Carrasco-Gutierrez, Carlos Enrique and Piazza, Wagner (2011): Evaluating Asset Pricing Models in a Simulated Multifactor Approach. Published in: Brazilian Review of Finance , Vol. 10, (2012): pp. 425-460.
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Abstract
In this paper a methodology to compare the performance of different stochastic discount factor (SDF) models is suggested. The starting point is the estimation of several factor models in which the choice of the fundamental factors comes from different procedures. Then, a Monte Carlo simulation is designed in order to simulate a set of gross returns with the objective of mimicking the temporal dependency and the observed covariance across gross returns. Finally, the artificial returns are used to investigate the performance of the competing asset pricing models through the Hansen & Jagannathan (1997) distance and some goodness-of-fit statistics of the pricing error. An empirical application is provided for the U.S. stock market.
Item Type: | MPRA Paper |
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Original Title: | Evaluating Asset Pricing Models in a Simulated Multifactor Approach |
English Title: | Evaluating Asset Pricing Models in a Simulated Multifactor Approach |
Language: | English |
Keywords: | asset pricing; stochastic discount factor; Hansen-Jagannathan distance. |
Subjects: | G - Financial Economics > G1 - General Financial Markets > G12 - Asset Pricing ; Trading Volume ; Bond Interest Rates G - Financial Economics > G1 - General Financial Markets > G13 - Contingent Pricing ; Futures Pricing |
Item ID: | 66063 |
Depositing User: | Carlos Enrique Carrasco Gutierrez |
Date Deposited: | 15 Aug 2015 06:44 |
Last Modified: | 28 Sep 2019 08:58 |
References: | Ahn, Seung C., & Gadarowski, Christopher. 2004. Small Sample Properties of the GMM Specification Test Based on the Hansen-Jagannathan Distance. Journal of Empirical Finance, 11, 109–132. Ang, Andrew, Hodrick, Robert J., Xing, Yuhang, & Zhang, Xiaoyan. 2006. The Cross- Section of Volatility and Expected Returns. Journal of Finance, 61, 259–299. Araujo, Fabio, Issler, Jo˜ao V., & Fernandes, Marcelo. 2006. A Stochastic Discount Factor Approach to Asset Pricing Using Panel Data. Getulio Vargas Foundation, Ensaios Econˆomicos n. 628, mimeo. Brandt, Michael W., Cochrane, John H., & Santa-Clara, Pedro. 2006. International Risk Sharing is Better Than You Think, or Exchange Rates are Too Smooth. Journal of Monetary Economics, 53, 671–698. Campbell, John Y., & Cochrane, John H. 2000. Explaining the Poor Performance of Consumption-Based “Asset Pricing Models”. Journal of Finance, 55, 2863–2878. Campbell, John Y., Lo, Andrew W., & MacKinlay, A. Craig. 1997. The Econometrics of Financial Markets. Princeton University Press. Carhart, Mark M. 1997. On Persistence in Mutual Fund Performance. Journal of Finance, 52, 57–82. Chan, Ka-Keung C., Karolyi, G. Andrew, & Stulz, Ren´e M. 1992. Global FinancialMarkets and the Risk Premium on U.S. Equity. NBER Working Paper n. 4074. Chen, Xiaohong, & Ludvigson, Sydney C. 2009. Land of Addicts? An Empirical Investigation of Habit-Based Asset Pricing Models. Journal of Applied Econometrics, 24, 1057–1093. Cochrane, John H. 2001. Asset Pricing. Princeton: Princeton University Press. Daniel, Kent, & Titman, Sheridan. 2012. Testing Factor-Model Explanations of Market Anomalies. Critical Finance Review, 1, 103–139. Dittmar, Robert F. 2002. Nonlinear Pricing Kernels, Kurtosis Preference, and Evidence from the Cross Section of Equity Returns. Journal of Financial Economics, 33, 3–56. Engle, Robert F., & Kozicki, Sharon. 1993. Testing for Common Features. Journal of Business and Economic Statistics, 11, 369–380. Fama, Eugene F., & French, Kenneth R. 1992. The Cross Section of Expected Stock Returns. Journal of Finance, 47, 427–465. Fama, Eugene F., & French, Kenneth R. 1993. Common Risk Factors in the Returns on Stocks and Bonds. Journal of Financial Economics, 33, 3–56. Fama, Eugene F., & French, Kenneth R. 1996. Multifactor Explanations of Asset Pricing Anomalies. Journal of Finance, 51, 55–84. Fama, Eugene F., & French, Kenneth R. 1998. Value versus Growth: The International Evidence. Journal of Finance, 53, 1975–1979. Fama, Eugene F., & MacBeth, James D. 1973. Risk, Return and Equilibrium: Empirical Tests. Journal of Political Economy, 81, 607–636. Farnsworth, Heber, Ferson, Wayne E., Jackson, David, & Todd, Steven. 2002. Performance Evaluation with Stochastic Discount Factors. Journal of Business, 75, 473–503. Fernandes, Marcelo, & Vieira Filho, Jos´e. 2006. Revisiting the Efficiency of Risk Sharing Between UK and US: Robust Estimation and Calibration under Market Incompleteness. Mimeo. Ferson, Wayne E., & Harvey, Campbell R. 1994. Sources of Risk and Expected Returns in Global Equity Markets. Journal of Banking and Finance, 18, 775–803. Ferson, Wayne E., & Harvey, Campbell R. 1999. Conditioning Variables and the Cross Section of Stock Returns. Journal of Finance, 54, 1325–1360. Gaunt, Clive. 2004. Size and Book to Market Effects and the Fama French Three Factor Asset Pricing Model: Evidence from the Australian Stock Market. Accounting and Finance, 44, 27–44. Griffin, John M. 2002. Are the Fama and French Factors Global or CountrySpecific? Review of Financial Studies, 15, 783–803. Grinblatt, Mark, & Titman, Sheridan. 2002. Financial Markets and Corporate Strategy. Boston: McGraw-Hill. Hansen, Lars P., & Jagannathan, Ravi. 1991. Implications of Security Market Data for Models of Dynamic Economies. Journal of Political Economy, 99, 225–262. Hansen, Lars P., & Jagannathan, Ravi. 1997. Assessing Specification Errors in Stochastic Discount Factor Models. Journal of Finance, 52, 557–590. Hansen, Lars P., & Richard, Scott F. 1987. The Role of Conditioning Information in Deducing Testable Restrictions Implied by Dynamic Asset Pricing Models. Econometrica, 55, 587–614. Harrison, John M., & Kreps, David M. 1979. Martingales and Arbitrage in Multiperiod Securities Markets. Journal of Economic Theory, 20, 381–408. Jagannathan, Ravi, & Wang, Zhenyu. 2002. Empirical Evaluation of AssetPricing Models: A Comparison of the SDF and Beta Methods. Journal of Finance, 57, 2337–2367. Jagannathan, Ravi, Kubota, Keiichi, & Takehara, Hitoshi. 1998. Relationship Between Labor-Income Risk and Average Return: Empirical Evidence from the Japanese Stock Market. Journal of Business, 71, 319–348. Jegadeesh, Narasimhan, & Titman, Sheridan. 1993. Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency. Journal of Finance, 48, 65–91. Johnson, Richard A., & Wichern, Dean W. 1992. Applied Multivariate Statistical Analysis. New Jersey: Prentice-Hall. Kan, Raymond, & Robotti, Cesare. 2009. Model Comparison Using the Hansen-Jagannathan Distance. Review of Financial Studies, 22, 3449–3490. Lettau, Martin, & Ludvigson, Sydney. 2001a. Consumption, Aggregate Wealth, and Expected Stock Returns. Journal of Finance, 56, 815–849. Lettau, Martin, & Ludvigson, Sydney. 2001b. Resurrecting the (C)CAPM: A Cross-Sectional Test When Risk Premia are Time-Varying. Journal of Political Economy, 109, 1238–1287. Lucena, Pierre, & Pinto, Antonio. 2005. Estudo de Anomalias No Mercado Brasileiro de Acões Atravé de Uma Modi.Cacao No Modelo de Fama e French. In Encontro Anual da Associacão Nacional de Programas de Pós-graduação em Administracão, 29, 2005. Bras´ılia: ANPAD. Málaga, Flavio K., & Securato, Jos´e Roberto. 2004. Aplicação do Modelo de Três Fatores de Fama e French No Mercado Acionário Brasileiro: Um Estudo Empírico Do Período 1995–2003. In Encontro Anual da Associac¸ ˜ao Nacional de Programas de P´os-Graduação em Administração, 28, 2004. Curitiba: ANPAD. Marinelli, Federico. 2011. The Relationship Between Diversification and Firm’s Performance: Is There Really a Causal Relationship? University of Navarra, IESE Business School. Working Paper WP-907, Mimeo. Available at: http://www.iese.edu/research/pdfs/DI-0907-E.pdf. Mussa, Adriano, Santos, Jos´e Od´alio Dos, & Fam´a, Rubens. 2007. A Adição Do Fator de Risco Momento Ao Modelo de Precificação de Ativos Dos Três Fatores de Fama & French, Aplicado Ao Mercado Acionário Brasileiro. In Congresso USP de Controladoria e Contabilidade, 7, S˜ao Paulo. S˜ao Paulo: USP. Mussa, Adriano, Rogers, Pablo, & Securato, Jos´e Roberto. 2009. Modelos de Retornos Esperados No Mercado Brasileiro: Testes Empíricos Utilizando Metodologia Preditiva. Revista de Ciências da Administração, 11, 192–216. Neves, Myrian E., & Leal, Ricardo Pereira C. 2003. Existe Relaçãoo Entre O Crescimento Do PIB Brasileiro e Os Efeitos Tamanho, Valor e MoRev.Bras. Financ¸as (Online), Rio de Janeiro, Vol. 10, No. 4, December 2012 455 Newey, Whitney K., & West, Kenneth D. 1987. A Simple, Positive SemiDefinite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix. Econometrica, 55, 703–708. Newey, Whitney K., & West, Kenneth D. 1994. Automatic Lag Selection in Covariance Matrix Estimation. The Review of Economic Studies, 61, 631–653. Perez-Quiros, Gabriel, & Timmermann, Allan. 2000. Firm Size and Cyclical Variations in Stock Returns. Journal of Finance, 55, 1229–1262. Rayes, Ana Cristina W., Ara´ujo, Gustavo S., & Barbedo, Claudio S. 2012. O Modelo de 3 Fatores de Fama e French Ainda Explica Os Retornos No Mercado Acionário Brasileiro? Revista Alcance, 19, 52–61. Ren, Yu, & Shimotsu, Katsumi. 2006. Specification Test Based on the Hansen-Jagannathan Distance with Good Small Sample Properties. Queen’s University. Mimeo. Ross, Stephen A. 1976. The Arbitrage Theory of Capital Asset Pricing. Journal of Economic Theory, 13, 341–360. Sharpe, William F. 1964. Capital Asset Prices: A Theory of Market Equilibrium under Conditions of Risk. Journal of Finance, 19, 425–442. Stock, James H., & Watson, Mark W. 2002. Forecasting Using Principal Components from a Large Number of Predictions. Journal of the American Statistical Association, 97, 1167–1179. Tucker, Ledyard, & MacCallum, Robert. 1993. Exploratory Factor Analysis – A Book Manuscript. Available at http://www.unc.edu/~rcm/book/factornew.htm. White, Halbert. 2000. A Reality Check For Data Snooping. Econometrica, 68, 1097–1127 |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/66063 |