• 제목/요약/키워드: Panel Granger Causality

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국내 제조업부문의 에너지소비, 생산, 수출간의 인과관계 분석 (Analysis of Causal Relationship between Energy Consumption, Production and Export in Domestic Manufacturing Sector)

  • 김수이
    • 자원ㆍ환경경제연구
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    • 제26권1호
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    • pp.37-56
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    • 2017
  • 본 연구에서는 우리나라의 제조업을 대상으로 에너지소비, 생산, 수출의 상호 인과관계를 분석하였다. 우리나라 제조업을 9개 산업으로 나누어 1991년부터 2013년까지 패널 데이터를 구축하여 VECM 방법론과 더불어 Demitrescu and Hurlin (2012)에 의해서 개발된 패널 Granger causality test 방법을 사용하였다. 분석결과에 의하면, 생산에서 에너지소비로, 수출에서 에너지소비로의 Granger Causality가 존재하였다. 하지만 그 역으로는 Granger Causality가 성립하지 않았다. 따라서 제조업부문의 에너지절약정책은 생산이나 수출에 역효과를 발생하지 않으면서 추진될 수 있다는 Qzturk (2010)의 보존가설을 지지하고 있다. 장기적으로는 생산, 에너지소비, 수출, 노동, 자본 간에 장기 공적분관계가 존재하며, 장기균형관계에서 에너지소비가 생산의 증가에 기여하는 것으로 나타났다.

Causality Analysis for Public and Private Expenditures on Health Using Panel Granger-Causality Test

  • Lee, Su-Dong;Lee, Junghye;Jun, Chi-Hyuck
    • Industrial Engineering and Management Systems
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    • 제14권1호
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    • pp.104-110
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    • 2015
  • Every year governments spend their national budget on public health in order to reduce financial burden of individuals on health. Although it has been widely believed that the increase of public expenditure on health decreases private health expenditure, it has not been proved by analysis with real data. For better understanding, we conducted an empirical study on the real data of 17 OECD countries-Australia, Austria, Canada, Denmark, Finland, Germany, Iceland, Ireland, Japan, Korea, New Zealand, Norway, Portugal, Spain, Sweden, the United Kingdom, and the United States. The panel Granger-causality test is used to verify the cause-and-effect relationship between the two expenditures. As a result, public expenditure on health has a 3 to 4 year-lagged negative effect on private health expenditure in the cases of the 16 countries except for the United States.

External Debt and Economic Growth: A Dynamic Panel Study of Granger Causality in Developing Countries

  • ZHANG, Biqiong;DAWOOD, Muhammad;AL-ASFOUR, Ahmed
    • The Journal of Asian Finance, Economics and Business
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    • 제7권11호
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    • pp.607-617
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    • 2020
  • This study investigates the causal relationship between public and private external debt and economic growth in developing countries. Our model includes 18 selected Asian developing and transition economies from 1995 thru 2019. We employ the dynamic heterogeneous panel data methods, pooled mean group (PMG), robust cross-sectional augmented autoregressive distributed lag (CS-ARDL), and pairwise panel causality test. The results of PMG and CS-ARDL show the existence of causality between external debt and economic growth both in the short-run and long-run. The pairwise Granger causality test found the bidirectional causal relationship runs from total external debt, public external debt, and private external debt to economic growth and economic growth to external debt. The results showed first the existence of causality in the short-run and long-run between external debt and economic growth and the second, bi-directional causality that runs from external debt to economic growth and economic growth to external debt. Both the dynamic models and robust estimator found the same inferences about the impact of main variables on economic growth in Asian developing and transition economies. The findings of this study suggest to assure debt management, investment in productive sectors, increase domestic savings, decrease external dependency, and focus on international trade.

운송수단과 산업구조 간 동태적 인과관계 분석 (The dynamic causal relationship between transportation modes and industrial structure)

  • 송민주;이희용
    • 무역학회지
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    • 제46권5호
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    • pp.115-130
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    • 2021
  • The main purpose of this study is to analyze the causal relationship between import-export goods and transportation modes. To this end, five major commodity groups were selected from 2010 to 2018 such as Machinery and transport equipment (SITC 7), manufactured goods classified chiefly by material (SITC 6), chemicals and related products, n.e.s. (SITC 5), mineral, fuels, lubricants, and related materials (SITC 3), and miscellaneous manufactured articles (SITC 8). And using the panel VECM, the difference between transportation modes such as ports and airports was compared and analyzed through panel granger causality, Impulse response function, Forecasting error variance decomposition. As a result, it is confirmed that the causal relationship between major product groups and transportation modes showed different causal relationships depending on the characteristics of port and air transportation.

산업의 경제 성장과 IT 투자: 경제 성장은 IT 투자의 효과인가, 아니면 IT 투자 결정의 요인인가? (Industrial Economic Growth and IT Investment: Is Economic Growth an Effect of IT Investment, or a Determinant of Decision-making for IT Investment)

  • 이상호;유영욱
    • 경영정보학연구
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    • 제19권1호
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    • pp.185-202
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    • 2017
  • 생산함수이론을 이용하는 대부분의 연구는 IT활용의 결과로 경제 성장을 보고 있다. 그러나 몇몇 연구들은 경제 성장을 IT 투자의 결정요인으로 보고 있다. 이러한 결과가 산업 수준에서도 유효한지를 조사하기 위하여, 이 연구는 미국의 1997년부터 2007년까지의 산업 자료를 이용하여 양방향 인과성 분석이 가능한 그레인저 인과성 분석을 수행하였다. 많은 산업에서 IT 투자는 경제 성장에 영향을 주었으며, 몇몇 산업에서 경제 성장이 IT 투자에 영향을 주었으며, 몇몇 산업에서는 IT 투자와 경제 성장은 아무런 영향 관계가 없었다. 산업 수준의 IT자본과 산업총생산을 국가 수준으로 합산한 시계열 자료를 이용한 분석에서는 IT 투자와 경제 성장은 어떠한 영향 관계가 없었으나, 산업 특성과 시간 특성을 고려하는 산업 수준의 패널 자료를 이용한 분석에서는 양방향 인과 관계가 발견되었다. 이러한 결과는 IT 생산성 역설의 이유였을 수도 있다.

지역물류산업과 경제성장의 관계에 대한 패널분석 (Panel Analysis of Relationship Between Regional Logistics Industry and Economic Growth in Korea)

  • 최봉호;이기환
    • 무역학회지
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    • 제44권2호
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    • pp.173-188
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    • 2019
  • The purpose of this study is to investigate the causal relationship between the logistics industry and the economic growth in Korea, and to provide implications for the contribution of the logistics industry to economic growth. Unlike Previous Related Studies, we derive short-term and long-term effects through dynamic panel analysis such as panel Granger causality test and impulse response function estimation using panel vector error correction model. The results of the empirical analysis are as follows: Labor input of the logistics industry has the greatest positive impact on economic growth. And capital input and total sales of the logistics industry have a negative effect on economic growth. This means that Korea's logistics industry features labor-intensive growth. In addition, We have also found that the growth (sales) and capital input of the logistics industry have not yet had a direct positive impact on economic growth. Therefore, the results of this analysis provide implications for the direction of logistics industry policy to enhance contribution of the logistics industry to economic growth.

우리나라 지역 및 산업간 고용격차 분석 (Analysis on Regional and Industrial Disparity of Employment in Korea)

  • 최명섭;조강주;김명수
    • 산업경영시스템학회지
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    • 제41권4호
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    • pp.34-41
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    • 2018
  • This paper studied balanced regional development focused on employment in Korea, by analyzing regional disparity between regional and industrial employment. A Gini-coefficient decomposition method and Panel Granger causality test were conducted, using raw data of the Census on Establishments reported by the Statistics Korea. The regional and industrial disparity of employment, based on the Gini-coefficient decomposition method, have increased by year. However, the growth rates of disparity are on the decrease. Most of employment disparity occurred from regional disparity between SMA (Seoul Metropolitan Area) and Non-SMA. Industrial disparity are occurred mainly by the service industry. The amount of contribution to the whole disparity of inter/intra regional employment was differed by each industrial sector. Also the causal relationship between employment growth of manufacture and that of service industry was analyzed by Panel Granger causality test. In national level, the employment growth in manufacture industry has conduced that in service industry. On the other hand, in the Non-SMA, only the employment growth in manufacture industry has augmented that in service industry. In conclusion, to reduce employment disparity, the strategy for balanced regional development should be emphasized. Different strategies are needed across regions and industries. Basically creating new job in the Non-SMA is inevitable. In view of stable employment, manufacture industry is more desirable rather than service industry.

지식창출활동과 지역경제성장 간의 인과관계 분석 (An Analysis for the Causality between Regional Knowledge Production Activity and Regional Economic Growth)

  • 이희연;이제연
    • 한국경제지리학회지
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    • 제13권3호
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    • pp.297-311
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    • 2010
  • 본 연구는 지식창출활동에 초점을 두고 투입요소인 연구개발비와 연구인력, 그리고 지식창출활동을 통해 최종 성과로 나타나는 지역경제성장간의 동태적 인과관계를 분석하는데 목적을 두었다. 1998-2008년 동안 16개 광역시 도를 포함하는 Panel-VAR모형을 사용하였으며, 특허 생산성이 높은 지역과 특허 생산성이 낮은 지역을 구분하여 네 변수간의 인과관계를 추정하였다. 그랜저 인과분석을 수행한 결과 연구개발비와 연구인력은 특허출원에, 그리고 특허출원은 GRDP에 유의미한 인과관계를 갖는 것으로 나타났다. 또한 이러한 인과관계는 일방향이 아니라 양방향으로의 인과관계가 나타나고 있어 순환적 피드백 인과구조를 갖고 있다고 풀이할 수 있다. 이러한 경향은 특허 생산성이 높은 지역에서 더욱 뚜렷하게 나타났으며 특허 생산성이 낮은 지역에서는 연구개발비와 GRDP 간에 일방향의 인과관계가 나타났다. 이와 같이 두 지역 간에 다소 다른 인과관계 패턴이 나타난다는 점은 두 지역의 혁신역량을 향상시키려는 지역혁신정책도 차별화되어야 할것임을 시사해준다. 앞으로 지역경쟁력을 제고시키려는 지역정책의 초점도 특허 생산성을 높일 수 있도록 유도하며, 연구 개발결과가 단지 지식창출활동에 그치지 않고 창출된 지식이 실질적인 경제성장을 가져올 수 있도록 지역 내 혁신 인프라를 구축하는데 두어야 할 것이다.

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패널 VAR 모형을 이용한 지역별 양식넙치 산지가격의 동태적 인과관계 분석 (A Dynamic Causality Analysis of Oliver Flounder Producer Price by Region using the Panel VAR Model)

  • 전용한;남종오
    • 수산경영론집
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    • 제52권1호
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    • pp.47-63
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    • 2021
  • The purpose of this study is to identify the leading price between Jeju and Wando's oliver flounder producer price and to analyze the dynamic effect of the regional producer price using the panel VAR model. In the process of analysis, it was confirmed that there are unit roots in the monthly data of Jeju and Wando's oliver flounder producer price. So, in order to avoid spurious regression, the rate change of producer price which carries out log difference was used in the analysis. As a result of the analysis, first, the panel Granger causality test showed that the influence of the change rate of producer price in oliver flounder in Jeju was slightly larger than that in Wando, but it was found that each region all leads the change rate of the producer price in oliver flounder. Second, the panel VAR estimation showed that the rate change of producer price in Jeju and Wando a month ago had a statistically significant effect on the change rate of producer price of each region. Third, the impulse response analysis indicated that other regions are affected a little more than the same region in case of the occurrence of the impact on the error terms of the change rate of produce price in Jeju and Wando oliver flounder. Fourth, the variance decomposition analysis showed that the change rate of producer price in the two regions was higher explained by Jeju compared to Wando. In conclusion, it is expected that the above results can not only be useful as basic data for the stabilization of oliver flounder producer price and the establishment of policies for easing volatility but can also help the oliver flounder industry operate its business.

Economic Growth, Financial Development, and Trade Openness of Leading Countries in ASEAN

  • HO, Chi H.P.;PHAM, Nhan N.T.;NGUYEN, Kiet T.
    • The Journal of Asian Finance, Economics and Business
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    • 제8권3호
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    • pp.191-199
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    • 2021
  • The study examines the causal relationship between financial development and economic growth through trade openness for the leading ASEAN countries (Indonesia, the Philippines, Malaysia, Singapore, Thailand, and Vietnam). The study employs a panel data for the period of 25 years spanning from 1995 to 2015 for the six countries, yielding a balanced panel of 150 observations. Fixed effect model (FEM) and random effect model (REM) are used for the panel data, following the Hausman test performed for model selection. The trivariate Granger causality test is also used to check for possible relationship between the variables. The results show that REM is chosen based on the Hausman test result, suggesting that the trade openness has a positive association with growth whereas the financial development is positively, but insignificantly associated with growth. The reason for this is that the financial development and economic growth may be related to each other. The results are, then, further explored and confirmed by the causality test. That is, the financial development and the economic growth, through the trade openness, are found to have bidirectional positive relationships. This implies that there would be shortcomings when ignoring the presence of trade openness, which positively impacts the relationship between finance and growth.