The log return X on a certain stock investment is an N(μ,σ2) random variable. A financial analyst h

Gabriella Sellers

Gabriella Sellers

Answered question

2022-06-15

The log return X on a certain stock investment is an N(μ,σ2) random variable.
A financial analyst has claimed that the volatility σ of the log return on this stock is less than 3 units. A random sample of 11 returns on this stock gave an estimated variance of the log-returns as s2=16.
Assess the analyst's claim by using a significance test at level
α=0.05 to test
H0:σ2≤9 against H1:σ2>9.
Find a two-sided 95% confidence interval for σ2.

Answer & Explanation

benedictazk

benedictazk

Beginner2022-06-16Added 22 answers

Since
( n 1 ) S 2 σ 2 = 10 S 2 σ 2 χ 11 1 2 = χ 10 2 ,
you have
Pr ( A < ( n 1 ) S 2 σ 2 < B ) = 0.95
where A and B are so chosen that
Pr ( χ 10 2 < A ) = 0.025 = Pr ( χ 10 2 > B ) .
(You can get A and B from tables or software.)
Via simple algebra it follows that
Pr ( 1 B < σ 2 10 S 2 < 1 A ) = 0.95 ,
whence
Pr ( 10 S 2 B < σ 2 < 10 S 2 A ) = 0.95.
So there's your confidence interval.
If 9 is less than the lower end of this confidence interval, you'd reject the null hypothesis at the 2.5% level. So instead of half of 5% that we used above, use half of 10%, and that will tell you whether to reject the null hypothesis at the 5% level.

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