Question

Difficulty: Very hardMeasures of Central Tendency for Grouped Data

The distribution of daily solar energy generation (in kWh) recorded at an agricultural research station over a period of days is summarized in the table below:

Daily Generation (kWh)Frequency (ff)
101910 - 1933
202920 - 29xx
303930 - 3988
404940 - 4955
505950 - 59x+2x + 2

If the mean daily solar energy generation for the recorded period is 37.5 kWh37.5\text{ kWh}, what is the value of xx?

  1. A
    11
  2. B
    33
  3. 66Answer
  4. D
    1111

Answer

66
The exact class marks are 14.5,24.5,34.5,44.5,14.5, 24.5, 34.5, 44.5, and 54.554.5. The total frequency is f=18+2x\sum f = 18 + 2x and the sum of products is fx=651+79x\sum f x = 651 + 79x. Substituting these into xˉ=fxf\bar{x} = \frac{\sum f x}{\sum f} with xˉ=37.5\bar{x} = 37.5 gives 675+75x=651+79x675 + 75x = 651 + 79x, which solves to 4x=244x = 24, giving the value 66.

Step-by-Step Solution

1
Determine the class mark (midpoint xix_i) for each class interval
The midpoints are 14.5,24.5,34.5,44.5,14.5, 24.5, 34.5, 44.5, and 54.554.5.
The class mark is calculated as Lower Limit+Upper Limit2\frac{\text{Lower Limit} + \text{Upper Limit}}{2}.
2
Calculate total frequency f\sum f and total product sum fxi\sum f x_i
f=3+x+8+5+(x+2)=18+2x\sum f = 3 + x + 8 + 5 + (x + 2) = 18 + 2x.
fxi=3(14.5)+x(24.5)+8(34.5)+5(44.5)+(x+2)(54.5)=43.5+24.5x+276+222.5+54.5x+109=651+79x\sum f x_i = 3(14.5) + x(24.5) + 8(34.5) + 5(44.5) + (x+2)(54.5) = 43.5 + 24.5x + 276 + 222.5 + 54.5x + 109 = 651 + 79x
To compute the mean of grouped data, sum the products of each frequency and its corresponding class mark.
3
Set up the mean formula equation and solve for xx
xˉ=fxif    37.5=651+79x18+2x\bar{x} = \frac{\sum f x_i}{\sum f} \implies 37.5 = \frac{651 + 79x}{18 + 2x}
37.5(18+2x)=651+79x37.5(18 + 2x) = 651 + 79x
675+75x=651+79x675 + 75x = 651 + 79x
79x75x=67565179x - 75x = 675 - 651
4x=24    x=64x = 24 \implies x = 6
Equating the expression for mean to the given mean value 37.5 kWh37.5\text{ kWh} yields a linear equation in xx.

Key Concept

Measures of Central Tendency for Grouped Data - Finding Unknown Frequencies from Grouped Mean
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