관한 연구 (The Factors Affecting the Marital Duration)

  • 홍백의;박은주;박현정;박진
    • 한국사회복지학
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    • 제61권3호
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    • pp.307-328
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    • 2009
  • 본 연구는 별거 이혼을 경험한 부부의 결혼지속기간의 추이를 살펴보고, 결혼지속에 영향을 미치는 요인을 살펴보고자 한다. 한국노동패널 1998~2007년 자료를 이용하였으며, 생존표법(life tables)과 비례적 위험회귀모형(cox proportional hazard regression model)을 이용하여 분석하였다. 본 연구의 결과로는 생명표법을 통하여 별거 이혼 추이를 보면 결혼 이후 5년 이내 이혼을 하는 경우가 0.79%, 10년 이내 이혼을 한 경우는 2.12%, 20년 이내 이혼을 한 경우는 5.84%를 나타났다. 결혼지속기간은 남편의 연령, 아내의 연령, 아내의 학력, 남편의 월 평균소득, 부모 부양여부, 그리고 연간가구소득에 유의한 영향을 받는 것으로 드러났다. 젊은 세대일수록, 교육수준이 낮을수록, 경제적 상태가 열악할수록, 부모부양부담이 있을수록 이혼할 위험이 높으므로 이들에 대한 정책적 개입이 필요하다.

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Water quality big data analysis of the river basin with artificial intelligence ADV monitoring

  • Chen, ZY;Meng, Yahui;Wang, Ruei-yuan;Chen, Timothy
    • Membrane and Water Treatment
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    • 제13권5호
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    • pp.219-225
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    • 2022
  • 5th Assessment Report of the Intergovernmental Panel on Climate Change Weather (AR5) predicts that recent severe hydrological events will affect the quality of water and increase water pollution. To analyze changes in water quality due to future climate change, input data (precipitation, average temperature, relative humidity, average wind speed, and solar radiation) were compiled into a representative concentration curve (RC), defined using 8.5. AR5 and future use are calculated based on land use. Semi-distributed emission model Calculate emissions for each target period. Meteorological factors affecting water quality (precipitation, temperature, and flow) were input into a multiple linear regression (MLR) model and an artificial neural network (ANN) to analyze the data. Extensive experimental studies of flow properties have been carried out. In addition, an Acoustic Doppler Velocity (ADV) device was used to monitor the flow of a large open channel connection in a wastewater treatment plant in Ho Chi Minh City. Observations were made along different streams at different locations and at different depths. Analysis of measurement data shows average speed profile, aspect ratio, vertical position Measure, and ratio the vertical to bottom distance for maximum speed and water depth. This result indicates that the transport effect of the compound was considered when preparing the hazard analysis.

한국프로야구선수의 가치평가모형 (Value Evaluation Model for Korean Professional Baseball Players)

  • 오태연;이영훈
    • 노동경제논집
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    • 제39권2호
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    • pp.113-139
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    • 2016
  • 본 연구는 한국프로야구리그(KBO)에서 활동하는 개별선수의 승리에 대한 기여도, 즉 생산성을 추정하는 모형의 구축을 목적으로 한다. 기존의 지표인 대체선수대비승수(WAR)의 단점인 계산방법의 복잡성을 해결하기 위하여 KBO 공식 홈페이지에서 제공하는 기록만을 이용한 계량모형을 구축함으로써 새로운 시즌의 기록만 대입하면 생산성을 생성할 수 있게 하였다. 또한, Scully(1974)와 Krautman(1999) 등 미국 메이저리그 선수의 가치추정모형이 소수의 기록에만 의존하였던 점을 개선하여 KBO가 발표하는 61개 기록을 모두 사용하여 현실에 적용할 수 있는 모형을 구축하였다. 2002-14년 팀기록의 패널 자료를 이용하여 득점 및 실점방정식을 추정하여 회귀분석에 기초한 대체선수대비승수를 추산하였다. 추정 결과, WAR과 상관계수가 타자는 0.869, 투수는 0.882로 나타나 두 지표가 비교적 유사한 것으로 나타났다. 추정 결과를 근거로 2014년 시즌 후 FA선수들의 계약 내용을 평가하면 비교적 생산성 추정치와 계약액수의 상관관계가 높아서 구단이 FA계약에서 합리적인 판단을 하고 있는 것으로 나타났다.

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고연령층 고용변동이 청년층 고용에 미치는 효과: 사업체패널 자료를 이용한 분석 (The Impacts of Changes in Elderly Employment on Youth Employment in Korea: Evidences from an Establishment-level Panel Data)

  • 김준영
    • 노동경제논집
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    • 제34권1호
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    • pp.71-101
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    • 2011
  • 본 연구는 고용보험 DB를 이용하여 구축한 사업체패널 자료(2000~2009년)를 이용하여 고연령층의 고용변화가 청년층 고용에 미치는 효과를 분석한다. 구체적으로 본 연구는 사업체 수준에서 (1) 고령근로자의 비중 증가가 청년층 고용에 미치는 영향과 (2) 고연령층 고용과 청년층 고용 간의 일자리 경합 여부를 실증분석한다. 사업체패널 전체를 이용하여 추정한 결과에서 고연령층의 고용 증가와 노동력 고령화가 청년층 고용 감소를 동반한다는 증거는 발견되지 않는다. 그러나 이와 같은 분석 결과가 하부 표본별 추정에서는 일관되게 관찰되지 않는다.

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Empirical Study of Dynamic Chinese Corporate Governance Based on Chinese-listed Firms with A Panel VAR Approach

  • Shao, Lin;Zhang, Li;Yu, Xiaohong
    • 산경연구논집
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    • 제8권1호
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    • pp.5-13
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    • 2017
  • Purpose - In this article, a dynamic model like a VAR is an appropriate choice for estimating the possible interrelationship between ownership structure and firm performance as a dynamic process. Research design, data, and methodology - Data of this work are collected from Chinese stock exchange including 350 Chinese-listed firms during the period of 1999-2012. We hypothesize that this interrelationship dynamically exists between ownership structure and firm performance. To examine the correlation, a panel Vector Auto-regression (PVAR) approach generated by GMM method is utilized to test the possible dynamic relation embedded in corporate governance. Another two dynamic analysis solutions such as orthogonalized impulse-response function and variance decomposition are also used simultaneously. Results - Findings of this study indicate the evidence that dynamically endogenous relationship exists between ownership structure and firm performance. Further, there is a dynamical correlation between investment and performance. Impulse response and variance decomposition illustrate that impact of a shock to variables themselves is the main source for their variability. Conclusions - The conclusion in this study is that there is a bidirectional and inter-temporal effect between proportion of ownership and corporate performance for a long run in accordance with impulse response function. Overall, our results suggest that corporate governance in China is more market oriented.