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A Unifying Approach to the Empirical Evaluation of Asset Pricing Models

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  • Peñaranda, Francisco
  • Sentana, Enrique

Abstract

Two main approaches are commonly used to empirically evaluate linear factor pricing models: regression and SDF methods, with centred and uncentred versions of the latter. We show that unlike standard two-step or iterated GMM procedures, single-step estimators such as continuously updated GMM yield numerically identical values for prices of risk, pricing errors, Jensen's alphas and overidentifying restrictions tests irrespective of the model validity. Therefore, there is arguably a single approach regardless of the factors being traded or not, or the use of excess or gross returns. We illustrate our results by revisiting Lustig and Verdelhan's (2007) empirical analysis of currency returns.

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Paper provided by C.E.P.R. Discussion Papers in its series CEPR Discussion Papers with number 7943.

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Date of creation: Aug 2010
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Handle: RePEc:cpr:ceprdp:7943

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Keywords: CU-GMM; Factor pricing models; Forward premium puzzle; Generalised Empirical Likelihood; Stochastic discount factor;

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  1. Francisco Peñaranda & Enrique Sentana, 2004. "Spanning Tests In Return And Stochastic Discount Factor Mean-Variance Frontiers: A Unifying Approach," Working Papers wp2004_0410, CEMFI.
  2. Lewellen, Jonathan & Nagel, Stefan & Shanken, Jay, 2010. "A skeptical appraisal of asset pricing tests," Journal of Financial Economics, Elsevier, vol. 96(2), pages 175-194, May.
  3. Hélène Bonnal & Éric Renault, 2004. "On the Efficient Use of the Informational Content of Estimating Equations: Implied Probabilities and Euclidean Empirical Likelihood," CIRANO Working Papers 2004s-18, CIRANO.
  4. Owen, Joel & Rabinovitch, Ramon, 1983. " On the Class of Elliptical Distributions and Their Applications to the Theory of Portfolio Choice," Journal of Finance, American Finance Association, vol. 38(3), pages 745-52, June.
  5. Ghosh, Anisha & Julliard, Christian, 2012. "Can Rare Events Explain the Equity Premium Puzzle?," CEPR Discussion Papers 8899, C.E.P.R. Discussion Papers.
  6. Hanno Lustig & Adrien Verdelhan, 2004. "The Cross-Section of Foreign Currency Risk Premia and US Consumption Growth Risk," 2004 Meeting Papers 136c, Society for Economic Dynamics.
  7. Kan, Raymond & Robotti, Cesare, 2008. "Specification tests of asset pricing models using excess returns," Journal of Empirical Finance, Elsevier, vol. 15(5), pages 816-838, December.
  8. Robert M. De Jong & James Davidson, 2000. "Consistency of Kernel Estimators of Heteroscedastic and Autocorrelated Covariance Matrices," Econometrica, Econometric Society, vol. 68(2), pages 407-424, March.
  9. Motohiro Yogo, 2006. "A Consumption-Based Explanation of Expected Stock Returns," Journal of Finance, American Finance Association, vol. 61(2), pages 539-580, 04.
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Cited by:
  1. Francisco Peñaranda & Enrique Sentana, 2004. "Spanning Tests In Return And Stochastic Discount Factor Mean-Variance Frontiers: A Unifying Approach," Working Papers wp2004_0410, CEMFI.

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