• 제목/요약/키워드: Granger Causality

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국립공원 탐방수요와 경제변수간의 인과성 분석 (A Causality Analysis on the Relationship Between National Park Visitor Use and Economic Variables)

  • 심규원;이주희
    • 한국산림과학회지
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    • 제99권4호
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    • pp.573-579
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    • 2010
  • 본 연구는 국립공원 탐방수요와 경제변수인 산업생산지수와 소비자물가지수 간의 관계를 분석하였다. 인과 관계검정 결과 산업생산지수와 소비자물가지수는 국립공원 탐방수요에 영향을 미치는 것으로 나타났다. 또한 충격반응분석 결과 산업생산지수와 소비자물가지수가 단기적으로 큰 반응을 보이기 시작하여 장기적으로 파급효과를 미치는 것으로 나타났다. 그리고 분산분해분석 결과 국립공원 탐방수요는 자체변수에 가장 영향을 많이 받는 것으로 나타났다. 이상의 연구 결과 경제변수는 휴양의 수요를 예측하고 정책을 수립하는데 유용하게 활용될 수 있을 것으로 판단된다.

Foreign Capital Inflows and Stock Market Development in Pakistan

  • SAJID, Ali;HASHMI, Muhammad Arsalan;ABDULLAH, A.;HASAN, Muhammad Amin
    • The Journal of Asian Finance, Economics and Business
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    • 제8권6호
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    • pp.543-552
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    • 2021
  • The study examines how foreign capital inflows affect stock market development in Pakistan for the period from July 2008 to June 2018. Several components of foreign capital inflows were used for empirical analysis, namely, foreign direct investment, foreign portfolio investment, and remittances. Further, market capitalization was used as a proxy for stock market development. The study uses an ARDL model for examining the long-run and short-run relationships between variables. We also analyze the bi-directional causality between the variables through the Granger causality test. Further, the presence of structural breaks was analyzed through the CUSUM and CUSUM Square test. The results suggest that in the long run, remittances have a positive and significant relationship with stock market development. However, foreign direct investment, foreign portfolio investment, and USD-PKR exchange rate do not have a significant impact on stock market development. The results also suggest that in the short run there is a negative relationship between FDI, USD-PKR exchange rate and market capitalization. Contrarily, we found a positive relationship between FPI and market capitalization. The results of Granger causality test suggest that remittances and USD-PKR exchange rate have a causal relationship with stock market development. Finally, we found no evidence of structural breaks in the dataset.

Does Technological Progress, Trade, or Financial Globalization Stimulate Income Inequality in India?

  • GIRI, Arun Kumar;PANDEY, Rajan;MOHAPATRA, Geetilaxmi
    • The Journal of Asian Finance, Economics and Business
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    • 제8권2호
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    • pp.111-122
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    • 2021
  • The main purpose of the present research is to analyze the effects of trade, financial globalization, and technological progress on income inequality in the Indian economy over the period from 1982 to 2018. For this purpose, the study uses economic growth, financial globalization, trade openness, technological development, and economic inequality variables with appropriate proxies. The study employs the Auto Regressive Distributed Lag (ARDL) approach to co-integration and VECM based Granger causality approach to estimate both the short-run and long-run relationship and causality among variables. Using the ARDL bounds test, the study finds a long-run co-integrating relationship existing among the variables in the model. The study confirms the existence of a positive and significant impact of technological progress on income inequality. Further, globalization's limited impact reflects two offsetting tendencies; trade globalization is associated with a reduction in income inequality, while financial globalization is related to an increase in inequality. The results of VECM based Granger causality approach further confirm that technological progress, trade, and financial globalization causes income inequality both directly and indirectly through economic growth and inflation. In case of India, the results of this research can significantly facilitate stakeholders and policymakers in devising policies towards effective globalization and technological innovation for inclusive growth.

거시경제변수와 일반기계산업 간의 연관성 분석 (The Effect analysis on Non-electrical Machinery and Equipment of Macroeconomic variables)

  • 김종권
    • 대한안전경영과학회:학술대회논문집
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    • 대한안전경영과학회 2006년도 춘계공동학술대회
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    • pp.447-470
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    • 2006
  • According to Granger causality test, yield of Cooperate Bond and export amount of Machinery have a meaning at statistical Confidence level of 10%. In case of index of the unit cost of export and export amount of Machinery, they have an interactive Granger cause. In yen dollar exchange rate and export amount of Machinery, former variable gives an unilateral Granger cause to latter that. Also, call rate gives an unilateral Granger cause to export amount of Machinery. In case of $M_3$ & export amount of Machinery, former variable have an influence on latter that at 5% Confidence level.

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해외직접 투자와 경제성장의 상호관계에 관한 연구: 카자흐스탄 사례연구 (The Relationship between FDI and Economic Growth: Kazakhstan Case)

  • 장병윤
    • 한국시뮬레이션학회논문지
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    • 제21권1호
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    • pp.19-26
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    • 2012
  • 본 논문은 카자흐스탄의 해외직접투자와 경제성장에 관한 연관관계를 연구한다. 이 연구를 위하여 저자들은 먼서 카자흐스탄의 독립이후로 해외직접투자에 영향을 미친 요인들을 조사하고 그들의 영향정도를 파악한다. 다음으로 일인당 GDP대한 일인당 해외직접투자의 영향을 연구한다. 이러한 연구목적을 달성하기 위하여 1992년부터 2009년 사이의 자료를 World Bank Database에서 수집하여 분석하였다. 자료분석은 중회귀분석, 시계열분석 및 Granger Causality Test를 주로 사용하였다. 연구 결과에 의하면 해외직접투자에 영향을 미치는 요소는 GDP 와 economic freedom index로 나타났으며, 경제성장 또한 해외직접 투자에 영향을 받는 것으로 나타났다. 특별히, 해외직접투자는 GDP 및 economic freedom index와 양의 상관관계가 있었다. 일인당 GDP에 대한 일인당 해외직접투자의 영향은 일인당 해외직접투자 1달러 증가시 일인당 GDP 30.4달러가 증가하는 것으로 나타났다. 본 연구의 결과는 정책결정자들로 하여금 해외투자를 유치하고 경제성장을 촉진하는 정책결정에 유용한 정보를 제공할 것이다.

교육비 지출이 성장에 미치는 영향에 관한 연구 (An Effects of Education Expenditures on the Economic Growth)

  • 조우성;최혁준
    • 통상정보연구
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    • 제16권2호
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    • pp.185-198
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    • 2014
  • 본 연구는 교육비 지출, 경제성장, 수출, 수입간의 인과관계 및 상호영향을 대하여 알아보았다. 우선 Granger causality test를 실시한 결과 교육비 지출은 수출입에 영향을 받는 것으로 나타났으며, 다른 변수들간에는 인과관계가 없다는 결과가 나타났다. 또한 충격반응함수로 본 교육비지출과 변수들간의 관계는 교육비 지출은 수출에 초기 (-)의 영향을 주나 일정시기가 지나면 (+)의 영향을 주는 것을 알 수가 있고, 수입의 경우에는 초기(-)의 영향을 주면, 차츰 0으로 수렴되는 경향이 있음을 알 수 있다. 마지막으로 교육비 지출은 GDP에 (+)의 영향을 주는 것으로 나타나고 있다. 따라서 본 연구를 통하여, 수출입이 증가함에 따라, 즉 개방이 가속하 됨으로 인하여 고급인력의 수요가 증가하여 교육에 대한 새로운 투자가 증가하는 것으로 판단되어지며, 이는 고급인력의 수요를 맞추기 위하여 정부가 외국어, 연구인력 등을 위한 교육투자가 선행되어져야 함을 알 수 있다.

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필터링된 잔차를 이용한 희박벡터자기회귀모형에서의 변수 선택 측도 (Filtered Coupling Measures for Variable Selection in Sparse Vector Autoregressive Modeling)

  • 이승규;백창룡
    • 응용통계연구
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    • 제28권5호
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    • pp.871-883
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    • 2015
  • 벡터자기회귀모형은 다차원의 시계열 자료간의 선형종속 관계를 연구하는데 효율적인 모형이다. 하지만 차원이 높아질 경우 추정해야할 모수가 급격히 증가하여 추정이 불안정해지고 예측력의 저하 및 해석의 어려움을 동반하는 문제를 가지고 있다. 이를 보완하기 위해서 많은 계수를 0으로 두는 희박벡터자기회귀모형이 제안되었고 고차원 시계열 분석에서 유용함이 밝혀졌다. 이 논문에서는 희박벡터자기회귀모형 추정에 있어서 어떠한 계수를 0으로 두어야 하는지를 판단해주는 한 쌍의 변수에 대한 상관 정도를 추정해주는 커플링 측도를 제안한다. 먼저 이 논문에서는 부분 스펙트럼 일관성에 기반을 둔 커플링 측도를 사용한 변수 선택의 경우 다른 변수의 효과를 제거한 잔차에 기반을 두었기에 좋은 효율성을 보임을 밝힌다. 하지만 부분 스펙트럼 일관성의 경우 벡터자기회귀모형 계수의 비대칭성을 고려하지 못한다는 단점이 있어 이를 보완하고자 필터링을 통해 다른 변수의 효과를 제거한 잔차에 기반을 둔 동시에 비대칭성을 가지는 커플링 측도들, 필터링된 잔차를 이용한 교차 상관성과 그래인저 인과관계를 제안한다. 모의실험을 통해 우리가 제안한 방법론들이 두터운 꼬리를 가지거나 높은 차수의 희박벡터자기회귀모형의 경우에도 매우 정확하게 0이 아닌 변수를 선택함을 보인다.

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.

팬데믹 위기가 세계 자본시장 동조화에 미치는 영향 (The Impact of Pandemic Crises on the Synchronization of the World Capital Markets)

  • 이동수;원재환
    • 아태비즈니스연구
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    • 제13권3호
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    • pp.183-208
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    • 2022
  • Purpose - The main purpose of this study is to widely investigate the impact of recent pandemic crises on the synchronization of the world capital markets through 25 stock indices from major developed countries. Design/methodology/approach - This study collects 25 stock indices from major developed countries and the time period is between January 5, 2001 and February 24, 2022. The data sets used in the study include finance.yahoo.com and Investing.com.. The Granger causality analysis, unit-root test, VAR analysis, and forecasting error variance decomposition were hired in order to analyze the data. Findings - First, there are significant inter-relations among 25 countries around recent major pandemic crises(such as SARS, A(H1N1), MERS, and COVID19), which is consistent result with previous literature. Second, COVID19 shows much stronger impact on the world-wide synchronization than other pandemics. Third, the return volatility of each stock market varies, unit root tests show that daily stock index data are unstable while daily stock index returns are stable, and VAR(Vector Auto Regression) analyses presents significant inter-relations among 25 capital markets. Fourth, from the impulse response function analyses, we find that each market affects the other markets for short term periods, about 2~4 days, and no long term effect was not found. Fifth, Granger causality tests show one-side or two-sides synchronization between capital markets and we estimate, through forecasting error variance decomposition method, that the explanatory portions of each capital market on other markets vary from 10 to 80%. Research implications or Originality - The above results all together show that pandemic crises have strong effects on the synchronization of world capital markets and imply that these synchronizations should be carefully considered both in the investment decisions by individual investors and in the financial and economic policies by governments.

The Impact of Crude Oil Prices on Macroeconomic Factors in Korea

  • Yoon, Il-Hyun
    • 아태비즈니스연구
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    • 제13권2호
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    • pp.39-50
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    • 2022
  • Purpose - The purpose of this study is to examine how Korea's macroeconomic factors, such as GDP, CPI, Export, Import, Unemployment rate and USD/KRW exchange rate, are affected by the oil price shocks. Design/methodology/approach - This study used monthly and quarterly time-series data of each variable for the period 1983 to 2022, consisting of two sub-periods, to employ Granger causality test and GARCH method in order to identify the role of the oil price movement in macroeconomic factors in Korea. Findings - Korea's currency rate to the US dollar is negatively correlated with the price change of crude oil while the GDP change is positively correlated with the price change of crude oil with strong relationship between Export and Import in particular. The exchange rate and GDP growth are believed to be not correlated with the oil price change for the pre-GFC period. According to the Granger causality test, the price change in crude oil has a causal impact on CPI, Export and Import while other factors are relatively slightly affected. Transmission effect from the oil price to Export is found and there also exists volatility spillover from oil price to economic variables under examination. Comparing two sub-periods, CPI and Export volatility responds negatively to shocks in the oil price for the pre-GFC period while volatility of CPI and Unemployment reacts positively to the oil price shocks for the post-GFC period. Research implications or Originality - The findings of this study could be helpful for both domestic and international investors to build their portfolio for the risk management since rising WTI price can be interpreted as a result of global economic growth and ensuing increase in the worldwide demand of the crude oil. Consequently, the national output is expected to increase and the currency is also expected to be strong in the long run.