The Information Content of TAIEX Options Implied Volatility, Skewness, and Kurtosis

碩士 === 國立臺灣大學 === 財務金融學研究所 === 94 === Practically, the application of options implied second moment, implied volatility, is very popular, but the study of implied third moment, skewness, and fourth moment, kurtosis, is seldom. One of the main economic functions of trading derivatives is to “mine” th...

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Main Authors: Shu-Hsiu Chen, 陳書修
Other Authors: Tsun-Siou Lee
Format: Others
Language:en_US
Published: 2006
Online Access:http://ndltd.ncl.edu.tw/handle/08682112450774743439
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spelling ndltd-TW-094NTU053040502015-12-16T04:38:22Z http://ndltd.ncl.edu.tw/handle/08682112450774743439 The Information Content of TAIEX Options Implied Volatility, Skewness, and Kurtosis 台指選擇權隱含波動率、偏態及峰態之資訊內涵 Shu-Hsiu Chen 陳書修 碩士 國立臺灣大學 財務金融學研究所 94 Practically, the application of options implied second moment, implied volatility, is very popular, but the study of implied third moment, skewness, and fourth moment, kurtosis, is seldom. One of the main economic functions of trading derivatives is to “mine” the market price. With regard to options, the function of mining price can be extended to other parameters. If the participators in the market did not find such useful information, the first movers will be benefited by the information. This research uses the intraday data of Taiwan Stock Exchange Capitalization Weighted Index (TAIEX) call options of each trading day in 2005 and employs Jarrow-Rudd model and linear interpolation to extract 28-day implied volatility, skewness, and kurtosis. Then, use linear regression empirically to check the relation between options implied moments and the stock index one trading day and one week ahead. In substance, the conclusions are as follows, 1. Options implied distribution is positively-skewed and platykutic generally. 2. If we use implied skewness and/or implied kurtosis as independent variable(s), and the stock index some trading day(s) ahead as dependent variable, the model is significant. 3. Implied second, third, fourth moments together have good explanatory power to the underlying stock index one and five trading day(s) ahead. The asymmetry phenomenon that the rise or the drop of implied standard deviation will not significantly affect stock index. 4. Implied skewness and kurtosis together have explanatory power to future implied standard deviation. Tsun-Siou Lee 李存修 2006 學位論文 ; thesis 36 en_US
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description 碩士 === 國立臺灣大學 === 財務金融學研究所 === 94 === Practically, the application of options implied second moment, implied volatility, is very popular, but the study of implied third moment, skewness, and fourth moment, kurtosis, is seldom. One of the main economic functions of trading derivatives is to “mine” the market price. With regard to options, the function of mining price can be extended to other parameters. If the participators in the market did not find such useful information, the first movers will be benefited by the information. This research uses the intraday data of Taiwan Stock Exchange Capitalization Weighted Index (TAIEX) call options of each trading day in 2005 and employs Jarrow-Rudd model and linear interpolation to extract 28-day implied volatility, skewness, and kurtosis. Then, use linear regression empirically to check the relation between options implied moments and the stock index one trading day and one week ahead. In substance, the conclusions are as follows, 1. Options implied distribution is positively-skewed and platykutic generally. 2. If we use implied skewness and/or implied kurtosis as independent variable(s), and the stock index some trading day(s) ahead as dependent variable, the model is significant. 3. Implied second, third, fourth moments together have good explanatory power to the underlying stock index one and five trading day(s) ahead. The asymmetry phenomenon that the rise or the drop of implied standard deviation will not significantly affect stock index. 4. Implied skewness and kurtosis together have explanatory power to future implied standard deviation.
author2 Tsun-Siou Lee
author_facet Tsun-Siou Lee
Shu-Hsiu Chen
陳書修
author Shu-Hsiu Chen
陳書修
spellingShingle Shu-Hsiu Chen
陳書修
The Information Content of TAIEX Options Implied Volatility, Skewness, and Kurtosis
author_sort Shu-Hsiu Chen
title The Information Content of TAIEX Options Implied Volatility, Skewness, and Kurtosis
title_short The Information Content of TAIEX Options Implied Volatility, Skewness, and Kurtosis
title_full The Information Content of TAIEX Options Implied Volatility, Skewness, and Kurtosis
title_fullStr The Information Content of TAIEX Options Implied Volatility, Skewness, and Kurtosis
title_full_unstemmed The Information Content of TAIEX Options Implied Volatility, Skewness, and Kurtosis
title_sort information content of taiex options implied volatility, skewness, and kurtosis
publishDate 2006
url http://ndltd.ncl.edu.tw/handle/08682112450774743439
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