• Title/Summary/Keyword: Granger 인과관계분석

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Analyzing the Relation between Energy Intensity, Energy Price and TFP in Korea (에너지 집약도, 에너지 가격 그리고 기술 수준 간의 동태적 관계 분석)

  • Kim, Kijin;Won, DooHwan;Jung, Sukwan
    • Environmental and Resource Economics Review
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    • v.29 no.2
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    • pp.195-217
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    • 2020
  • The improvement of energy intensity is drawing attention as a way to achieve sustainable development. Energy price and technology level are the main factors affecting energy intensity, and empirical studies on the relationship between the variables have been conducted mainly in overseas countries. However, analyzing the relation between energy intensity, energy price and technology has not been studied in Korea. Therefore, this study analyzed the dynamic relationship between energy intensity, energy price, and total factor productivity (TFP) in Korea. As a result of the analysis, the three variables form a long-term equilibrium relationship. The increase in TFP reduces energy intensity in both short and long term, and the long-term effect is greater than short-term effect. On the other hand, energy price do not have a significant impact on energy intensity. Granger causality test results show that energy intensity and TFP granger cause each other, but energy price is weak-exogenous.

An Empirical Study on the Asymmetric Correlation and Market Efficiency Between International Currency Futures and Spot Markets with Bivariate GJR-GARCH Model (이변량 GJR-GARCH모형을 이용한 국제통화선물시장과 통화현물시장간의 비대칭적 인과관계 및 시장효율성 비교분석에 관한 연구)

  • Hong, Chung-Hyo
    • The Korean Journal of Financial Management
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    • v.27 no.1
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    • pp.1-30
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    • 2010
  • This paper tested the lead-lag relationship as well as the symmetric and asymmetric volatility spillover effects between international currency futures markets and cash markets. We use five kinds of currency spot and futures markets such as British pound, Australian and Canadian dollar, Brasilian Real and won/dollar spot and futures markets. daily closing prices covering from September 15, 2003 to July 30, 2009. For this purpose we employed dynamic time series models such as the Granger causality based on VAR and time-varying MA(1)-GJR-GARCH(1, 1)-M. The main empirical results are as follows; First, according to Granger causality test, we find that the bilateral lead-lag relationship between the five countries' currency spot and futures market. The price discover effect from currency futures markets to spot market is relatively stronger than that from currency spot to futures markets. Second, based on the time varying GARCH model, we find that there is a bilateral conditional mean spillover effects between the five currency spot and futures markets. Third, we also find that there is a bilateral asymmetric volatility spillover effects between British pound, Canadian dollar, Brasilian Real and won/dollar spot and futures market. However there is a unilateral asymmetric volatility spillover effect from Australian dollar futures to cash market, not vice versa. From these empirical results we infer that most of currency futures markets have a much better price discovery function than currency cash market and are inefficient to the information.

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A Study on Causality among Trading Volume of Pyeongtaek Port, Incheon Inner Harbor and Incheon North Harbor (인천내항, 인천북항, 평택항간 물동량의 인과관계 분석)

  • Yoo, Heonjong;Ahn, Seung-Bum
    • Journal of Korea Port Economic Association
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    • v.30 no.4
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    • pp.255-273
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    • 2014
  • The purpose of this paper is to examine the causal relationship among the trading volume of Pyeongtaek port, Incheon Inner Harbor, Incheon North Harbor. Methodologically, Granger causality, impulse response function, and variance decomposition based on VAR are used. The results indicate that Pyeongtaek port trading volume positive shock has positive effects on Incheon North Harbor. In addition, Incheon Inner Harbor trading volumes positive shock has negative effects on Pyeongtaek port. The results also suggest that the volume of Pyeongtaek port Granger-causes the volume of Incheon North Harbor, but not vice versa. The volume of Incheon Inner Harbor Granger-causes the volume of Pyeongtaek port. Based on these results, we suggest that port authorities have to focus on policies that would promote copetition between port of Pyeongtaek and Incheon in the world harbor industry.

A Study on USA, Japan and India Stock Market Integration - Focused on Transmission Mechanism - (미국, 일본, 인도 증권시장 통합에 관한 연구 - 정보전달 메카니즘을 중심으로 -)

  • Yi, Dong-Wook
    • International Area Studies Review
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    • v.13 no.2
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    • pp.255-276
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    • 2009
  • This article has examined the international transmission of returns among S&P500, Nikkei225 and SENSEX stock index cash markets using the daily closing prices covered from January 4, 2002 to February 6, 2009. For this purpose we employed dynamic time series models such as the Granger causality analysis and variance decomposition analysis based on VAR model. The main empirical results are as follows; First, according to Granger causality tests we find that S&P500 stock index has a significant prediction power on the changes of SENSEX and Nikkei225 stock index market and vice versa. However, US stock market's influence is dominant to the other stock markets at a significant level statistically. Second, according to variance decomposition, SENSEX stock index is more sensitive to the movement of S&P500 than that of Nikkei225 stock index. These kinds of empirical results shows that the three stock markets are integrated over times and these results will be informative for the international investors to build the world-wide investment portfolio and risk management strategies, etc.

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

  • Kim, Suyi
    • Environmental and Resource Economics Review
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    • v.26 no.1
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    • pp.37-56
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    • 2017
  • This study analyzed the mutual causal relationship between energy consumption, production, and export for manufacturing industry in Korea. The Korean manufacturing industry was divided into nine industries and panel data was constructed from 1991 to 2013. The panel Granger causality test method developed by Demitrescu and Hurlin (2012) was used along with the Vector Error Correction Model. This analysis showed that there was Granger Causality from production to energy consumption, from exports to energy consumption. However, Granger Causality was not established in the opposite direction. Therefore, this result supports the conservation hypothesis of Qzturk (2010) that energy-saving policies in the manufacturing sector can be implemented without adverse effects on production or exports in short-run. There is a long-run cointegrating relationship between production, energy consumption, exports, labor, and capital in the Korean manufacturing sector. Furthermore, the energy consumption contributes to the increasing of production in long-run equilibrium relationship.

An Empirical Study on the Causalities and Effects between Inbound Tourism and Service Industry GDP in China (국제 인바운드 관광과 중국내 서비스 산업 GDP간의 인과관계 및 효과에 관한 실증연구)

  • Kim, Jong-Sup
    • International Area Studies Review
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    • v.14 no.3
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    • pp.363-387
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    • 2010
  • This papers studies the causalities and effects on the relationship between inbound tourism(TOU) and the production amount of service industry in China, using the unit root test, the Granger causality test, the cointegration test, and VECM. we take their natural logarithm and define them as TOU and SGDP: these represent the distributed variable based the lagged values of the number of international tourists by continent and real production amount in service industry of China, respectively. The results of empirical study of this papers are as follows: Firstly, in the unit root test, we found that each time series was unstable one that has unit root. This result made me use 1st differenced data for this empirical study. Secondly, in the Granger casuality test, the study results show that there is unilateral casuality relation between DLSGDP-$DLTOU_i$ except DLSGDP-DLTOUL model for the same time, while no casuality relation between DLTOU-DLSGDP for all models of China. Thirdly, there is cointegration relation between all models for the period of 1980-2008.

The Impact of Nuclear Power Generation on Wholesale Electricity Market Price (원자력발전이 전력가격에 미치는 영향 분석)

  • Jung, Sukwan;Lim, Nara;Won, DooHwan
    • Environmental and Resource Economics Review
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    • v.24 no.4
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    • pp.629-655
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    • 2015
  • Nuclear power generation is a major power source which accounts for more than 30% of domestic electricity generation. Electricity market needs to secure stability of base load. This study aimed at analyzing relationships between nuclear power generation and wholesale electricity price (SMP: System Marginal Price) in Korea. For this we conducted ARDL(Autoregressive Distributed Lag) approach and Granger causality test. We found that in terms of total effects nuclear power supply had a positive relationship with SMP while nuclear capacity had a negative relationship with SMP. There is a unidirectional Granger causality from nuclear power supply to SMP while the reverse was not. Nuclear power is closely related to SMP and provides useful information for decision making.

국제유가 흐름에 대한 시계열분석접근

  • Park, Ju-Ho
    • Environmental and Resource Economics Review
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    • v.4 no.1
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    • pp.103-124
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    • 1994
  • 주요 현물유가(WTI, Brent, Oman, Dubai)와 선물유가간의 동태적 관계를 시계열 분석 방법을 이용하여 살펴보았다. 현물유가 및 선물유가들은 1차 적분된 시계열(I(1))로 보여진다. 현물유가들사이 및 현물유가와 선물유가사이에도 공적분관계(cointegration relation)가 있는 것으로 보여진다. 한편, 선물유가는 현물 유가를 인과(Granger-cause)하지만, 현물유가는 선물유가를 인과하지 않는 것으로 나타났다. 이러한 공적분관계 및 인과관계의 결과는 합리적 기대가설(rational expectations hypothesis)에 의한 효율적 석유시장(efficient oil markets)과 일치하는 것으로 보여진다. 수정오차모형(error correction model)에 의해 3/4분기 및 4/4분기의 유가들을 예측해 보았다.

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Study on the causality between call rate and exchange rate under global economic crisis (글로벌경제위기에서 콜금리와 환율의 인과관계에 관한 연구)

  • Shin, Yang-Gyu
    • Journal of the Korean Data and Information Science Society
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    • v.20 no.4
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    • pp.655-660
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    • 2009
  • As the global economic crisis, the Korean foreign exchange market appears unstable with large fluctuations in exchange rate. Inevitably, there is growing attention on price variables such as exchange rate and interest rates and also on corelation between the factors. This is an empirical study on the causality of fluctuation between exchange rate and interest rate in the Korean market under global economic crisis. The fluctuations in won/dollar exchange rate and call rate are described and followed by analysis of lead-lag relationship between the two variables using Cross-correlation function and Granger causality test.

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An Empirical Study on the long-term Relationship between House Prices and Inflation in the U.S. (주택가격과 물가의 장기관련성에 관한 실증연구 : 미국을 중심으로)

  • Lee, Young Soo
    • International Area Studies Review
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    • v.14 no.3
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    • pp.246-263
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    • 2010
  • This study examines how the long-run relations between housing price and inflation in the United Sates have changed since the year of 2000. Johansen co-integration test, estimation of long-run equilibrium equation, and Granger causality tests are conducted, based on the VECM. Data covers the period from the first quarter of 1975 to the second quarter of 2010. I adopt the recursive estimation method in which the final period of the estimation is expanded by one quarter, starting from the first quarter of 2000. The empirical results are as follows: (1) In spite of the sharp increase of housing price, the long-run relationship of house prices and inflation has been remained stable until 2007, showing that house prices are a stable inflation hedge in the long run. (2) The housing price plunge since 1997 does not seem to be related to the restore of the long-run relationship between housing prices and inflation. (3) Granger causality test results support the hypothesis that inflation granger-causes housing prices with 10% significance level, but reject the hypothesis that housing price granger-causes inflation.