Do Stock Returns Follow a Finite Variance Distribution?

In this paper we propose a test statistic to discriminate between models with finite variance and models with infinite variance. The test statistic is the ratio of the sample standard deviation and the sample interquartile range. Both asymptotic and finite sample properties of the test statistic are...

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Main Authors: Shao, Q. M., YU, H., YU, Jun
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2001
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Online Access:https://ink.library.smu.edu.sg/soe_research/526
https://ink.library.smu.edu.sg/context/soe_research/article/1525/viewcontent/Yu_AEF_2001.pdf
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spelling sg-smu-ink.soe_research-15252018-07-13T05:44:08Z Do Stock Returns Follow a Finite Variance Distribution? Shao, Q. M. YU, H. YU, Jun In this paper we propose a test statistic to discriminate between models with finite variance and models with infinite variance. The test statistic is the ratio of the sample standard deviation and the sample interquartile range. Both asymptotic and finite sample properties of the test statistic are discussed. We show that the test has good power properties against infinite-variance distributions and has small size distortions in finite samples. The statistic is applied to compare the competing models for S&P 500 index returns. Our test cannot reject most distributions with finite variance for both a pre-crash sample and a post-crash sample, and hence supports the literature. However, for a sample including crash days, our test suggests that the finite-variance distributions must be rejected. 2001-01-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/soe_research/526 https://ink.library.smu.edu.sg/context/soe_research/article/1525/viewcontent/Yu_AEF_2001.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Economics eng Institutional Knowledge at Singapore Management University Economics
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Economics
spellingShingle Economics
Shao, Q. M.
YU, H.
YU, Jun
Do Stock Returns Follow a Finite Variance Distribution?
description In this paper we propose a test statistic to discriminate between models with finite variance and models with infinite variance. The test statistic is the ratio of the sample standard deviation and the sample interquartile range. Both asymptotic and finite sample properties of the test statistic are discussed. We show that the test has good power properties against infinite-variance distributions and has small size distortions in finite samples. The statistic is applied to compare the competing models for S&P 500 index returns. Our test cannot reject most distributions with finite variance for both a pre-crash sample and a post-crash sample, and hence supports the literature. However, for a sample including crash days, our test suggests that the finite-variance distributions must be rejected.
format text
author Shao, Q. M.
YU, H.
YU, Jun
author_facet Shao, Q. M.
YU, H.
YU, Jun
author_sort Shao, Q. M.
title Do Stock Returns Follow a Finite Variance Distribution?
title_short Do Stock Returns Follow a Finite Variance Distribution?
title_full Do Stock Returns Follow a Finite Variance Distribution?
title_fullStr Do Stock Returns Follow a Finite Variance Distribution?
title_full_unstemmed Do Stock Returns Follow a Finite Variance Distribution?
title_sort do stock returns follow a finite variance distribution?
publisher Institutional Knowledge at Singapore Management University
publishDate 2001
url https://ink.library.smu.edu.sg/soe_research/526
https://ink.library.smu.edu.sg/context/soe_research/article/1525/viewcontent/Yu_AEF_2001.pdf
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