• Title/Summary/Keyword: 변동성 분석

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An Empirical Study of Asymmetric Volatility Based on Market Situation in the Korean Stock Market (한국주식시장의 시장상황별 비대칭적 변동성에 관한 실증연구)

  • Oh, Hyun-Tak;Lee, Heon-Sang;Lee, Chi-Song
    • The Korean Journal of Financial Management
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    • v.17 no.1
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    • pp.45-65
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    • 2000
  • 본 논문은 시장상황별 주식시장의 제 현상이 상이하다는 점을 고려하여 한국주식시장에서 시장 상승기(bull market)와 시장 하락기(bear market)에 대한 주식수익률 분포의 특성을 파악하고, 음의 수익률충격에 대한 비대칭적 변동성과 시장이상현상들 중 하나인 요일효과를 시장 상황별로 실증분석하였다. 본 논문에 사용된 자료는 1990년 1월 3일부터 1997년 3월 31일 동안의 한국종합주가지수 및 자본금 규모별로 대형주지수, 중형주지수, 소형주지수의 명목수익률로 전환된 일별자료이다. 시장상황별 분석을 위하여 시장 상승기와 하락기에 따라 3기의 하위기간으로 구분하여 분석하였다. 분석에 사용된 모형은 EGARCH모형과 수정된 GARCH모형인 GJR모형이다. 분석결과 시장하락기인 하부기간1과 하부기간3에서 음의 수익률충격에 대한 비대칭적 변동성이 강하게 나타나지만 시장상승기인 2기간에는 비대칭적 변동성반응이 나타나지 않았다. 이는 주식시장이 상승국면일 때보다는 하락국면일 때 나쁜 뉴스에 대해 훨씬 민감하게 반응하는 결과이다. 또한 한국주식시장에서 월요일의 수익률이 시장하락기에 음의 수익률을 보이지만 통계적 유의성은 없었으며, 반면에 시장이 상승기인 하부기간2에서는 월요일과 수요일에 통계적 유의성이 매우 큰 양의 값을 나타냈다.

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Value-at-Risk Models in Crude Oil Markets (원유시장 분석을 위한 VaR 모형)

  • Kang, Sang Hoon;Yoon, Seong Min
    • Environmental and Resource Economics Review
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    • v.16 no.4
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    • pp.947-978
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    • 2007
  • In this paper, we investigated a Value-at-Risk approach to the volatility of two crude oil markets (Brent and Dubai). We also assessed the performance of various VaR models (RiskMetrics, GARCH, IGARCH and FIGARCH models) with the normal and skewed Student-t distribution innovations. The FIGARCH model outperforms the GARCH and IGARCH models in capturing the long memory property in the volatility of crude oil markets returns. This implies that the long memory property is prevalent in the volatility of crude oil returns. In addition, from the results of VaR analysis, the FIGARCH model with the skewed Student-t distribution innovation predicts critical loss more accurately than other models with the normal distribution innovation for both long and short positions. This finding indicates that the skewed Student-t distribution innovation is better for modeling the skewness and excess kurtosis in the distribution of crude oil returns. Overall, these findings might improve the measurement of the dynamics of crude oil prices and provide an accurate estimation of VaR for buyers and sellers in crude oil markets.

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An Analysis of the Co-Movement Effect of Korean, Chinese, Japanese and US Stock Markets: Focus on Global Financial Crisis (한국·중국·일본·미국 주식시장 간 동조화 현상: 글로벌 금융위기 전·후를 중심)

  • Choi, Sung-Uk;Kang, Sang Hoon
    • International Area Studies Review
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    • v.18 no.3
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    • pp.67-88
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    • 2014
  • The Chinese stock market has increasingly strengthened its market power on other stock markets due to rapid growth of its economy. In this context, this study investigated return spillover effect as well as asymmetric volatility spillover effect using a VAR-Bivariate EGARCH model among stock markets(China, US, Japan, Korea). Furthermore, we conjectured the impact of 2008 global financial crisis on the spillover effect of the Chinese stock market. In our empirical results, the Chinese stock market has a weak return spillover effect to other markets(US, Japan, Korea), but after the global financial crisis, its return spillover effect becomes stronger among other stock markets. In addition, the Chinese stock market have strengthened its asymmetric volatility spillover effect on other stock markets after the Global financial crisis. As a result, the Chinese stock market has an strong influence on other stock markets.

An empirical study on the relationship between return, volatility and trading volume in the KTB futures market by the trader type (KTB국채선물시장의 투자자유형별 거래량과 수익률 및 변동성에 관한 실증연구)

  • Kim, Sung-Tak
    • Korean Business Review
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    • v.21 no.2
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    • pp.1-16
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    • 2008
  • This paper investigate the volume-volatility and volume-return relationship in the Korean Treasury Bond futures market using daily price and volume data categorized by three trader type i.e. individual investor, institutional investor and foreign investor over the period of October 1999 through December 2005. Major results are summarized as follows: (i) The effect of volume on return was not different across the trader type. (ii) The effect of volume on volatility was not unidirectional across the type of investor. While unexpected sell of individual investor has positive effects on volatility, negative effects in the case of institutional investor. (iii) We cannot find the evidence of asymmetric response of volatility to shock in trading volume or net position. This result differs from that of Korean Stock Price Index 200 futures market which showed strong positive asymmetry. Finally, some limitations of this paper and direction for further research were suggested.

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Volatility & Correlation Analysis of the East Asian Stock Market - Focusing on Korea·Japan·China·Hong Kong·Taiwan (동아시아 주식시장의 상관관계와 변동성 분석 - 한국·일본·중국·홍콩·대만을 중심으로)

  • Choi, Jeong-Il
    • The Journal of the Korea Contents Association
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    • v.17 no.5
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    • pp.165-173
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    • 2017
  • The purpose of this study was to analyze the correlation and volatility of Korea and neighboring East Asia stock markets. East Asian stock markets were selected for Japan, China, Hong Kong and Taiwan by economically and geographically close with Korea. If you understand the volatility and the correlation between Korea and the East Asian stock market, it may be helpful in predicting investment. And It may reduce the risk of investing of asset allocation in global portfolio level. For this using the national monthly return data for the last 163 months, I was calculating and comparison the rate and correlation, and regression analysis. Result of the correlation analysis, Korea have shown a low correlation with China. while showing a high correlation with Taiwan and Hong Kong. China has been forming its own market in East Asia and showing a low correlation with other countries exception Hong Kong. Hong Kong has been determined as the highest harmonization within the East Stock Market.

Characterization of Soil Variability of Songdo Area in Incheon (인천 송도지역 지반의 변동성 분석)

  • Kim, Dong-Hee;An, Shin-Whan;Kim, Jae-Jung;Lee, Woo-Jin
    • Journal of the Korean Geotechnical Society
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    • v.25 no.6
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    • pp.73-88
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    • 2009
  • Geotechnical variability is a complex feature that results from many independent sources of uncertainties, and is mainly affected by inherent variability and measurement errors. This study evaluates the coefficient of variation (COV) of soil properties and soil layers at Song-do region in Korea. Since soil variability is sensitive to soil layers and soil types, the Cays by soil layers (reclaimed layer and marine layer) and the COVs by soil types (clay and silt) were separately evaluated. It is observed that geotechnical variability of marine layer and clay is relatively smaller than that of reclamation layer and silt. And, the highly weathered rock and soil show the higher cays in the interpretation of the strength parameters of the fresh and weathered rock. And the proposed COV of Songdo area can be used for the reliability-based design procedure.

KOSPI 200 Derivatives and Volatility Asymmetry of Stock Markets (KOSPI 200 파생상품 거래와 주식수익률 변동성의 비대칭성)

  • Park, Jong-Won
    • The Korean Journal of Financial Management
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    • v.23 no.1
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    • pp.101-133
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    • 2006
  • We examine whether new derivatives on KOSPI 200 affect volatility asymmetry of KOSPI 200 portfolio, relative to the carefully matched non-KOSPI 200 portfolio. To test the effect or new derivatives trading, we use GJR-GARCH model and newly developed Volatility Ratio(down-market volatility to up-market volatility ratio). Our results show that KOSPI 200 portfolio experiences lower volatility asymmetry than non-KOSPI 200 portfolio after the trading of new derivatives on KOSPI 200, especially after the introduction of stock index options(KOSPI 200 options). For non-KOSPI portfolio, no significant reduction in volatility asymmetry occurred when trading of stock index options began. Also, we find that in the period of after January 1999, the period of after do-regulations and Financial Crisis in the Korean capital market, volatility asymmetry of stock markets was significantly decreased. This means that level of volatility asymmetry is closely related to the level of market regulations. Further, the results of the paper show that leverage effect and changes in foreign exchange ratio can be good candidates for explaining the stylized volatility asymmetry in the Korean stock market.

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Trends and Cyclical Patterns of Earnings Volatility (소득변동성의 추세 및 경기변동 상 변화패턴)

  • Park, Seonyoung;Yu, Jongsoon
    • Journal of Labour Economics
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    • v.36 no.3
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    • pp.65-96
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    • 2013
  • Analysis based on the Korea Labor and Income Panel Survey data reveals that earnings have become less volatile since the exchange rate crisis, while they have become more unequal. The reduction in measured earnings volatility is not explained by changes in the composition of various economic/demographic groups but accounted for by within-group reduction in the measured earnings volatility, which in turn is attributed to the reduced earnings mobility during the sample period. It is also found that measured earnings volatility is countercyclical and earnings changes are symmetric even during recessions.

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

  • Kim, D.H.;Yoon, J.E.;Hwang, S.Y.
    • The Korean Journal of Applied Statistics
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    • v.33 no.3
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    • pp.297-308
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    • 2020
  • We focus on the functional autoregressive conditional heteroscedasticity (fARCH) modelling to analyze intraday volatilities based on high frequency financial time series. Multivariate volatility models are investigated to approximate fARCH(1). A formula of multi-step ahead volatilities for fARCH(1) model is derived. As an application, in implementing fARCH(1), a choice of appropriate time interval for the intraday return is discussed. High frequency KOSPI data analysis is conducted to illustrate the main contributions of the article.