• 제목/요약/키워드: Causality Test

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Analysis of the Phillips Curve: An Assessment of Turkey

  • NAR, Mehmet
    • The Journal of Asian Finance, Economics and Business
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    • 제8권2호
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    • pp.65-75
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    • 2021
  • This study analyzes the validity of the Phillips curve with regards to Turkey. The existence and direction of the causality relationship (reason-outcome relationship) between unemployment and inflation is investigated using inflation and unemployment data for the period 1980-2019. Unit root tests were utilized to evaluate the stationarity of the series. In line with the Zivot-Andrews unit root test, which was developed in response to the criticism of the failure of studies that presented macro-variables like inflation to consider traditional unit root tests, in this research, the Engle-Granger cointegration test was implemented to check whether the series could perform a joint action, and, finally, the Granger causality relationship was explored. According to the results of the analysis, over the relevant period there was a single directional causality relationship from inflation toward unemployment in Turkey. The importance of this relationship at the 10% significance level indicates the existence of many different factors that affect inflation and unemployment. Given the existence of a cointegration and causality relationship between inflation and unemployment, it can be said that, in Turkey, the Phillips curve is valid for the period 1980-2019 and that an increase of 1% in inflation will reduce the unemployment rate by 0.028%.

서울특별시 25개 자치구의 열환경과 미세먼지 간 Granger 인과관계 (Granger Causality between Thermal Environment and PM10 of Seoul's 25 Districts)

  • 연지민;김형규
    • 한국환경과학회지
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    • 제31권1호
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    • pp.9-21
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    • 2022
  • Today's cities require deeper understanding of the thermal environment and PM10 as their management becomes more critical. Based on these circumstances, this study investigated the Granger causality between the thermal environment and PM10 of the 25 districts of Seoul, the most populous and urbanized city in Korea. The results of the Granger causality test on the thermal environment and PM10 were classified into 12 types. Except for type 12, the temperature and urban island heat intensity of the other 11 types operated as a Granger-cause to each other in both directions. Temperature operates as a Granger-cause of urban island heat intensity in type 12. The PM10 level and urban pollution island intensity operated as a Granger-cause to each other in all districts. For types 1 and 2, thermal environment operated as a Granger-cause to PM10 in one direction, and type 3-type 12 confirmed that thermal environment and PM10 operated as a Granger-cause in both directions. Findings reveal the intricate causalities between thermal environment and PM10 at the district level and suggest mitigation strategies that are more location based.

Causality of Forest Inventory and Roundwood Supply in Korea

  • Kim, Dong-Jun;Kim, Eui-Gyeong
    • 한국산림과학회지
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    • 제95권5호
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    • pp.539-542
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    • 2006
  • This study confirmed econometrically the causality of forest inventory and roundwood supply using Korean data. In general, forest inventory is included as explanatory variable in roundwood supply function. We checked whether each series is stationary or not before using it in the model, and determined whether the combination of the series is comtegrated. The relationship between forest inventory and roundwood supply was represented by bivariate vector autoregressive model. The causality of forest evidence of the causal relationship between change in forest inventory and change in roundwood supply in Korea. That is, change in forest inventory does not cause change in roundwood supply in Korea. It seems reasonable not to include forest inventory as explanatory variable in roundwood supply function in Korea.

VECM모형을 활용한 거시경제변수가 성장에 미치는 영향분석 (A Study on the Effects of the Macroeconomic Variables on the Economic Growth by VECM Model)

  • 조우성
    • 통상정보연구
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    • 제14권4호
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    • pp.27-47
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    • 2012
  • 2006년의 미국의 금융위기 및 현재 유럽의 재정위기로 인하여 세계경제는 침체의 위기에 서 있으며 저성장 고실업율의 문제를 해결하기 위하여 여러 가지 방법을 강구하고 있다. 따라서 경제성장에 원인이 되는 요인이 무엇인지에 대한 연구는 끊임없이 되어오고 있다. 이에 본 연구는 수출, 수입, 외국인 직접투자 및 해외직접투자 등이 경제성장에 미치는 영향과 변수들간 상호 어떠한 영향을 미칠 것인가에 대한 분석을 하는 것과 IMF를 전후로 하여 분석을 실시하여 국내경제의 변화가 실질적으로 변수들 간에 영향을 어떻게 미친 것인가에 대하여 알아보는 것에 그 목적이 있다고 할 수 있다. 따라서 위와 같은 연구를 바탕으로 아래와 같은 결론을 낼 수가 있었다. 1997년을 중심으로 변수들간의 인과관계에 대한 많은 변화가 있었다는 것이다. IMF기간이전에서는 보이지 않던 GDP와 해외직접투자 및 외국인 직접투자의 인과관계가 확인됨으로서, IMF 구제금융 이후 한국의 자본시장의 개방이 외국인직접투자 및 해외직접투자에 영향을 끼쳤음을 알 수가 있었다. 또한 외국인직접투자와 해외직접투자의 연관성 역시 한국의 자본시장 개방과 관련성으로 판단지어 볼 수가 있었다. 결론적으로 말해서, 수출입 등의 실물시장보다는 급증하고 있는 자본시장의 영향이 거시경제변수들간에 인과관계를 좀 더 잘 설명하고 있는 예가 아닐까 생각된다.

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닭-달걀 간 통계적 인과성 논란의 판별 (Identifying the Chickens-Eggs Statistical Lead-Lag Dilemma)

  • 김태호;김민정;이진완
    • 응용통계연구
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    • 제26권3호
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    • pp.401-411
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    • 2013
  • 변수들 간 인과관계는 시차 회귀방정식을 사용한 초기의 검정법 이후 새로운 통계적 기법이 계속 개발되면서 더욱 다양하고 효율적인 분석이 가능하게 되었지만 오랜 논쟁의 대상인 닭과 달걀 간 선행관계에 대한 검정은 의외로 간과되어왔다. 본 연구에서는 현대적 관점에서 두 변수 간 인과관계를 학문적으로 조명해보기 위해 사용가능한 자료를 이용하여 통계적 검정을 실시해 보았다. 두 변수 간 관계에는 구조적 변화가 발생하지 않았음이 입증되면서 사용한 검정법 모두 수준변수 및 정상변수에서 일관된 검정결과를 보이는 것으로 나타났다.

VAR 모형을 이용한 유통단계별 갈치가격의 인과성 분석 (A Causality Analysis of the Hairtail Price by Distribution Channel Using a Vector Autoregressive Model)

  • 김철현;남종오
    • 수산경영론집
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    • 제46권1호
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    • pp.93-107
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    • 2015
  • This study aims to analyze causalities among Hairtail prices by distribution channel using a vector autoregressive model. This study applies unit-root test for stability of data, uses Granger causality test to know interaction among Hairtail Prices by distribution channel, and employes the vector autoregressive model to estimate statistical impacts among t-2 period variables used in model. Analyzing results of this study are as follows. First, ADF, PP, and KPSS tests show that the change rate of Hairtail price by distribution channel differentiated by logarithm is stable. Second, a Granger causality test presents that the producer price of Hairtail leads the wholesale price and then the wholesale price leads the consumer price. Third, the vector autoregressive model suggests that the change rate of Hairtail producer price of t-2 period variables statistically, significantly impacts change rates of own, wholesale, and consumer prices at current period. Fourth, the impulse response analysis indicates that impulse responses of the structural shocks with a respectively distribution channel of the Hairtail prices are relatively more powerful in own distribution channel than in other distribution channels. Fifth, a forecast error variance decomposition of the Hairtail prices points out that the own price has relatively more powerful influence than other prices.

전력계통한계가격(SMP)과 기저발전비율, LNG도입가격, 환율 간 인과관계 분석 (An Analysis on the Causal Relation Among SMP, Base-Load Share, LNG Import Price, and Exchange Rate)

  • 박민혁;문양택;박중구
    • 조명전기설비학회논문지
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    • 제28권7호
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    • pp.97-105
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    • 2014
  • This article examines the causality relationship among SMP, base-load share, LNG import price, and exchange rate in Korean power market during 2002~2012, using unit root test, cointegration test, and vector error correction model(VECM). The cointegration test shows that 4 variables without unit root have been in the long-run causality. As the results of ECM, SMP is analyzed to have been unilaterally caused from LNG import price and base-load share in the shot-run, while it has been unilaterally caused from LNG import price and exchange rate in the long-run. This article has the following policy implications: the adjustment of exchange rate to reduce he risk of LNG import price and the proper securement of base-load share for the long-run stability of SMP.

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.

Symmetric and Asymmetric Effects of Financial Innovation and FDI on Exchange Rate Volatility: Evidence from South Asian Countries

  • QAMRUZZAMAN, Md.;MEHTA, Ahmed Muneeb;KHALID, Rimsha;SERFRAZ, Ayesha;SALEEM, Hina
    • The Journal of Asian Finance, Economics and Business
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    • 제8권1호
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    • pp.23-36
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    • 2021
  • The study explores the nexus between foreign direct investment (FDI), financial innovation, and exchange rate volatility in selected South Asian countries for 1980 to 2017. The study applies the unit root test, Autoregressive Distributed Lagged, nonlinear ARDL, and causality test following Toda-Yamamoto. Unit root tests ascertain that variables are integrated in a mixed order; few variables are stationary at a level and few after the first difference. Empirical model estimation with ARDL, Long-run cointegration revealed with the tests of FPSS, WPSS, and tBDM by rejecting the null hypothesis of "no cointegration." This finding suggests that, in the long-run financial innovation, FDI inflows, and exchange rate volatility move together. Moreover, study findings established adverse effects running from FDI inflows and financial innovation to exchange rate volatility in the long run. These findings suggest that continual FDI inflows and innovativeness in the financial system assist in lessening the volatility in the foreign exchange market. Furthermore, nonlinear ARDL confirms the presence of asymmetric cointegration in the model. The standard Wald test established asymmetric effects running from FDI inflows and financial innovation to exchange rate volatility, both in the long and short run. Directional causality unveils feedback hypothesis holds for explaining causality between FDI, financial innovation, and exchange rate volatility.

VAR 모형을 이용한 크기별 완도 전복가격의 선도가격 분석 (A Leading-price Analysis of Wando Abalone Producer Prices by Shell Size Using VAR Model)

  • 남종오;심성현
    • Ocean and Polar Research
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    • 제36권4호
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    • pp.327-341
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    • 2014
  • This study aims to analyze causality among Wando abalone producer prices by size using a vector autoregressive model to expiscate the leading-price of Wando abalone in various price classes by size per kg. This study, using an analytical approach, applies a unit-root test for stability of data, a Granger causality test to learn about interaction among price classes by size for Wando abalone, and a vector autoregressive model to estimate the statistical impact among t-1 variables used in the model. As a result of our leading-price analysis of Wando abalone producer prices by shell size using a VAR model, first, DF, PP, and KPSS tests showed that the Wando abalone monthly price change rate by size differentiated by logarithm were stable. Second, the Granger causality relationship analysis showed that the price change rate for big size abalone weakly led the price change rate for the small and medium sizes of abalone. Third, the vector autoregressive model showed that three price change rates of t-1 period variables statistically, significantly impacted price change rates of own size and other sizes in t period. Fourth, the impulse response analysis indicated that the impulse responses of structural shocks for price change rate for big size abalone was relatively more powerful in its own size and in other sizes than shocks emanating from other sizes. Fifth, the variance decomposition analysis indicated that the price change rate for big size abalone was relatively more influential than the price change rates for medium and small size abalone.