ProbabilityMCQPYQ Dec. 21Question 2836 of 295
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The probability distribution of a random variable x\displaystyle x is given below: | X | P ||---|---|| 1 | 0.15\displaystyle 0.15 || 2 | 0.25\displaystyle 0.25 || 4 | 0.2\displaystyle 0.2 || 5 | 0.3\displaystyle 0.3 || 6 | 0.1\displaystyle 0.1 | What is the standard deviation of x\displaystyle x?

Options

A1.49\displaystyle 1.49
B1.56\displaystyle 1.56
C1.69\displaystyle 1.69
D1.72\displaystyle 1.72
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Correct Answer

Option c1.69\displaystyle 1.69

All Options:

  • A1.49\displaystyle 1.49
  • B1.56\displaystyle 1.56
  • C1.69\displaystyle 1.69
  • D1.72\displaystyle 1.72

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Detailed Solution & Explanation

Let's calculate the standard deviation of x\displaystyle x systematically. 1. Compute the expected value (mean) E(X)\displaystyle E(X): E(X)=xiP(xi)\displaystyle E(X) = \sum x_i P(x_i) E(X)=1(0.15)+2(0.25)+4(0.2)+5(0.3)+6(0.1)\displaystyle E(X) = 1(0.15) + 2(0.25) + 4(0.2) + 5(0.3) + 6(0.1) E(X)=0.15+0.50+0.80+1.50+0.60=3.55\displaystyle E(X) = 0.15 + 0.50 + 0.80 + 1.50 + 0.60 = 3.55. 2. Compute the expected value of X2\displaystyle X^2, E(X2)\displaystyle E(X^2): E(X2)=xi2P(xi)\displaystyle E(X^2) = \sum x_i^2 P(x_i) E(X2)=12(0.15)+22(0.25)+42(0.20)+52(0.30)+62(0.10)\displaystyle E(X^2) = 1^2(0.15) + 2^2(0.25) + 4^2(0.20) + 5^2(0.30) + 6^2(0.10) E(X2)=1(0.15)+4(0.25)+16(0.20)+25(0.30)+36(0.10)\displaystyle E(X^2) = 1(0.15) + 4(0.25) + 16(0.20) + 25(0.30) + 36(0.10) E(X2)=0.15+1.00+3.20+7.50+3.60=15.45\displaystyle E(X^2) = 0.15 + 1.00 + 3.20 + 7.50 + 3.60 = 15.45. 3. Compute the variance Var(X)\displaystyle \text{Var}(X): Var(X)=E(X2)[E(X)]2\displaystyle \text{Var}(X) = E(X^2) - [E(X)]^2 Var(X)=15.45(3.55)2=15.4512.6025=2.8475\displaystyle \text{Var}(X) = 15.45 - (3.55)^2 = 15.45 - 12.6025 = 2.8475. 4. Compute the standard deviation SD(X)\displaystyle \text{SD}(X): SD(X)=Var(X)=2.84751.68745\displaystyle \text{SD}(X) = \sqrt{\text{Var}(X)} = \sqrt{2.8475} \approx 1.68745. Rounding to two decimal places, we get 1.69\displaystyle 1.69. Hence, **Option C** is the correct answer.

About This Chapter: Probability

Paper

Paper 3: Quantitative Aptitude

Weightage

5-7 Marks

Key Topics

Probability Operations, Expected Value

A logic-heavy chapter dealing with random experiments, events (mutually exclusive, exhaustive), set theory probability, conditional probability, and Bayes' Theorem. It forms the basis for Theoretical Distributions.

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Exam Strategy Tip

Always draw a quick Venn Diagram or tree when faced with 'At least one' or 'Only A but not B' wording. It saves you from double-counting.

Key Concepts to Understand

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