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Statistics question

2021 · 18 Mar · Shift 2 · Q31
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Statistics question

2021 · 18 Mar · Shift 2 · Q31

JEE MainMathematicsStatisticsMCQ+4 / −1
Let in a series of 2n observations, half of them are equal to a and remaining half are equal to −-− a. Also by adding a constant b in each of these observations, the mean and standard deviation of new set become 5 and 20, respectively. Then the value of a2 + b2 is equal to :
  1. A
    425
  2. B
    250
  3. C
    925
  4. D
    650
View written solutionFree

Correct answer: A

  1. Original data set

    There are 2n2n2n observations:

    • nnn observations are equal to aaa
    • nnn observations are equal to −a-a−a

    So the original set is: a,a,…,a,−a,−a,…,−aa,a,\dots,a,-a,-a,\dots,-aa,a,…,a,−a,−a,…,−a

  2. Mean of the original set

    Since half are aaa and half are −a-a−a, xˉ=na+n(−a)2n=0\bar{x}=\frac{na+n(-a)}{2n}=0xˉ=2nna+n(−a)​=0

  3. Effect of adding constant bbb to each observation

    New observations become: a+band−a+ba+b \quad \text{and} \quad -a+ba+band−a+b

    Adding a constant increases the mean by that constant, but does not change the standard deviation.

  4. Using the new mean

    New mean is given as 555.

    Since original mean was 000, 0+b=50+b=50+b=5 b=5b=5b=5

  5. Using the new standard deviation

    New standard deviation is given as 202020.

    Since adding a constant does not change standard deviation, original standard deviation is also 202020.

  6. Find original standard deviation

    Original mean is 000. So variance is: σ2=n(a−0)2+n(−a−0)22n\sigma^2=\frac{n(a-0)^2+n(-a-0)^2}{2n}σ2=2nn(a−0)2+n(−a−0)2​ =na2+na22n=a2=\frac{na^2+na^2}{2n}=a^2=2nna2+na2​=a2

    Hence standard deviation is: σ=∣a∣\sigma=|a|σ=∣a∣

    Given σ=20\sigma=20σ=20, ∣a∣=20⇒a2=400|a|=20 \Rightarrow a^2=400∣a∣=20⇒a2=400

  7. Compute a2+b2a^2+b^2a2+b2

    a2+b2=400+25=425a^2+b^2=400+25=425a2+b2=400+25=425

  8. Option check

    425425425 matches Option A.


Comparison with stored answer:

Stored correct answer is A, and our derived answer is also A.

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