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    KOSPI 200 지수의 실현변동성 예측에서의 내재변동성 측정오차의 영향 = The Effect of Error-in-Variable Problem of Implied Volatility on Predicting the Realized Volatility of KOSPI 200 Index

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    https://www.riss.kr/link?id=A87029601

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    다국어 초록 (Multilingual Abstract) kakao i 다국어 번역

    This paper investigates the error-in-variable problem of implied volatility in KOSPI 200 index option market during the period of 9 years from 1999 to 2007. The measurement error of implied volatility will cause the downward bias of OLS coefficient of implied volatility in predicting future realized volatility. The realized volatility and the historical volatility are measured as daily base and monthly base using daily return of KOSPI 200 index. And the volatility index (KoVIX) published by KRX is used to measure the implied volatility. For the daily data, the implied volatility of put option exhibits measurement error, while that of call option does not. It shows that the measurement error may be effected by the market liquidity. And the implied volatility doesn`t seem to be an unbiased estimator of the realized volatility. The historical volatility seems to have additional predictive information over the implied volatility. For the monthly data, the pattern of measurement error is similar with the daily data. But the implied volatility seems to be an unbiased estimator of the realized volatility. The historical volatility doesn`t have additional predictive information over the implied volatility.
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    This paper investigates the error-in-variable problem of implied volatility in KOSPI 200 index option market during the period of 9 years from 1999 to 2007. The measurement error of implied volatility will cause the downward bias of OLS coefficient of...

    This paper investigates the error-in-variable problem of implied volatility in KOSPI 200 index option market during the period of 9 years from 1999 to 2007. The measurement error of implied volatility will cause the downward bias of OLS coefficient of implied volatility in predicting future realized volatility. The realized volatility and the historical volatility are measured as daily base and monthly base using daily return of KOSPI 200 index. And the volatility index (KoVIX) published by KRX is used to measure the implied volatility. For the daily data, the implied volatility of put option exhibits measurement error, while that of call option does not. It shows that the measurement error may be effected by the market liquidity. And the implied volatility doesn`t seem to be an unbiased estimator of the realized volatility. The historical volatility seems to have additional predictive information over the implied volatility. For the monthly data, the pattern of measurement error is similar with the daily data. But the implied volatility seems to be an unbiased estimator of the realized volatility. The historical volatility doesn`t have additional predictive information over the implied volatility.

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    참고문헌 (Reference)

    1 김명직, "주식시장의 변동성 예측: KOSPI 변동성지수 (KoVIX)의 도입가능성을 중심으로" 25 : 229-261, 1999

    2 김형도, "옵션 내재변동성의 현물지수에 대한 정보효과에 관한 연구" 2 (2): 51-68, 2003

    3 이인형, "실현변동성 추정과 KOSPI 200 지수 옵션 가격 분석" 34 (34): 181-208, 2006

    4 이재하, "변동성지수와 주가지수 간의 선도-지연관계" 13 (13): 87-105, 2005

    5 김태혁, "내재변동성 측정방법에 따른 실현변동성 예측력 분석" 5 (5): 1-25, 2005

    6 Gwilym, O. A., "Volatility Forecasting in the Frame of the Option Expiry Circle" 5 : 73-94, 1999

    7 Christensen, B. J., "The Relation between Implied and Realized Volatility" 50 : 125-150, 1998

    8 Hansen, "The Relation between Implied and Realised Volatility in the Danish Option and Equity Market" 41 : 197-228, 2001

    9 Fleming, J., "The Quality of Market Volatility Forecasts Implied by S&P 100 Index Option Prices" 5 : 317-345, 1998

    10 Black, F., "The Pricing of Options and Corporate Liabilities" 81 : 637-659, 1973

    1 김명직, "주식시장의 변동성 예측: KOSPI 변동성지수 (KoVIX)의 도입가능성을 중심으로" 25 : 229-261, 1999

    2 김형도, "옵션 내재변동성의 현물지수에 대한 정보효과에 관한 연구" 2 (2): 51-68, 2003

    3 이인형, "실현변동성 추정과 KOSPI 200 지수 옵션 가격 분석" 34 (34): 181-208, 2006

    4 이재하, "변동성지수와 주가지수 간의 선도-지연관계" 13 (13): 87-105, 2005

    5 김태혁, "내재변동성 측정방법에 따른 실현변동성 예측력 분석" 5 (5): 1-25, 2005

    6 Gwilym, O. A., "Volatility Forecasting in the Frame of the Option Expiry Circle" 5 : 73-94, 1999

    7 Christensen, B. J., "The Relation between Implied and Realized Volatility" 50 : 125-150, 1998

    8 Hansen, "The Relation between Implied and Realised Volatility in the Danish Option and Equity Market" 41 : 197-228, 2001

    9 Fleming, J., "The Quality of Market Volatility Forecasts Implied by S&P 100 Index Option Prices" 5 : 317-345, 1998

    10 Black, F., "The Pricing of Options and Corporate Liabilities" 81 : 637-659, 1973

    11 Guo, D., "The Predictive Power of Implied Stochastic Variance from Currency Options" 16 : 915-942, 1996

    12 Chiras, D. P., "The Information Content of Prices and a Test of Market Efficiency" 6 : 213-234, 1978

    13 Canina, L., "The Information Content of Implied Volatility" 6 : 659-681, 1993

    14 Mayhew, S., "Stock Return Dynamics, Option Volume, and the Information Content of Implied Volatility" 23 : 616-646, 2003

    15 Day, T. E., "Stock Market Volatility and the Information Content of Stock Index Options,”?" 52 : 267-287, 1992

    16 Latane, H., "Standard Deviation of Stock Price Ratios Implied in Option Prices" 31 : 369-381, 1976

    17 Jorion, P., "Predicing Volatility in the Foreign Exchange Market" 50 : 507-528, 1995

    18 Cox, J., "Option Pricing: A Simplified Approach" 7 : 229-264, 1979

    19 이재하, "KOSPI 200 옵션시장에서의 변동성지수 산출 및 분석" 35 (35): 109-138, 2006

    20 이재하, "KOSPI 200 옵션 내재변동성의 예측력" 9 (9): 25-50, 2001

    21 Lamoureux, C. G., "Forecasting Stock Return Variance: Toward an Understanding of Stochastic Implied Volatilities" 6 : 293-326, 1993

    22 Corrado, C., "Forecasting Stock Index Volatility: Comparing Implied Volatility and the Intraday High-Low Price Range" 30 : 201-215, 2007

    23 Green, W. H., "Econometric Analysis" Prentice Hall 1993

    24 Hausman, J. A., "An Instrumental Variable Approach to Full Information Estimators for Linear and Certain Nonlinear Econometric Models" 43 : 727-738, 1975

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    학술지 이력

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    기준연도 WOS-KCI 통합IF(2년) KCIF(2년) KCIF(3년)
    2016 0.38 0.38 0.55
    KCIF(4년) KCIF(5년) 중심성지수(3년) 즉시성지수
    0.61 0.66 1.029 0
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