In: Statistics and Probability
As investor, you need to compare the returns and the risks
associated with two different Assets
(stocks, cryptocurrencies or commodities).
The data are given in an excel file format called Project Dataset #
file, posted on your BB.
Group #1: OOREDOO and Vodafone
2. Use descriptive statistics to summarize the data. (Numerical and
Graphical).
3. Extract a sample of 100 observations from each series (the
selected sample will be used in
the part of inferential statistics).
4. Show how you can compare the risks associated with the two
selected assets by testing the
null hypothesis that the variances of the assets are equal. Use =
0.05 and interpret the
results of the statistical test.
5. Show how you can compare between the returns of the two stocks
by testing the null
hypothesis that the average returns of the assets are equal. Use
= 0.05 and interpret the
results of the statistical test.
R_Vodafone | R_ooredoo |
-0.27137 | -0.6795 |
9.45688 | 1.006282 |
7.269429 | -2.14915 |
2.272825 | -1.15608 |
0 | 0 |
-4.48093 | -4.1549 |
-3.8328 | 0 |
-5.52211 | 0.060591 |
-0.77721 | 0.302389 |
0.906155 | 0.253301 |
1.788043 | -1.22419 |
Solution2:
Install analysis toolpak inexcel
In excel go to data >data anlaysis>descriptive statistics
select the data
highlight summary statistics
enable labels in first row
You will get:
R_Vodafone | R_ooredoo | ||
Mean | 0.618992 | Mean | -0.703750636 |
Standard Error | 1.392143373 | Standard Error | 0.435919955 |
Median | 0 | Median | 0 |
Mode | #N/A | Mode | 0 |
Standard Deviation | 4.617217223 | Standard Deviation | 1.44578293 |
Sample Variance | 21.31869488 | Sample Variance | 2.09028828 |
Kurtosis | 0.094094285 | Kurtosis | 2.445499317 |
Skewness | 0.663624074 | Skewness | -1.468825152 |
Range | 14.97899 | Range | 5.161182 |
Minimum | -5.52211 | Minimum | -4.1549 |
Maximum | 9.45688 | Maximum | 1.006282 |
Sum | 6.808912 | Sum | -7.741257 |
Count | 11 | Count | 11 |
Boxplot:
From boxplot we get 5 number summary
min,Q1,Q2,Q3,and max
For R_vodafone the fivenumber summary is
min=-5.522
Q1=-2.305005
Q2=0
Q3=2.0304
Max=9.45688
For R_coredoo,the fivenumber summary is
min=-4.1549
Q1=-1.19014
Q2=0
Q3=0.156946
Max=1.006282
From descriptive stats we observe
For R_vodafone distribution is positively skewed as mean >median,follows skewed distribution
For R_coredoo distribution is symmetrically distributed as mean <=median follows normal distribution
4. Show how you can compare the risks associated with the two
selected assets by testing the
null hypothesis that the variances of the assets are equal. Use =
0.05 and interpret the
results of the statistical test.
null hypothesis,Ho- variances of the assets are equal.
H0:
Alternative hhypothesis -Ha- variances of the assets are not equal.
Ha:
alpha=0.05
use excel
F-Test Two-Sample for Variances | ||
R_Vodafone | R_ooredoo | |
Mean | 0.618992 | -0.703750636 |
Variance | 21.31869488 | 2.09028828 |
Observations | 11 | 11 |
df | 10 | 10 |
F | 10.19892571 | |
P(F<=f) one-tail | 0.000525589 | |
F Critical one-tail | 2.978237016 |
TEST STATISTIC:
F=10.1989
p=0.0005
p<0.05
Reject H0
Accept Ha
Conclusion:
there is no sufficient statisitical evidence at 5% level of signifcance to conclude that
variances of the assets are equal.