• Title/Summary/Keyword: Granger 인과관계분석

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A Causality Analysis between R&D Investment and Technology Trade (R&D 투자와 기술무역 간의 인과관계 분석)

  • Pak, Cheolmin;Ku, Bonchul
    • Journal of Technology Innovation
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    • v.24 no.2
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    • pp.91-113
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    • 2016
  • The purpose of this study is to examine the causal relationship among R&D spending and variables of technology trade, and to explore promoting R&D activities and revitalizing technology trade. To analyze the causal relationship, we built a multivariate model that consists of government R&D spending, private R&D spending, technical importation and export of techniques, and employed the Granger-causality test based on an error correction model. The results show that there are five Granger-causality relationship among them in the short run, as well as there are eleven Granger-causality relationship among a total of twelve causal relationship, excluding only a unidirectional causality relationship from the government R&D spending to the export of techniques, in the long run. Besides, we attempted the impulse-response analysis on them to observe the reaction of any dynamic system in response to some external change. The significance of this paper is to make sure the causal relationship between R&D investments and the technology trade by analyzing empirically, and to suggest several implications for promoting the R&D activities and revitalizing the technology trade.

Causality of E-Commerce on the Door-to-door Delivery Service Market Using the Granger-Sims Causality Test (Granger-Sims 인과관계검정을 통한 전자상거래의 택배서비스시장에 대한 인과성(因果性) 분석)

  • Lee, Woo-Seung
    • Journal of Korean Society of Transportation
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    • v.22 no.3 s.74
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    • pp.69-84
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    • 2004
  • 1990년대 중반이후 정보통신의 발달에 의한 인터넷의 활용이 전세계적으로 급속히 팽창하면서 사이버마켓이라는 새로운 시장형태하에서 전자상거래가 급속히 성장하고 있다. 인터넷 전자상거래의 성장은 기존의 유통구조를 오프라인으로부터 온라인으로 전환시키고 물류체계까지 변화시키고 있다. 전자상거래의 경우 인터넷과 같은 정보시스템의 발달에 의해 독자적으로 성장할 수 있는 것은 아니며, 실제거래를 위한 물류와 연계해서만이 가능하다. 따라서 전자상거래의 급속한 성장과 더불어 문전배송서비스(door-to-door delivery service)가 가능한 택배서비스가 급속히 증가하고 있다. 이러한 관점에서 도시내에서의 전자상거래에 의한 택배서비스시장 환경변화를 고려하여 전자상거래를 촉진시키는 어떤 요인이 택배서비스에 영향을 미치고 성장에 중요한 역할을 하는지를 파악해 보는 것도 흥미있는 일이라 하겠다. 본 연구는 시계열데이터를 이용하여 전자상거래에 의한 택배서비스시장의 상관관계를 검토하고 전자에 의한 후자의 성장요인을 분석해 보는데 그 목적이 있다. 본 연구에서는 택배서비스시장의 성장요인을 시장내부의 내적요인과 외부의 외적요인으로 구분하고, 외적요인을 다시 교통요인과 사회경제적 요인으로 구분하여 전자상거래를 사회경제적 요인으로 간주하였다. 그리고 이 사회경제적 요인으로서의 전자상거래에 의한 택배서비스시장의 인과관계성을 그랜저-심즈(Granger-Sims) 인과관계검정을 이용하여 분석하였다. 분석결과, 한국의 전자상거래는 EDI(전자문서교환)도입업체수, 인터넷 쇼핑몰수, 인터넷 이용자수, 전자상거래를 위한 법제도 체계 등의 증가에 의해 촉진되었으며, 이에 따라 택배서비스시장도 성장한 것으로 나타났다. 특히 정부주도에 의한 정보화추진이 전자상거래를 촉진시켜 택배서비스시장에 영향을 미친 것으로 분석되었다.

Investigation on Granger Causality between Economic Growth and Demand for Electricity in Korea: Using Quarterly Data (한국의 경제성장과 전력수요간의 인과성에 관한 연구: 분기별 자료를 이용하여)

  • Baek, Moon-Young;Kim, Woo-Hwan
    • The Korean Journal of Applied Statistics
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    • v.25 no.1
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    • pp.89-99
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    • 2012
  • This study investigates the Granger-causality between economic growth and demand for electricity in Korea, using two quarterly time-series data (real GDP and electricity consumption) for 1970:Q1 through 2009:Q4. We apply Hsiao's sequential procedure to identify a vector autoregressive model to a decision of the optimal lags in the vector error-correction model because the two time-series data contain unit roots respectively and they are cointegrated. According to the empirical results in this study, we find that Hsiao's approach to the Granger-causality indicates a bidirectional causal relation between economic growth and demand for electricity in Korea. Following the Granger and Engle's approach, we also find the statistical evidence on (1) short-run bidirectional causality between real GDP and electricity consumption, (2) bidirectional strong causality between them, and (3) long-run unidirectional causality running from demand for electricity to economic growth. Our results show an inconsistency with the existing studies on Korea's case; however, the results appear to provide more meaningful policy implications for the Korean economy and its strategy of sustainable growth.

거래량은 주가에 선행하는가? - 한국 주식시장에서의 실증분석 -

  • Kim, Yeong-Bin
    • The Korean Journal of Financial Studies
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    • v.3 no.1
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    • pp.301-327
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    • 1996
  • 본 연구에서는 한국 주식시장에 있어서 거래량이 주가에 선행하는가를 일별자료를 이용하여 전통적인 선형Granger인과관계의 검증법과 Baek and Brock(1992a)의 비선형Granger인과관계의 검증법에 따라 전체기간과 주식시장 장세별로 실증분석을 실시하였다. 본 연구에서 발견된 실증분석 결과는 다음과 같이 요약될 수 있다. 첫째, 선형인과관계 검증의 결과, 전체기간에서 거래량변화율과 주식수익률간의 상호인과관계가 존재하였다. 주식시장 장세별로는 침체기에만 주식수익률이 거래량변화율에 선행하는 것으로 나타났다. 둘째, 비선형인과관계 검증의 결과, 전체기간에서는 선형인과관계의 검증결과와 동일하였다. 장세별 분석에서는 상승기와 회복기에는 거래량변화율과 주식수익률간에 인과관계가 없지만, 침체기에는 주식수익률이 거래량변화율에 선행하는 것으로 나타났다. 본 연구에서 발견된 실증분석 결과는 우리나라 주식시장에서 거래량이 주가의 예측변수로서 활용될 수 없다는 점을 시사하고 있는 것으로 생각된다.

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한국의 전력소비와 경제성장의 인과관계 분석

  • Jo, Jeong-Hwan;Gang, Man-Ok
    • Environmental and Resource Economics Review
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    • v.21 no.3
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    • pp.573-593
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    • 2012
  • The paper examined the relationship between total and sector level electricity consumptions and economic growth in Korea for the period of 1980-2009. The results of unit-roots and cointegration tests show that all variables-real GDP, total, primary, manufacture, and service sector electricity consumptions-were not stationary and there were no linear combinations in the long run between electricity consumptions and economic growth. Thus, by using standard Granger-causality test we found that total, primary, and manufacture sector electricity consumptions were Granger-caused by economic growth, not vice versa. This means that causality runs from economic growth to each electricity consumption. However, there is no causal relationship between service sector electricity consumption and economic growth. These results imply that the government policies aimed at reducing electricity consumptions and increasing energy efficiency etc. can be feasible without deterring economic growth in Korea.

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A study on the time-varying causal relationship between the housing sales market and the jeonse market in Seoul (서울 주택 매매시장과 전세시장의 시간가변적인 인과관계에 관한 연구)

  • Min, Chul hong;Park, Jinbaek
    • The Journal of the Convergence on Culture Technology
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    • v.9 no.3
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    • pp.281-286
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    • 2023
  • This study analyzed the causal relationship between housing sales prices and jeonse prices in Seoul, specifically in the Gangnam and Gangbuk neighborhoods. The time-invariant Granger causality test showed bidirectional causality between the sales price and the jeonse price in Seoul and Gangbuk, but no bidirectional causality was found in Gangnam. However, the time-varying Granger causality test showed a Granger causal relationship between the housing jeonse price and the sales price for the entire period after 1993 in all three areas. Notably, the causal effect of jeonse prices on sales prices has been continuous in Gangnam since 2010. These analysis results suggest that an increase in liquidity supply to the jeonse market could increase volatility throughout the housing market, given the strong influence between the sales and jeonse markets in both directions.

Causal Relationship between Exports and Economic Growth in China (1952~2004) (중국의 지역별 수출과 경제성장의 인과관계 분석(1952-2004))

  • Choi, Sung-il
    • International Area Studies Review
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    • v.12 no.3
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    • pp.449-465
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    • 2008
  • This paper aims to analyze the causal relationship between exports and regional economic growth based on the provincial data over the period from 1952 to 2004. To reflect the regional and chronical characteristics, this paper divides China into three regions; Eastern, Central and Western regions, and also the whole period into two sub-periods; before and after 1979 when the Open-door policy(ODP) was initiated and applies Granger causality analysis. The Granger causality tests showed that exports Granger cause economic growth in the Eastern region, but not in the Central and Western regions, as a whole. When the period is divided, in the Eastern region, causal relation between the two variables was not found before the Open-door policy. For the second period, however it turns out that exports cause the region's economic growth. This result is consent with the fact that the region has been a main beneficiary of the policy. For the Central region, the tests showed no causality in the pre-ODP period, but significant bidirectional causality in the post-ODP period. Meanwhile, in the Western region, exports turned out causing economic growth significantly before the ODP, while economic growth appeared to causing trade after the ODP.

The Analysis of Granger Causality between GDP and R&D Investments in Government, Private, Defense Sectors (국방 R&D 투자 및 정부, 민간 R&D 투자와 국민소득간의 상호 인과관계 분석)

  • Lee, Jin-Woo;Kwon, O-Sung
    • Journal of the military operations research society of Korea
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    • v.34 no.1
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    • pp.79-98
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    • 2008
  • The purpose of this paper is to find the desirable R&D policies in defense area by analyzing causality between GDP and R&D investments in government, private, defense sectors. We have five variables which are composed of GDP, total R&D investment, R&D investments in government, private and defense sectors to figure out the causality between R&D investment in defense sector and other components. In the course of analysis on causality, we took the unit root test of variables to prevent spurious regression. Also we need to take cointegration test about non-stationary variables before the causality test. According to these test results, we took the causality test using ECM(Error Correction Model) for the models which have cointegrating relations. And we took ordinary Granger causality test for model which doesn't have a long-run stationary relationship. As a result of the causality test, it was shown that there exists the long-nu causality to GDP and R&D investments in government and private sectors from other variables. However, there doesn't exist the causality to defense R&D investment from other variables. We found that there doesn't exist the causality between R&D investments in defense and private sectors, and that they are independent.

The Lead-Lag Relationship between KRX Construction Index and Business Survey Index (KRX건설 주가지수와 기업경기실사지수 간의 선행-후행 관계)

  • Han-Soo Yoo
    • Land and Housing Review
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    • v.14 no.4
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    • pp.39-46
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    • 2023
  • This study explores the interrelationship between 'KRX Construction' and 'Business Survey Index'. KRX Construction is a leading economic indicator of construction industry, implying the potential interdependence with BSI Construction. Previous papers have investigated the relationship between the released stock price index and BSI. Using Granger causality tests, this study investigates how the BSI Construction is associated with the trend and noise-trading components of KRX Construction, respectively. The decomposition of KRX Construction of trend and noise-trading is based on the state-space model. The results document unilateral Granger causalities from released KRX Construction, trend component, noise-trading component to BSI Construction. In sum, this study demonstrates that construction company CEOs view stock price index as a leading economic indicator.

The performance evaluation of dam management by using Granger causal analysis (그랜저 인과분석을 통한 댐관리 성과평가)

  • Cho, Sung-Min;Yoo, Myoung-Kwan;Lee, Deokro
    • Journal of Korea Water Resources Association
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    • v.54 no.2
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    • pp.135-144
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    • 2021
  • This paper attempted to find implications for water resource management and water quality improvement by analyzing the causal relationship among discharge, water temperature and pollution index, which were expected to have a great effect on water quality with the rise of water temperature and precipitation change as the warming effect in recent years. For this purpose, the unit root test, cointegration test, and Granger causal test were carried out for 10 multi-purpose dams in Korean major water systems using time series data on discharge, water temperature, BOD, COD and DO. It was analyzed that the fluctuation of water temperature affected the pollution index more than the fluctuation of discharge volume. Also, Hapcheon dam and Chungju dam were the best water quality management dams based on the high causal relationship between water quality and discharge. The second rank was Daecheong dam. The third-ranking group were Yongdam and Andong dam, whose causal relationships between water quality and discharge were low. The last group were the remaining five dams.