Schroeder, Gerhard (2015): Volatility says less about the future than accounting rules suggest.
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Abstract
In theory the market participants use the Black-Scholes-formula to asses the fair value of options as a benchmark. However, the formula requires the forward volatility that has to be assessed itself. On the other hand once the prices are known the socalled implied volatility matching the prices can be determined.
The volatility of the S&P 500 index, the VIX, is such an implied index published by the CBOE. Backtesting suggests that to a reasonable degree rather historical market data are used to determine future values.
Further analysis shows that neither the VIX nor historical volatility are sufficient predictors. In reality both values differ from future values significantly.
Testing the prediction quality by option strategies suggests that the observed level pricing of mispricing cannot be explained by wrong volatility prediction only. The results are compared with prominent options markets lectures.
Regression analysis shows a kind of circular reasoning when historical volatility is used for options trading and returned as implied volatility. The pricing formulas in use need to be revised. Yet, this questionable practice is covered by international accounting standards (IAS/IFRS) allowing "historical data and implied volatility" for "reasonable estimations".
Item Type: | MPRA Paper |
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Original Title: | Volatility says less about the future than accounting rules suggest |
English Title: | Volatility says less about the future than accounting rules suggest |
Language: | English |
Keywords: | IAS; accounting; fair value; stochastic pricing; VIX; implied volatility; Black-Scholes; R. J. Shiller |
Subjects: | F - International Economics > F3 - International Finance F - International Economics > F4 - Macroeconomic Aspects of International Trade and Finance M - Business Administration and Business Economics ; Marketing ; Accounting ; Personnel Economics > M4 - Accounting and Auditing > M41 - Accounting |
Item ID: | 62881 |
Depositing User: | Gerhard Schroeder |
Date Deposited: | 18 Mar 2015 09:53 |
Last Modified: | 01 Oct 2019 08:22 |
References: | IASB in London.: "Int. Accounting Rules IAS39(AG74-82)+IFRS 9+13" Because of copyright restrictions please refer to http://shop.ifrs.org/ProductCatalog/Default.aspx. The IFRS are supposed to replace all IAS as a final set of accounting standards. Currently IAS are still valid with numerous cross references. Shiller, Robert J. referring to Avinash Dixit http://oyc.yale.edu/economics/econ-252-11 (2011), Chapter 1 Diebold, Francis X. et al, July 1997, „Converting 1-Day Volatility to h-Day Volatility: Scaling by Root-h is Worse Than You Think“ http://fic.wharton.upenn.edu/fic/papers/97/9734.pdf CBOE: Official VIX related publications: http://www.cboe.com/micro/vix-options-and-futures.aspx and http://www.cboe.com/framed/pdfframed.aspx?content=/micro/vix/vixwhite.pdf§ion=SECT_MINI_SITE&title=White+Paper Up to 400 daily quotations. Heejoon Han et al.: „Modeling and Predicting the Market Volatility Index: The Case of VKOSPI, 2015 Shiller, Robert J. „http://oyc.yale.edu/economics/econ-252-08“ 2008, Chapter 5. Accounting for Volatility in the B&S-Formula [51:35 min] http://oyc.yale.edu/sites/default/files/Lecture23.pdf Engle. Robert F., David M. Lilien. and Russell P. Robins (1987) Estimating Time Varying Risk in the Term Structure. Economics, 55, pp. 391-407. Cumby, R.; Figlewski, S.; Hasbrouck, J. (1993). "Forecasting Volatility and Correlations with EGARCH models". Journal of Derivatives 1 (2): 51–63. doi:10.3905/jod.1993.407877. Jorion, P. (1995). "Predicting Volatility in Foreign Exchange Market". Journal of Finance 50 (2): 507–528. doi:10.1111/j.1540-6261.1995.tb04793.x. JSTOR 2329417 Jinji Hao, „GARCH Option Pricing Models, the CBOE VIX, and Variance Risk Premium“, 2012, p. 1 Heston, Steven L. (1993). "A Closed-Form Solution for Options with Stochastic Volatility with Applications to Bond and Currency Options". The Review of Financial Studies 6 (2): 327–343. Engle, R. F., 1993 "Statistical Models for Financial Volatility," Financial Analysts Journal (Jan/Feb 1993): p. 72 Duffie, Darrel, SBS Stanford, by eMail Jan 6, 1999 |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/62881 |
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Volatility says less about the future than accounting rules suggest. (deposited 30 Nov 2006)
- Volatility says less about the future than accounting rules suggest. (deposited 18 Mar 2015 09:53) [Currently Displayed]