• 제목/요약/키워드: Conditional autoregressive model

검색결과 76건 처리시간 0.02초

The Effect of COVID-19 Pandemic on Stock Market: An Empirical Study in Saudi Arabia

  • ALZYADAT, Jumah Ahmad;ASFOURA, Evan
    • The Journal of Asian Finance, Economics and Business
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    • 제8권5호
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    • pp.913-921
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    • 2021
  • The objective of the study is to investigate the impact of the COVID-19 pandemic on Saudi Arabia stock market. The study relied on the data of the daily closing stock market price index Tadawul All Share Index (TASI), and the number of daily cases infected with COVID-19 during the period from March 15, 2020, to August 10, 2020. The study employs the Vector Auto-Regressive (VAR) model, the Impulse Response Function (IRF) and Autoregressive Conditional Heteroscedasticity (ARCH) models. The results of the correlation matrix and the Impulse Response Function (IRF) show that stock market returns responded negatively to the growth in COVID-19 infected cases during the pandemic. The results of ARCH model confirmed the negative impact of COVID-19 pandemic on KSA stock market returns. The results also showed that the negative market reaction was strong during the early days of the COVID-19 pandemic. The study concluded that stock market in KSA responded quickly to the COVID-19 pandemic; the response varies over time according to the stage of the pandemic. However, the Saudi government's response time and size of the stimulus package have played an important role in alleviating the impacts of the COVID-19 pandemic on Saudi Arabia Stock Market.

국제유가의 변동성이 한국 거시경제에 미치는 영향 분석 : EGARCH 및 VECM 모형의 응용 (A Study on the Impact of Oil Price Volatility on Korean Macro Economic Activities : An EGARCH and VECM Approach)

  • 김상수
    • 유통과학연구
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    • 제11권10호
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    • pp.73-79
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    • 2013
  • Purpose - This study examines the impact of oil price volatility on economic activities in Korea. The new millennium has seen a deregulation in the crude oil market, which invited immense capital inflow into Korea. It has also raised oil price levels and volatility. Drawing on the recent theoretical literature that emphasizes the role of volatility, this paper attends to the asymmetric changes in economic growth in response to the oil price movement. This study further examines several key macroeconomic variables, such as interest rate, production, and inflation. We come to the conclusion that oil price volatility can, in some part, explain the structural changes. Research design, data, and methodology - We use two methodological frameworks in this study. First, in regards to the oil price uncertainty, we use an Exponential-GARCH (Exponential Generalized Autoregressive Conditional Heteroskedasticity: EGARCH) model estimate to elucidate the asymmetric effect of oil price shock on the conditional oil price volatility. Second, along with the estimation of the conditional volatility by the EGARCH model, we use the estimates in a VECM (Vector Error Correction Model). The study thus examines the dynamic impacts of oil price volatility on industrial production, price levels, and monetary policy responses. We also approximate the monetary policy function by the yield of monetary stabilization bond. The data collected for the study ranges from 1990: M1 to 2013: M7. In the VECM analysis section, the time span is split into two sub-periods; one from 1990 to 1999, and another from 2000 to 2013, due to the U.S. CFTC (Commodity Futures Trading Commission) deregulation on the crude oil futures that became effective in 2000. This paper intends to probe the relationship between oil price uncertainty and macroeconomic variables since the structural change in the oil market became effective. Results and Conclusions - The dynamic impulse response functions obtained from the VECM show a prolonged dampening effect of oil price volatility shock on the industrial production across all sub-periods. We also find that inflation measured by CPI rises by one standard deviation shock in response to oil price uncertainty, and lasts for the ensuing period. In addition, the impulse response functions allude that South Korea practices an expansionary monetary policy in response to oil price shocks, which stems from oil price uncertainty. Moreover, a comparison of the results of the dynamic impulse response functions from the two sub-periods suggests that the dynamic relationships have strengthened since 2000. Specifically, the results are most drastic in terms of industrial production; the impact of oil price volatility shocks has more than doubled from the year 2000 onwards. These results again indicate that the relationships between crude oil price uncertainty and Korean macroeconomic activities have been strengthened since the year2000, which resulted in a structural change in the crude oil market due to the deregulation of the crude oil futures.

거시경제변수가 S&P 500 선물지수에 어떤 영향을 미치는가? (How Does Economic News Affect S&P 500 Index Futures?)

  • 소영일;고종문;최원근
    • 재무관리연구
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    • 제13권1호
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    • pp.341-357
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    • 1996
  • Some empirical studies have shown that asset prices respond to announcements of economic news, however, others also have found little evidence. This study assesses how market participants of the S&P 500 Index Futures reacted to the U.S. economic news announcements. For this purpose, using a GARCH (Generalized Autoregressive Conditional Heteroscedasticity) model, we use several U.S. news variables, its each surprise component and interest rates. We find that some economic news variables affected significantly on the S&P 500 Index Futures. In other words, we find that weekend variable, lagged volatility, and surprise component of trade deficit increased level of volatility. However, interest rate, M1, unemployment announcements caused the variance of the S&P 500 Index Futures to reduce, and each of the surprise component of M1 and trade deficit increased it. The result suggests that resolution of uncertainty, through economic news announcement, while, in some cases, causes market participants to reduce their forecast of volatility, a large difference between the market's forecast and the realization of the series causes the volatility to increase.

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Is Expansionary Fiscal and Monetary Policy Effective in Australia?

  • HSING, Yu
    • Asian Journal of Business Environment
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    • 제9권3호
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    • pp.5-9
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    • 2019
  • Purpose - This paper examines whether fiscal and monetary expansion would affect output in Australia. Research design, data, and methodology - An extended IS-LM model which describes the equilibrium in the goods market and the money market is applied. The real effective exchange rate and the real stock price are included in order to determine whether there may be any substitution or wealth effect. The sample consists of Annual data ranging from 1990 to 2018. The GARCH process is used in empirical work to correct for potential autoregressive conditional heteroscedasticity. Results - Expansionary fiscal policy reduces output; whereas, expansionary monetary policy raises output. In addition, real appreciation of the Australian dollar, a lower U.S. interest rate, a higher real stock price or a lower expected inflation would increase output. The finding that expansionary fiscal policy has a negative impact on real GDP suggests that the negative crowding-out effect on private spending dominates the positive impact. Conclusions - Fiscal prudence needs to be pursued. Real depreciation of the Australian dollar hurts output. Monetary tightening in the U.S. generates a negative effect on Australia's output. A healthy stock market is conducive to economic growth as higher stock prices tend to result in the wealth and other positive effects, increasing consumption and business spending.

격자자료분석을 위한 이웃정보시스템의 비교 (Comparison of Neighborhood Information Systems for Lattice Data Analysis)

  • 이강석;신기일
    • 응용통계연구
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    • 제21권3호
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    • pp.387-397
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    • 2008
  • 최근 공간통계를 이용한 많은 연구가 진행되고 있고 공간통계학을 접목한 소지역 추정(small area estimation) 방법이 좋은 결과를 주고 있는 것으로 알려져 있다 소지역 추정에 사용되는 격자자료(lattice data) 분석에서 이웃정보를 정의하는 것은 자료 분석의 성패를 결정짓는 매우 중요한 부분이다. 그러나 기존에 사용된 대부분의 이웃정보시스템은 경계선을 공유할 때 이웃으로 정하는 방법을 사용하고 있다. 이에 본 논문에서는 경계선 공유를 이용한 이웃정보시스템 뿐 아니라 다른 여러 이웃정보시스템을 구하는 방법을 설명하고 2001년 경제활동자료를 이용하여 이 시스템들을 비교하였다

함수형 ARCH 분석 및 다변량 변동성을 통한 일중 로그 수익률 시간 간격 선택 (Functional ARCH analysis for a choice of time interval in intraday return via multivariate volatility)

  • 김다희;윤재은;황선영
    • 응용통계연구
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    • 제33권3호
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    • pp.297-308
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    • 2020
  • 본 논문에서는 고빈도 함수적 ARCH 모형을 소개하고 근사모형으로써 다변량 변동성 모형을 고려하였다. 이를 기반으로 함수형 변동성 분석에서 중요한 요소인 일중 로그 수익률의 적절한 시간 간격을 찾아보았다. 또한 함수적 ARCH 모형에서 l-시차 후 변동성 예측식을 제시하고 고빈도 KOSPI 자료에 적합하여 예시하였다.

Feldstein-Horioka Puzzle in Thailand and China: Evidence from the ARDL Bounds Testing

  • RUANKHAM, Warawut;PONGPRUTTIKUL, Phoommhiphat
    • The Journal of Asian Finance, Economics and Business
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    • 제8권9호
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    • pp.1-9
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    • 2021
  • This study aimed to investigate the existence of the Feldstein-Horioka (1980) puzzle in international macroeconomics by applying the conditional Autoregressive Distributed Lag (ARDL) model to examine the long-run relationship between national savings and investments in Thailand and China. The input of this study relied on annual national savings and investments as a fraction of GDP during 1980-2019 which was collected from China National Bureau of Statistics (NBS) and Thailand National Economic and Social Development Council (NESDC). Hypothetically, Augmented Dickey-Fuller (ADF) and Phillips-Perron (PP) unit root tests were applied to test the stationary properties and to investigate the integration level of selected time series. The empirical results, confirmed by cumulative sum (CUSUM) and cumulative sum square (CUSUMSQ), maintained no serial correlation and structural break problems. The finding of this study suggested that the Feldstein-Horioka puzzle in Thailand did not exist significantly. Thailand's national savings and investments nexus was independent, following the classic economic idea that financial liberalization, or perfect capital mobility, allowed national savings and investments to flow freely to countries with better interest rates. Whereas, a strong significant correlation was found in the case of China during the fixed exchange rate regime switching in 1994 and post WTO participation after 2001-2019.

장기유출모의를 위한 수문시계열 예측모형의 적용성 평가 (Application to Evaluation of Hydrologic Time Series Forecasting for Long-Term Runoff Simulation)

  • 윤선권;안재현;김종석;문영일
    • 한국수자원학회논문집
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    • 제42권10호
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    • pp.809-824
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    • 2009
  • 한정된 기간의 짧은 유출량 기록을 갖는 댐 유역에서의 수자원 시스템 거동예측은 수문학적 지속성여부에 대한 판단이 선행 되어야 하며 가용한 시계열자료에 대한 추계학적 분석을 통하여 실시하여야 한다. 본 연구에서는 계절형 ARIMA모형을 통하여 안동댐 유역의 강우량, 증발량 및 유출량 시계열자료로 월별 수문시스템 거동을 예측하였으며, 예측된 결과를 토대로 TANK모형과 ARIMA+TANK결합모형에 의한 장기유출모의를 실시하였다. 분석결과 관측자료의 특성을 비교적 잘 반영 하였으며, 댐 유입량 예측을 위한 추계학적 결합모형의 적용가능성을 검토하였다. 이는 상대적으로 유출량자료의 보유년한이 짧은 대상유역의 시계열 수문인자 예측을 통한 유출모의의 적용으로 수자원의 중 장기 전략수립에 도움이 되리라 사료된다.

주택 규모에 따른 가격 변동성 분석 (Volatility Analysis of Housing Prices as the Housing Size)

  • 김종호;정재호;백성준
    • 한국콘텐츠학회논문지
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    • 제13권7호
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    • pp.432-439
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    • 2013
  • 본 연구에서는 문헌연구와 실증분석 방법을 사용하여 주택시장의 변화를 분석하고 향후 부동산 정책방향에 대해 제시하였다. 주택시장을 진단하기 위하여 국민은행의 주택가격지수와 부동산114의 자료를 활용하였다. 규모별 주택가격 변동성을 분석하기 위하여 GARCH모델과 EGARCH모델을 사용하였다. 본 연구의 분석결과, 1998년 이후 중대형주택의 변동성이 줄어든 반면, 소형주택은 중대형에 비해 변동성이 더 높은 것으로 나타났다. 소형주택가격의 변동률이 중대형 주택가격의 변동률보다 높다는 것을 증명하였다. 반면, 소형아파트의 공급이 급격이 줄어들었다. 반면에, 1-2인가구는 급격히 증가하였다. 이러한 요인들은 소형주택가격 급등의 주요한 원인이 되었다. 주택시장의 안정을 위해서는 단기대책을 지양하고 효과적이고 신뢰성 있는 주택정책이 증가되어야 한다. 더불어 장기적인 정책시스템이 확립되어야한다. 또한, 주택시장 안정화를 위해서는 임대시장의 개선이 반드시 이루어져야 할 것이다.

한국에서의 금리, 환율, 주가의 상호 충격전이 효과 분석 (An Analysis on Mutual Shock Spillover Effects among Interest Rates, Foreign Exchange Rates, and Stock Market Returns in Korea)

  • 김병준
    • 국제지역연구
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    • 제20권1호
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    • pp.3-22
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    • 2016
  • 본 연구에서는 1995년부터 1월에서 2015년 10월까지의 5,323개 일별자료로 다변량 GARCH BEKK모형을 이용하여 금리, 환율, 주가 상호간 충격전이효과를 분석하였다. 전체표본기간에서의 변동성 충격전이를 분석한 결과로는 우선 대칭모형상으로 금리변동의 충격은 주가에만 충격을 주었고 환율변동의 충격은 다른 두 변수들에 별다른 영향을 미치지 못하였는데 주가변동은 금리와 환율 모두에 유의미한 충격을 주는 것이 확인되었다. 비대칭모형상으로는 금리의 상승충격은 환율에만, 환율의 상승충격은 금리에만 상호간 유의미한 영향을 미쳤고 주가의 하락충격은 환율에만 유의미한 영향을 미치는 것으로 나타났다. 외환위기국면 소표본기간에서는 비대칭모형에서 금리의 상승충격이 환율과 주가에 영향을 미쳤고 주가의 하락충격은 환율에만 영향을 주는 것으로 나타났다. 또한 글로벌 금융위기국면 소표본기간의 비대칭모형에서는 주가의 하락충격만이 금리에 영향을 주는 것으로 나타났다. 이를 종합하면 한국의 주식시장 변동충격은 나머지 두 변수에 유의미하게 영향을 미쳤고 금리의 충격은 시기별로 주가와 환율에 영향을 미쳤으나 환율의 충격은 전체적으로 그리 크지 않게 나타남으로써 주식시장의 안정화 유도책이 시장변수의 충격을 완화시키기 위한 선결과제임이 입증되었다.