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Question: For a dataset with midpoints 10, 20, and 30 and frequencies 4, 6, and 10, and the mean is 24, the va...

For a dataset with midpoints 10, 20, and 30 and frequencies 4, 6, and 10, and the mean is 24, the variance is:

A

62

B

24

C

20

D

18

Answer

62

Explanation

Solution

The problem asks us to calculate the variance of a dataset given its midpoints, frequencies, and the mean.

Given Data:

  • Midpoints (xix_i): 10, 20, 30
  • Frequencies (fif_i): 4, 6, 10
  • Mean (xˉ\bar{x}): 24

Formula for Variance (for grouped data): The variance (σ2\sigma^2) is given by the formula: σ2=i=1nfi(xixˉ)2i=1nfi\sigma^2 = \frac{\sum_{i=1}^{n} f_i (x_i - \bar{x})^2}{\sum_{i=1}^{n} f_i}

Step-by-step Calculation:

  1. Calculate the total frequency (fi\sum f_i): fi=4+6+10=20\sum f_i = 4 + 6 + 10 = 20

  2. Calculate the deviation from the mean (xixˉx_i - \bar{x}) for each midpoint:

    • For x1=10x_1 = 10: 1024=1410 - 24 = -14
    • For x2=20x_2 = 20: 2024=420 - 24 = -4
    • For x3=30x_3 = 30: 3024=630 - 24 = 6
  3. Calculate the squared deviation (xixˉ)2(x_i - \bar{x})^2 for each midpoint:

    • For x1=10x_1 = 10: (14)2=196(-14)^2 = 196
    • For x2=20x_2 = 20: (4)2=16(-4)^2 = 16
    • For x3=30x_3 = 30: (6)2=36(6)^2 = 36
  4. Calculate the product of frequency and squared deviation fi(xixˉ)2f_i (x_i - \bar{x})^2 for each midpoint:

    • For x1=10,f1=4x_1 = 10, f_1 = 4: 4×196=7844 \times 196 = 784
    • For x2=20,f2=6x_2 = 20, f_2 = 6: 6×16=966 \times 16 = 96
    • For x3=30,f3=10x_3 = 30, f_3 = 10: 10×36=36010 \times 36 = 360
  5. Calculate the sum of fi(xixˉ)2f_i (x_i - \bar{x})^2: fi(xixˉ)2=784+96+360=1240\sum f_i (x_i - \bar{x})^2 = 784 + 96 + 360 = 1240

  6. Calculate the variance (σ2\sigma^2): σ2=fi(xixˉ)2fi=124020=62\sigma^2 = \frac{\sum f_i (x_i - \bar{x})^2}{\sum f_i} = \frac{1240}{20} = 62

The variance of the dataset is 62.