• 제목/요약/키워드: Tail Risk

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Liquidity and Skewness Risk in Stock Market: Does Measurement of Liquidity Matter?

  • CHEUATHONGHUA, Massaporn;WATTANATORN, Woraphon;NATHAPHAN, Sarayut
    • 유통과학연구
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    • 제20권12호
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    • pp.81-87
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    • 2022
  • Purpose: This study aims to explore the relationship between stock liquidity and skewness risk-tail risk (stock price crash risk) in an emerging market, in which problems on liquidity are more severe than in developed markets. Research design, data, and methodology: Based on the Thai market stock exchange over the period of 2000 to 2019, our sample include 13,462 firm-period observations. We employ a panel regression models regarding to five liquidity measures. These five liquidity measures cover three dimensions of liquidity namely the volume-based, price-based, and transaction cost-based measures for the liquidity-tail risk relationship. Results: We find a positively significant relationship between stock liquidity and tail risk in all cases. The finding here shows that the higher the stock liquidity, the larger the tail risk is. Conclusion: As the prior studies show inconclusive effect of stock liquidity on stock price crash risk, we demonstrate that mixed results found in prior studies are probably driven from the type of liquidity measure. The stock liquidity-tail risk association is present in the Stock Exchange of Thailand. The results remain the same regardless of the definition of tail risk and liquidity factors. An endogeneity issue is addressed by employing the two-stage least squares regression.

국내 주식시장에서 주가급락위험이 기대수익률에 미치는 영향 (Left-tail Risk and Expected Stock Returns in the Korean Stock Market)

  • 전용호;반주일
    • 한국콘텐츠학회논문지
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    • 제21권11호
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    • pp.320-332
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    • 2021
  • 본 연구는 국내 주식시장에서 개별종목의 주가급락위험을 과거 1년간 일별수익률의 VaR(Value-at-Risk) 통계량으로 정의하고, 주가급락위험이 기대수익률에 미치는 영향을 분석하였다. 결과는 다음과 같이 요약된다. 첫째, 전체 종목을 전월의 주가급락위험의 크기 순으로 10개의 포트폴리오로 나눈 후, 주가급락위험이 가장 높은 포트폴리오를 매수하고 가장 낮은 포트폴리오를 공매도하여 매월 구성한 무비용 포트폴리오는 월평균 -2.29%의 수익률(주가급락위험 프리미엄)을 나타낸다. 둘째, Fama-MacBeth 횡단면 회귀분석에서 기업규모, 장부가대시장가비율, 시장베타, 유동성, 최대수익률, 고유변동성, 왜도 등의 다양한 기업특성변수를 통제한 후에도 전월의 주가급락위험은 금월 수익률에 대해 유의한 음(-)의 설명력을 갖는다. 셋째, 최근 1개월 이내에 주가급락폭이 큰 종목일수록 다음 달 수익률이 더 낮다. 넷째, 전월 시장수익률의 변동성과 주가급락위험 프리미엄의 크기는 음(-)의 상관관계를 갖는다. 이러한 결과는 주가급락위험에 대해 투자자들이 과소반응하는 경향으로 인해 주가급락위험이 높은 종목일수록 주가가 고평가된다는 행태재무학적 관점에서의 가설을 지지한다.

Risk Characteristic on Fat-tails of Return Distribution: An Evidence of the Korean Stock Market

  • Eom, Cheoljun
    • 아태비즈니스연구
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    • 제11권4호
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    • pp.37-48
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    • 2020
  • Purpose - This study empirically investigates whether the risk property included in fat-tails of return distributions is systematic or unsystematic based on the devised statistical methods. Design/methodology/approach - This study devised empirical designs based on two traditional methods: principal component analysis (PCA) and the testing method of portfolio diversification effect. The fatness of the tails in return distributions is quantitatively measured by statistical probability. Findings - According to the results, the risk property in the fat-tails of return distributions has the economic meanings of eigenvalues having a value greater than 1 through PCA, and also systematic risk that cannot be removed through portfolio diversification. In other words, the fat-tails of return distributions have the properties of the common factors, which may explain the changes of stock returns. Meanwhile, the fatness of the tails in the portfolio return distributions shows the asymmetric relationship of common factors on the tails of return distributions. The negative tail in the portfolio return distribution has a much closer relation with the property of common factors, compared to the positive tail. Research implications or Originality - This empirical evidence may complement the existing studies related to tail risk which is utilized in pricing models as a common factor.

A NOTE ON THE SEVERITY OF RUIN IN THE RENEWAL MODEL WITH CLAIMS OF DOMINATED VARIATION

  • Tang, Qihe
    • 대한수학회보
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    • 제40권4호
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    • pp.663-669
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    • 2003
  • This paper investigates the tail asymptotic behavior of the severity of ruin (the deficit at ruin) in the renewal model. Under the assumption that the tail probability of the claimsize is dominatedly varying, a uniform asymptotic formula for the tail probability of the deficit at ruin is obtained.

신뢰도이론에서 위험측도를 이용한 할증보험료 결정에 대한 고찰 (A Study on the Determination of the Risk-Loaded Premium using Risk Measures in the Credibility Theory)

  • 김현태;전용호
    • 응용통계연구
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    • 제27권1호
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    • pp.71-87
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    • 2014
  • 손해보험의 신뢰도이론에서 순보험료로 사용되는 베이즈보험료는 꼬리위험을 반영하지 못한다는 한계점이 있다. 본 논문에서는 꼬리위험측도를 이용하여 할증보험료를 결정하는데 있어 중요하다고 여겨지는 두 가지 주제를 다루었다. 첫째, 위험측도로부터 유도되는 안전할증은 내재된 담보의 위험을 보다 정확히 반영할 수 있으며, 동시에 베이즈보험료만을 사용할 경우 초래될 수 있는 잘못된 의사결정을 피할 수 있음을 보였다. 둘째, 동일한 사전분포가 주어지더라도 서로 다른 조건부손실분포의 꼬리위험 순위와 그에 상응하는 예측분포의 꼬리위험순위는 일반적으로 다를 수 있음을 모수적 모형에 기반하여 보였다. 따라서 안전할증은 조건부손실분포의 위험측도가 아니라 예측분포의 위험측도를 사용해야 함을 알 수 있다.

ASYMPTOTIC RUIN PROBABILITIES IN A GENERALIZED JUMP-DIFFUSION RISK MODEL WITH CONSTANT FORCE OF INTEREST

  • Gao, Qingwu;Bao, Di
    • 대한수학회지
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    • 제51권4호
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    • pp.735-749
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    • 2014
  • This paper studies the asymptotic behavior of the finite-time ruin probability in a jump-diffusion risk model with constant force of interest, upper tail asymptotically independent claims and a general counting arrival process. Particularly, if the claim inter-arrival times follow a certain dependence structure, the obtained result also covers the case of the infinite-time ruin probability.

The transmuted GEV distribution: properties and application

  • Otiniano, Cira E.G.;de Paiva, Bianca S.;Neto, Daniele S.B. Martins
    • Communications for Statistical Applications and Methods
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    • 제26권3호
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    • pp.239-259
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    • 2019
  • The transmuted generalized extreme value (TGEV) distribution was first introduced by Aryal and Tsokos (Nonlinear Analysis: Theory, Methods & Applications, 71, 401-407, 2009) and applied by Nascimento et al. (Hacettepe Journal of Mathematics and Statistics, 45, 1847-1864, 2016). However, they did not give explicit expressions for all the moments, tail behaviour, quantiles, survival and risk functions and order statistics. The TGEV distribution is a more flexible model than the simple GEV distribution to model extreme or rare events because the right tail of the TGEV is heavier than the GEV. In addition the TGEV distribution can adjusted various forms of asymmetry. In this article, explicit expressions for these measures of the TGEV are obtained. The tail behavior and the survival and risk functions were determined for positive gamma, the moments for nonzero gamma and the moment generating function for zero gamma. The performance of the maximum likelihood estimators (MLEs) of the TGEV parameters were tested through a series of Monte Carlo simulation experiments. In addition, the model was used to fit three real data sets related to financial returns.

资产价格波动对中国宏观经济风险的影响 (Asset Price Volatility and Macroeconomic Risk in China)

  • Jishi, Piao;Mengjiao, Liu
    • 분석과 대안
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    • 제3권1호
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    • pp.135-157
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    • 2019
  • The linkages between asset prices and macroeconomic outcomes are long-standing issue to both economists and monetary authorities. This paper explores the impact of asset prices on output and price in China. It focuses on the impacts of asset prices on the low quantiles of GDP gap and high quantiles of price gaprespectively. The main findings are the following: the influence of stock price gap, stock returns, and money growth on the different quantile of GDP gap and price gap are noticeable different, and there are significant impacts on the left tail of GDP gap distribution and on the right tail of price gap distribution. This implies that the results coming from simple regression will underestimate the economic risk imposed by asset price volatility. Moreover, these results also provide the caveat that one should cautiously distinguish the meaning of asset price gap and asset price growth rate and use them, through their contents are similar in some sense. One implication for monetarypolicy is that authority should interpret the relationship between asset prices and macro-economy in wider perspectives, and make the policy decision taking the impacts of asset prices on the tails of economy.

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The U.S. Contagion Effects on Foreign Direct Investment Flows in Developing Countries

  • HEMA, Itsarawadee;OSATHANUNKUL, Rossarin
    • The Journal of Asian Finance, Economics and Business
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    • 제8권4호
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    • pp.55-67
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    • 2021
  • This study aims to measure the lower tail dependence as risk contagion from the U.S. economy to 18 developing countries affecting FDI inflows using time-series data from 2005 to 2019. Firstly, we utilize four dynamic copula models, namely, Student-t, Clayton, rotated survival Gumbel, and rotated survival Joe, to measure the tail dependence structure between the U.S. and each developing country's real GDP growth. Secondly, we use the regression model to explore the contagion effects on FDI inflows. The results show that there is evidence of the tail dependence between the U.S and developing economies, indicating the presence of the contagion effects. Primarily, we observe that the degree of contagion effects of the global financial crisis varies across countries; a strong impact is observed in Chinese, South African, Russian, Colombian, and Mexican economic growth. Furthermore, we found significant contagion risk affecting FDI inflows positively in China, Indonesia, Columbia, Morocco, and negatively in the Philippines, Bulgaria, and South Africa. This study demonstrates the usefulness of the copulas model in terms of examining contagion. Our findings shed light on the influence of sound policies and regulations to cope with both positive and negative consequences of the contagion on the capital movement.