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Statistics question

2012 · Shift 0 · Q24
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Statistics question

2012 · Shift 0 · Q24

JEE MainMathematicsStatisticsMCQ+4 / −1
Let x1, x2,........., xn be n observations, and let x‾\overline xx be their arithematic mean and σ2{\sigma ^2}σ2 be their variance. Statement 1 : Variance of 2x1, 2x2,......., 2xn is 4 σ2{\sigma ^2}σ2. Statement 2 : : Arithmetic mean of 2x1, 2x2,......, 2xn is 4 x‾\overline xx.
  1. A
    Statement 1 is false, statement 2 is true
  2. B
    Statement 1 is true, statement 2 is true; statement 2 is a correct explanation for statement 1
  3. C
    Statement 1 is true, statement 2 is true; statement 2 is not a correct explanation for statement 1
  4. D
    Statement 1 is true, statement 2 is false
View written solutionFree

Correct answer: D

  1. Given

    The observations are x1,x2,…,xnx_1, x_2, \dots, x_nx1​,x2​,…,xn​ with:

    • arithmetic mean x‾\overline{x}x
    • variance σ2\sigma^2σ2

    We must check the two statements for the new observations: 2x1,2x2,…,2xn2x_1, 2x_2, \dots, 2x_n2x1​,2x2​,…,2xn​

  2. Check Statement 1: Variance of 2x1,2x2,…,2xn2x_1,2x_2,\dots,2x_n2x1​,2x2​,…,2xn​ is 4σ24\sigma^24σ2

    Recall: Var(aX)=a2Var(X)\mathrm{Var}(aX)=a^2\mathrm{Var}(X)Var(aX)=a2Var(X)

    So if each observation is multiplied by 222, the variance becomes: Var(2x)=22Var(x)=4σ2\mathrm{Var}(2x)=2^2\mathrm{Var}(x)=4\sigma^2Var(2x)=22Var(x)=4σ2

    Therefore, Statement 1 is true.

  3. Check Statement 2: Arithmetic mean of 2x1,2x2,…,2xn2x_1,2x_2,\dots,2x_n2x1​,2x2​,…,2xn​ is 4x‾4\overline{x}4x

    Mean of the new observations: 2x1+2x2+⋯+2xnn\frac{2x_1+2x_2+\cdots+2x_n}{n}n2x1​+2x2​+⋯+2xn​​

    Factor out 222: =2⋅x1+x2+⋯+xnn=2\cdot \frac{x_1+x_2+\cdots+x_n}{n}=2⋅nx1​+x2​+⋯+xn​​

    Since x‾=x1+x2+⋯+xnn,\overline{x}=\frac{x_1+x_2+\cdots+x_n}{n},x=nx1​+x2​+⋯+xn​​, we get new mean=2x‾\text{new mean}=2\overline{x}new mean=2x

    not 4x‾4\overline{x}4x.

    Therefore, Statement 2 is false.

  4. Evaluate options

    • A: Statement 1 false, Statement 2 true — incorrect
    • B: Both true, and 2 explains 1 — incorrect
    • C: Both true, but 2 not explanation — incorrect
    • D: Statement 1 true, Statement 2 false — correct
  5. Final answer

    The correct option is: D\boxed{D}D​

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