• 제목/요약/키워드: Panel Data Regression

검색결과 843건 처리시간 0.038초

고흥·완도 해수표층온도 상승이 미역 단수에 미치는 영향 (The Impacts of Seawater Surface Temperature Rising on Sea Mustard Yields of Goheung and Wando Coast in Korea)

  • 조재환;서정민;이남수;하현정
    • 한국환경과학회지
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    • 제27권3호
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    • pp.147-154
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    • 2018
  • The purpose of this article is analyzing the impacts of seawater surface temperature rise on sea mustard yields of Goheung and Wando coast in Korea, with employing a panel data regression model. Our results show that there has been a negative impacts on sea mustard yields as seawater surface temperature continuously has been rising. Especially if the upward trend in seawater surface temperature since 2005 will be maintained in future, sea mustard yield is expected to decrease by 2.6% per year.

The Role of Corporate Governance in Financially Constrained Firms

  • KANG, Shinae
    • 융합경영연구
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    • 제7권3호
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    • pp.43-49
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    • 2019
  • Purpose - This paper empirically investigates what factors contribute to management decisions by corporate governance in the Korean stock market. In the paper, dividends and investments were imployed as management decisions and major stockholders' shares and foreign investors' shares were used as corporate governance. Research design, data, and Methodolog - Samples are constructed by manufacturing firms listed on the stock market of Korea as well as those who settle accounts in December from 2001 to 2018. Financial institutions are excluded from the sample as their accounting procedures, governance and regulations differ. This study adopted the panel regression model to assess the sample construction including yearly and cross-sectional data. Results - This results support the literatures that major shareholders showed insignificance to dividends, positive significance to investment in financially unconstrained firms and negative significance to investment in financially constrained firms. Whereas foreign investors favor firms to increase dividends but they decrease investments only in financially constrained firms. Conclusion - This paper documented evidence that financial constrained firms use dividends for their investment and foreign investors decrease investments under financial constraints. But for dividends decisions, foreign investors give significant positive impacts irrespective of financial constraints.

Analysis of Priority Countries and Products for Indonesian Export Diversification in Latin America

  • Ramana, Febria;Retnosari, Lili
    • 산경연구논집
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    • 제9권8호
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    • pp.17-26
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    • 2018
  • Purpose - Indonesian economy often receives negative impact from external factors, particularly through trade linkage. To mitigate that impact, the export market and product diversification should be established. Latin America is one of the potential regions to augment the Indonesian export market. Research design, data, and methodology - This study attempts to classify the potential market and product for Indonesian export, particularly in Latin America, by using panel regression, trade complementarity, and export similarity index over the period 2000-2015. Regression was also used to examine whether the presence of the Indonesian Trade Promotion Center (ITPC) can support diversification. Results - Based on regression results, those indexes established Chile, Uruguay, Suriname, and Ecuador as the priority countries with the products: animal and vegetable oils, fats and waxes; chemicals and related products; miscellaneous manufactured articles; commodities and transactions. Conclusions - The results of the regression concludes that the trade complementarity index gave a significant positive effect to boost Indonesian export, whereas, the export similarity index gave a significant negative effect. The regression also conclude that ITPC gave a significant positive impact on Indonesian export. For instance, the government should prioritize those countries and products and also develop ITPC there to optimize Indonesian export.

패널회귀모형에서 최대엔트로피 추정량에 관한 연구 (A Study of Generalized Maximum Entropy Estimator for the Panel Regression Model)

  • 송석헌;전수영
    • 응용통계연구
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    • 제19권3호
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    • pp.521-534
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    • 2006
  • 횡단면 자료와 시계열 자료가 병합된 패널회귀모형을 다루는 대부분의 연구들에서 사용되고 있는 자료는 완전한 자료를 고려하고 있다. 그러나, 실제적으로 완전한 자료보다는 불완전한 자료가 많다. 이러한 상황을 고려하지 않고 통계적인 추론을 하게 되면 잘못된 결론이 도출될 수 있다. 따라서, 자료의 형태를 충분히 고려한 추정량을 바탕으로 자료를 분석해야 한다. 본 연구는 패널회귀모형에서 자료가 불완전 상태인 경우 최대 엔트로피 형식을 이용한 일반화최대엔트로피 추정량을 제안하고, 추정량들의 효율성을 모의실험을 통하여 비교하였다. 모의실험 결과, 일반화 최대엔트로피 추정량이 가장 안정적이고 효율적인 추정량임을 보여주었다.

Formation of Employment Subcenters and Regional Industry Restructuring: Focusing Wholesale and Retail Sector in Incheon

  • YOO, Byong-Kook;KIM, Soon-Hong
    • 유통과학연구
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    • 제18권2호
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    • pp.59-67
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    • 2020
  • Purpose: This study examines the relationship between formation of employment subcenters and regional industrial structures in Incheon. Research design, data, and methodology: We used the five-year panel data from 2012 to 2016 in 146 basic municipal units of Incheon to analyze panel regression models. Gross employment density and employment to population ratio were used as indicators of employment subcenters formation. The entropy index and Hachman index were used for analyzing the diversity and heterogeneity of industrial structures. Result: The analyses of two panel regression models showed that for the formation of employment subcenters, both the Entropy and Hachman index were significantly negative in most models. But tertiary industry was shown to have a significant positive relationship in all models. In the wholesale and retail sector, it was found that the average number of employees in the employment subcenters is significantly higher than that in the non-employment subcenters. Conclusions: The specialization of the industrial structure rather than the diversification contributes to the formation of the employment subcenters in Incheon. In particular, it can be considered that the wholesale and retail sector plays a very important role in forming the employment subcenters in many areas of Incheon.

Effects of Human Capital and Innovation on Economic Growth in Selected ASEAN Countries: Evidence from Panel Regression Approach

  • CHE SULAIMAN, Nor Fatimah;SAPUTRA, Jumadil;MUHAMAD, Suriyani
    • The Journal of Asian Finance, Economics and Business
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    • 제8권7호
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    • pp.43-54
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    • 2021
  • Human capital and innovation capacities are essential elements and one of the sustainable approaches to driving economic growth. However, there is debate among scholars concerning these two factors in fostering economic growth. This study investigates the relationships between human capital and innovation capacity and economic growth in selected ASEAN countries, namely, Malaysia, Thailand, and Indonesia. Economists widely discussed the interrelation of human capital and innovation. A large body of literature stated that human capital is an essential factor and engine of economic growth. Innovation has become key in transforming the economic development of developing countries. We analyze human capital (HC) and innovation capacity (INC) using static panel data analysis. The data analysis shows that the fixed-effect model is the best model in this study. Further, human capital (HC) has a significant positive relationship with economic growth. Meanwhile, innovation capacity has no significant relationship with economic growth. We also found that Malaysia's coefficient of human capital and innovation capacity is higher and more efficient than in Thailand and Indonesia. In conclusion, human capital and innovation capacity are crucial elements for measuring economic growth. Skilled human capital contributes significantly to the economic growth and economic development of a nation.

항만 SOC가 수출입에 미치는 영향 실증분석 - 일본 항만을 중심으로 - (An Empirical Study of Port SOC Impact on Trade Volume : Focusing on Japanese Ports)

  • 안영균;이주원
    • 무역학회지
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    • 제41권5호
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    • pp.373-389
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    • 2016
  • 본 연구는 총 무역액 중 95% 이상이 해상 수송되는 현실을 바탕으로, 해상 수송의 근간이 되는 항만의 자본스톡과 무역 규모 간의 회귀분석을 수행하는 논문이다. 패널 데이터 분석 및 고정 효과 모형 분석을 통해 항만 SOC가 무역 규모에 어떠한 영향을 미치는지를 실증분석 하였다. 항만 SOC를 6개 부문별로 분류하고, 장래 부문별 투자가 이루어졌을 때 무역 규모는 각각 얼마만큼의 영향을 받는 지를 추정하였다. 이와 더불어 LR(Likelihood ratio) 검정을 실시하여 고정효과 모형(Fixed Effects Model)을 통해 회귀분석 하였다.

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한국의 세대 간 경제적 이동성 - 분위수회귀분석을 중심으로 - (Intergenerational economic mobility in Korea using a quantile regression analysis)

  • ;정기호
    • Journal of the Korean Data and Information Science Society
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    • 제25권4호
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    • pp.715-725
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    • 2014
  • 본 연구는 분위수회귀분석을 이용하여 한국의 세대 간 경제적 이동성을 분석한다. 분석에는 1998년부터 2008년까지의 한국노동패널조사 (KLIPS) 자료가 이용되었다. 분석결과, (1) 부모 소득영향력은 자녀소득의 조건부분포의 하위 분위수에서는 상대적으로 작고 상위 분위수로 갈수록 더 커지는 것으로 나타났다. 이것은 자녀소득 분포의 상위분위수로 갈수록 세대 간 경제적 이동성은 떨어지며 가구별 경제적 신분이 세대에 걸쳐 고착될 가능성이 높아지는 것을 의미한다. (2) 한편 교육효과를 제어하면 이러한 부모 소득 영향력은 감소하였다. (3) 대학교육 효과는 소득분포의 상위 분위수로 갈수록 더 높아져서 자녀의 대학교육이 세대 간에 소득이 이전되는 중요한 통로인 것으로 나타났다. (4) 마지막으로 분위수회귀분석결과로부터 자녀소득의 조건부분포를 비모수적으로 추정하고 추정된 곡선 그림을 이용하여 추가적인 시각적 특징들을 도출하였다.

패널자료를 이용한 지구별·업종별 수산업협동조합의 수익에 영향을 미치는 요인 분석 (Empirical Analysis on the Factors Affecting the Net Income of Regional and Industrial Fisheries Cooperatives Using Panel Data)

  • 김철현;남종오
    • 수산경영론집
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    • 제51권1호
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    • pp.81-96
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    • 2020
  • The purpose of this paper is to analyze factors affecting the net income of regional and industrial fisheries cooperatives in South Korea using panel data. This paper utilizes linear or GLS regression models such as pooled OLS model, fixed effects model, and random effects model to estimate affecting factors of the net income of regional and industrial fisheries cooperatives. After reviewing various tests, we eventually select random effects model. The results, based on panel data between 2013 and 2018 year and 64 fisheries cooperatives, indicate that capital and area dummy variables have positive effects and employment has negative effect on the net income of regional and industrial fisheries cooperatives as predicted. However, debt are opposite with our predictions. Specifically, it turns out that debt has positive effect on the net income of regional and industrial fisheries cooperatives although it has been increased. Additionally, this paper shows that the member of confreres does not show any significant effect on the net income of regional and industrial fisheries cooperatives in South Korea. This study is significant in that it analyzes the major factors influencing changes in the net income that have not been conducted recently for the fisheries cooperatives by region and industry.

BLS 무응답 보정법을 이용한 대체법과 이월대체법에 관한 연구 (A Comparison of BLS Non-Response Adjustment and Cross-Wave Regression Imputation Methods)

  • 이상은;신기일
    • 응용통계연구
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    • 제23권5호
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    • pp.909-921
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    • 2010
  • 패널 자료에서 무응답이 발생한 경우에는 횡시점회귀대체법(cross-wave regression imputation) 등과 같은 대체법을 이용하여 무응답 문제를 해결한다. 최근 표본 틀(sampling frame) 자료를 이용하여 무응답 가중치 보정을 하는 BLS 무응답 보정법은 패널 자료에도 적용 가능한 방법으로 알려져있다. 본 논문에서는 패널자료에서 BLS 무응답 보정법을 이용한 대체법을 연구하였으며 자료가 경향이 있는 비정상시계열(nonstationary process with drift)을 따른 다는 조건하에서 BLS 무응답 보정법과 횡시점회귀대체법의 하나인 이월대체법(carry-over imputation)과의 이론적 관계를 살펴보았다. 모의실험을 통하여 이론적인 결과를 확인하였으며, 2007년 매월노동통계 자료를 이용하여 두 방법의 우수성을 비교하였다.