Recent research suggests that improper identification of outliers can lead to distorted inference. We investigate this issue by examining the role that multivariate outliers play in research outcomes using the Chen et al. (2004) study. We find that the documented negative relation between scale and return performance in the actively managed mutual fund industry is an artifact of extreme observations. A manual examination of the most influential observations with verifications against outside sources shows that these outliers are largely bad data. Removing the errors reduces the point estimates on the effect of fund size, rendering it economically and statistically insignificant. Further analysis employing regressions that mitigate outlier-induced bias and extending the sample through 2014 confirm our findings. Our evidence contributes to the recent research on the importance of outlier identification in finance research.
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31 December 2018
Research Article|
December 31 2018
Diseconomies of Scale in the Actively-Managed Mutual Fund Industry: What Do the Outliers in the Data Tell Us? Available to Purchase
John Adams;
John Adams
University of Texas at Arlington
, USA
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Sattar Mansi
Sattar Mansi
Virginia Tech
, USA
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The authors would like to thank Joseph Chen for providing help with his programming code, Ambrus Kesckes, David Reeb, Ivo Welch, Zeynep Senyuz, an anonymous reviewer, and seminar participants at Virginia Tech and the World Finance Conference in Sardinia for comments and suggestions that improved the paper. The remaining errors are ours.
Online ISSN: 2164-5760
Print ISSN: 2164-5744
© 2018 John Adams, Darren Hayunga and Sattar Mansi
2018
John Adams, Darren Hayunga and Sattar Mansi
Licensed re-use rights only
Critical Finance Review (2018) 7 (2): 273–329.
Citation
Adams J, Hayunga D, Mansi S (2018), "Diseconomies of Scale in the Actively-Managed Mutual Fund Industry: What Do the Outliers in the Data Tell Us?". Critical Finance Review, Vol. 7 No. 2 pp. 273–329, doi: https://doi.org/10.1561/104.00000063
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