In: Statistics and Probability
Let x be a random variable representing dividend yield of
Australian bank stocks. We may assume that x has a normal
distribution with σ =2.9%. A random sample of 14 Australian bank
stocks has a sample mean of ?= 7%. For the entire Australian stock
market, the mean dividend yield is µ = 5.2%. We are going to
investigate if the dividend yield of all Australian bank stocks is
higher than 5.2%? α= 0.05.
a) Find the test statistic.
b) Find the P-value.
c) Find critical value(s)(Cr. Val.).Use any method to either reject
or fail to reject the claim
Given
A random sample of 14 Australian bank stocks has a sample mean of ?= 7% or 0.07.
We may assume that x has a normal distribution with σ =2.9% or 0.029
Thus = 0.07 , and σ = 0.029 { population standard deviation known }
For the entire Australian stock market, the mean dividend yield is µ = 5.2%. or 0.052
We are going to investigate if the dividend yield of all Australian bank stocks is higher than 5.2%? α= 0.05.
To test
H0 : µ = 0.052 ( dividend yield of all Australian bank stocks are not higher than 0.052 or 5.2% )
H0 : µ > 0.052 ( dividend yield of all Australian bank stocks is higher than 0.052 or 5.2% )
Note that - Since population standard deviation known we can use Z-score
a) Find the test statistic.
TS =
= = 2.322408
Thus test statistic. = 2.322408
b)
Since alternative hypothesis is of " > " type so these is right tail test
Thus P-value = P ( Z > TS ) = P ( Z > 2.322408 )
where Z ~ N(0,1)
Now P ( Z > 2.322408 ) = 1 - P ( Z < 2.322408 )
P ( Z < 2.322408 ) can be computed from statistical book or more accurately from any software like R,Excel
From R
> 1-pnorm(2.322408
,m=0,sd=1) #
1 - P ( Z < 2.322408 )
[1] 0.01010549
Hence P ( Z > 2.322408 ) = 1 - P ( Z < 2.322408 ) = 0.01010549
P-value = P ( Z > 2.322408 ) = 0.01010549
So P-value is 0.01010549
c) Find critical value(s)(Cr. Val.).Use any method to either reject or fail to reject the claim .
Since population standard deviation known we can use Z-score .
So at α= 0.05 critical value is 1.64 { for one tail test }
#1 Using Critical value
Since Test Statistics TS = 2.322408 > 1.64
we reject null hypothesis at 5% of level of significance
#2 Using P-value approach
Here P-value is 0.01010549 < 0.05
i.e P-value < α= 0.05
So we reject null hypothesis at 5% of level of significance
Conclusion -
Since we have rejected null hypothesis we conclude that dividend yield of all Australian bank stocks is higher than 5.2%