Financial Risk Manager Part 1

Financial Risk Manager Part 1

Get started today

Ultimate access to all questions.


A sample of 100 monthly profits gave out the following data:

βˆ‘i=1100xi=3,453andβˆ‘i=1100xi2=800,536\sum_{i=1}^{100} x_i = 3,453 \quad \text{and} \quad \sum_{i=1}^{100} x_i^2 = 800,536

What is the sample mean and standard deviation of the monthly profits?

TTanishq



Explanation:

Calculation Explanation

Sample Mean Calculation

The sample mean is calculated as:

ΞΌ^=XΛ‰=1nβˆ‘i=1nXi\hat{\mu} = \bar{X} = \frac{1}{n} \sum_{i=1}^{n} X_i β‡’XΛ‰=1100Γ—3,453=34.53\Rightarrow \bar{X} = \frac{1}{100} \times 3,453 = 34.53

Sample Standard Deviation Calculation

The sample variance is calculated using:

s2=1nβˆ’1{βˆ‘i=1nXi2βˆ’nΞΌ^2}s^2 = \frac{1}{n-1} \left\{ \sum_{i=1}^{n} X_i^2 - n \hat{\mu}^2 \right\} s2=199(800,536βˆ’100Γ—34.532)s^2 = \frac{1}{99} (800,536 - 100 \times 34.53^2) 34.532=1192.320934.53^2 = 1192.3209 100Γ—1192.3209=119,232.09100 \times 1192.3209 = 119,232.09 800,536βˆ’119,232.09=681,303.91800,536 - 119,232.09 = 681,303.91 s2=681,303.9199=6881.857677s^2 = \frac{681,303.91}{99} = 6881.857677

Standard Deviation

s=6881.857677=82.96s = \sqrt{6881.857677} = 82.96

Therefore, the correct values are:

  • Sample Mean = 34.53
  • Standard Deviation = 82.96

Comments

Loading comments...