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Question

For four different population, the number of positive $x_i$ values in the population ($n$), the sum of $x_i$ values ($\sum x_i$) and sum of squares of $x_i$ values ($\sum x_i^2$) are given as A-D below. Compute the standard deviation of each population and arrange in ascending order.
A. $n = 10, \sum x_i = 450, \sum x_i^2 = 24250$
B. $n = 8, \sum x_i = 104, \sum x_i^2 = 1424$
C. $n = 5, \sum x_i = 120, \sum x_i^2 = 3600$
D. $n = 7, \sum x_i = 28, \sum x_i^2 = 140$
Choose the correct answer from the options given below:

The correct answer is
D, B, C, A

Population Standard Deviation Calculation

To find the standard deviation for each population, we use the formula for population standard deviation ($\sigma$):

$\sigma = \sqrt{\frac{\sum x_i^2}{n} - \left(\frac{\sum x_i}{n}\right)^2}$

Calculating Standard Deviation for Population A

Given:

  • $n = 10$
  • $\sum x_i = 450$
  • $\sum x_i^2 = 24250$

First, calculate the mean ($\mu_A$):

$\mu_A = \frac{450}{10} = 45$

Next, calculate the variance ($\sigma_A^2$):

$\sigma_A^2 = \frac{24250}{10} - (45)^2 = 2425 - 2025 = 400$

Finally, calculate the standard deviation ($\sigma_A$):

$\sigma_A = \sqrt{400} = 20$

Calculating Standard Deviation for Population B

Given:

  • $n = 8$
  • $\sum x_i = 104$
  • $\sum x_i^2 = 1424$

Mean ($\mu_B$):

$\mu_B = \frac{104}{8} = 13$

Variance ($\sigma_B^2$):

$\sigma_B^2 = \frac{1424}{8} - (13)^2 = 178 - 169 = 9$

Standard Deviation ($\sigma_B$):

$\sigma_B = \sqrt{9} = 3$

Calculating Standard Deviation for Population C

Given:

  • $n = 5$
  • $\sum x_i = 120$
  • $\sum x_i^2 = 3600$

Mean ($\mu_C$):

$\mu_C = \frac{120}{5} = 24$

Variance ($\sigma_C^2$):

$\sigma_C^2 = \frac{3600}{5} - (24)^2 = 720 - 576 = 144$

Standard Deviation ($\sigma_C$):

$\sigma_C = \sqrt{144} = 12$

Calculating Standard Deviation for Population D

Given:

  • $n = 7$
  • $\sum x_i = 28$
  • $\sum x_i^2 = 140$

Mean ($\mu_D$):

$\mu_D = \frac{28}{7} = 4$

Variance ($\sigma_D^2$):

$\sigma_D^2 = \frac{140}{7} - (4)^2 = 20 - 16 = 4$

Standard Deviation ($\sigma_D$):

$\sigma_D = \sqrt{4} = 2$

Ascending Order of Standard Deviations

We have calculated the standard deviations for each population:

  • Population A: $\sigma_A = 20$
  • Population B: $\sigma_B = 3$
  • Population C: $\sigma_C = 12$
  • Population D: $\sigma_D = 2$

Arranging these values in ascending order:

$2, 3, 12, 20$

This corresponds to the populations in the order: D, B, C, A.

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Important Questions from Standard Deviation

  1. A cold drink bottling plant fills bottles of 500 ml. capacity with mean of 500 ml. and a standard deviation of 5 ml. Atleast what percentage of bottles would contain cold drink between 490 ml. and 510 ml.?

  2. The mean and standard deviation of 100 terms are 50 and 3, respectively. The sum of squares of the 100 terms is:

  3. Following are the ages (in years) of 6 people in a group: 25, 30, 35, 40, 45 and 50. What is the standard deviation of their ages (rounded to two decimal places)?
  4. If the mean of a random variable X following Poisson distribution is 3, then standard deviation of the distribution is:

  5. If the standard deviation of a population is 100, then based on a sample of size 100, the standard deviation of sample mean is equal to:

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