The returns generated by a sample of five stocks from the Karachi Stock Exchange are given in the exhibit below.
| Stock | Return |
|-------|--------|
| A | 12% |
| B | 13% |
| C | 5% |
| D | 4% |
| E | 20% |
What is the standard deviation of this sample? | Financial Risk Manager Part 1 Quiz - LeetQuiz
Financial Risk Manager Part 1
Explanation:
Calculation Explanation
Step 1: Calculate the Mean
Mean=5(0.12+0.13+0.05+0.04+0.20)=50.54=0.108 or 10.8%
Step 2: Calculate Deviations and Squared Deviations
Stock
Return
X – Mean
(X – Mean)²
A
12%
1.2%
0.000144
B
13%
2.2%
0.000484
C
5%
–5.8%
0.003364
D
4%
–6.8%
0.004624
E
20%
9.2%
0.008464
Total
0.017080
Step 3: Calculate Sample Standard Deviation
Sample Standard Deviation=n−1∑(X−Mean)2=40.017080=0.00427=0.0653 or 6.53%
Key Points:
We use n-1 in the denominator because this is a sample standard deviation (not population)
The sample standard deviation is an unbiased estimator of the population standard deviation
The calculation follows the formula: s=n−1∑(xi−xˉ)2
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The returns generated by a sample of five stocks from the Karachi Stock Exchange are given in the exhibit below.