Question:

The variance of 20 observations is 5. If each observation is multiplied by 2, then the new variance of the resulting observation is

Updated On: Jun 23, 2023
  • $2^3 ? 5$
  • $2^2 ? 5$
  • $2 ? 5$
  • $2^4 ? 5$
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The Correct Option is B

Solution and Explanation

Let the observations be $x_1, x_2, ...., x_{20}$ and $\bar{x}$ be their mean. Given that, variance = 5 and n = 20. We know that, Variance $\left(\sigma\right)^{2}=\frac{1}{n} \displaystyle \sum_{i=1}^{20}(x_i-\bar{x})$ i.e. $5=\frac{1}{20}\displaystyle \sum_{i=1}^{20}(x_i-\bar{x})^2$ or $\displaystyle \sum_{i=1}^{20}(x_i-\bar{x})^2=100\,...(i)$ If each observation is multiplied by 2 and the new resulting observations are $y_i$, then $y_{i}=2x_{i}$ i.e., $x_{i}=\frac{1}{2}y_{i}$ Therefore, $\bar{y}=\frac{1}{n}\displaystyle \sum_{i=1}^{20}y_i=\frac{1}{20}\displaystyle \sum_{i=1}^{20}2x_i=2.\frac{1}{20}$$\displaystyle \sum_{i=1}^{20}x_i$ i.e., $\bar{y}=2\bar{x}$ or $\bar{x}\frac{1}{2}\bar{y}$ On substituting the values of $x_i$ and $\bar{x}$ in e (i), we get $\displaystyle \sum_{i=1}^{20}$$\left(\frac{1}{2}y_{i}-\frac{1}{2}\bar{y}\right)^{^2}=100$ i.e. $\displaystyle \sum_{i=1}^{20}(y_i-\bar{y})^2=400$ Thus, the variance of new observations $=\frac{1}{20}\times400=20=2^{2}\times5$
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Concepts Used:

Solutions

A solution is a homogeneous mixture of two or more components in which the particle size is smaller than 1 nm.

For example, salt and sugar is a good illustration of a solution. A solution can be categorized into several components.

Types of Solutions:

The solutions can be classified into three types:

  • Solid Solutions - In these solutions, the solvent is in a Solid-state.
  • Liquid Solutions- In these solutions, the solvent is in a Liquid state.
  • Gaseous Solutions - In these solutions, the solvent is in a Gaseous state.

On the basis of the amount of solute dissolved in a solvent, solutions are divided into the following types:

  1. Unsaturated Solution- A solution in which more solute can be dissolved without raising the temperature of the solution is known as an unsaturated solution.
  2. Saturated Solution- A solution in which no solute can be dissolved after reaching a certain amount of temperature is known as an unsaturated saturated solution.
  3. Supersaturated Solution- A solution that contains more solute than the maximum amount at a certain temperature is known as a supersaturated solution.