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Statistics question

2022 · 27 Jul · Shift 1 · Q40
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Statistics question

2022 · 27 Jul · Shift 1 · Q40

JEE MainMathematicsStatisticsNumerical+4 / −1
The mean and variance of 10 observations were calculated as 15 and 15 respectively by a student who took by mistake 25 instead of 15 for one observation. Then, the correct standard deviation is ‾\underline{\hspace{2cm}}​.
Numerical answer
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Correct answer: 2

  1. Let the wrong data (used by the student) have:

    • number of observations n=10n=10n=10
    • mean xˉw=15\bar{x}_w=15xˉw​=15
    • variance σw2=15\sigma_w^2=15σw2​=15
  2. From the wrong mean, ∑xw=nxˉw=10×15=150\sum x_w = n\bar{x}_w = 10\times 15 = 150∑xw​=nxˉw​=10×15=150

  3. One observation was taken as 252525 instead of the correct value 151515. So the wrong total is greater than the correct total by: 25−15=1025-15=1025−15=10 Hence correct sum is: ∑xc=150−10=140\sum x_c = 150-10 = 140∑xc​=150−10=140

  4. Therefore the correct mean is: xˉc=14010=14\bar{x}_c = \frac{140}{10} = 14xˉc​=10140​=14

  5. Now use the variance formula: σ2=∑x2n−xˉ2\sigma^2 = \frac{\sum x^2}{n} - \bar{x}^2σ2=n∑x2​−xˉ2 For the wrong data, 15=∑xw210−15215 = \frac{\sum x_w^2}{10} - 15^215=10∑xw2​​−152 15=∑xw210−22515 = \frac{\sum x_w^2}{10} - 22515=10∑xw2​​−225 ∑xw210=240\frac{\sum x_w^2}{10} = 24010∑xw2​​=240 ∑xw2=2400\sum x_w^2 = 2400∑xw2​=2400

  6. Correct the sum of squares. Since 252525 was used instead of 151515, ∑xc2=2400−252+152\sum x_c^2 = 2400 - 25^2 + 15^2∑xc2​=2400−252+152 =2400−625+225=2000= 2400 - 625 + 225 = 2000=2400−625+225=2000

  7. Now compute the correct variance: σc2=200010−142\sigma_c^2 = \frac{2000}{10} - 14^2σc2​=102000​−142 =200−196=4= 200 - 196 = 4=200−196=4

  8. Hence the correct standard deviation is: σc=4=2\sigma_c = \sqrt{4} = 2σc​=4​=2

Therefore, the correct standard deviation is 222.

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