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Many models assume they are. What have the empirical studies shown?

2007-03-14 11:05:18 · 5 answers · asked by Crazy Eagle 3 in Business & Finance Investing

5 answers

Empirical studies have shown market return distributions to have fat tails. Way too many outliers to fit a normal distribution.

2007-03-14 11:32:08 · answer #1 · answered by BosCFA 5 · 0 0

Hi!

In a low frequency data base, stocks do follow a normal distribution. However, in high frequency, they definitively do not follow a normal distribution.

Recent research indicates that stocks in the very short term follow a Pareto-like distribution.

It is true, stocks distributions have fat tails. But how model them, it is still an on-going research. Extreme Value Theory and Copulas are very helpful to construct portfolios, for example, based on non-normal worlds and non-normal measures of dependence.

Nevertheless, many models assume a normal distribution because one can easily obtain an analytical solution. For non-normal distributions, one usually need to approximate solutions based on numerical optimization techniques.

I hope this helps!

Pedro N.

2007-03-15 19:18:43 · answer #2 · answered by Pedro R 1 · 0 0

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2015-01-25 02:36:02 · answer #3 · answered by Anonymous · 0 0

They are not, further the mean cannot be estimated nor can the variance as they do not converge.

2007-03-14 15:49:53 · answer #4 · answered by OPM 7 · 0 0

Not always!

2007-03-14 11:14:55 · answer #5 · answered by Anonymous · 0 0

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