Estimating the Dynamics of Mutual Fund Alphas and Betas
Author | : Harry Mamaysky |
Publisher | : |
Total Pages | : |
Release | : 2010 |
ISBN-10 | : OCLC:1290247908 |
ISBN-13 | : |
Rating | : 4/5 ( Downloads) |
Download or read book Estimating the Dynamics of Mutual Fund Alphas and Betas written by Harry Mamaysky and published by . This book was released on 2010 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: This article develops a Kalman filter model to track dynamic mutual fund factor loadings. It then uses the estimates to analyze whether managers with market-timing ability can be identified ex ante. The primary findings are as follows: (i) Ordinary least squares (OLS) timing models produce false positives (nonzero alphas) at too high a rate with either daily or monthly data. In contrast, the Kalman filter model produces them at approximately the correct rate with monthly data; (ii) In monthly data, though the OLS models fail to detect any timing among fund managers, the Kalman filter does; (iii) The alpha and beta forecasts from the Kalman model are more accurate than those from the OLS timing models; (iv) The Kalman filter model tracks most fund alphas and betas better than OLS models that employ macroeconomic variables in addition to fund returns.