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Question

Consider the following for the next items that follow:

A grouped frequency distribution is given below:

Weekly wages in Rupees (Rs.)

Numbers of workers

2050 - 2550

5

2550 - 3050

10

3050 - 3550

k

3550 - 4050

8

4050 - 4550

2

4550 - 5050

10

What is the median (approximate value) of the distribution?

This question was previously asked in
CDS I 2023 English Previous Year Paper (16-April-2023)
The correct answer is
Rs. 3,383

Understanding the Median of Grouped Frequency Data

The median is the middle value in a dataset that has been ordered from least to greatest. For a grouped frequency distribution, we cannot find the exact median, but we can calculate an approximate value using a specific formula. The median is the value that divides the distribution into two equal halves.

First, let's look at the given grouped frequency distribution table showing weekly wages and the number of workers:

Weekly wages in Rupees (Rs.) Numbers of workers
2050 - 2550 5
2550 - 3050 10
3050 - 3550 k
3550 - 4050 8
4050 - 4550 2
4550 - 5050 10

The table contains an unknown frequency represented by 'k'. To find the median, we first need the total number of observations (N) and the cumulative frequency. The cumulative frequency is the running total of frequencies. Let's add a cumulative frequency column.

Weekly wages (Rs.) Frequency (f) Cumulative Frequency (CF)
2050 - 2550 5 5
2550 - 3050 10 5 + 10 = 15
3050 - 3550 k 15 + k
3550 - 4050 8 15 + k + 8 = 23 + k
4050 - 4550 2 23 + k + 2 = 25 + k
4550 - 5050 10 25 + k + 10 = 35 + k

The total number of workers, N, is the sum of all frequencies, which is \(35 + k\). The median corresponds to the value that lies at the \((\frac{N}{2})^{\text{th}}\) position. The median class is the class interval where the cumulative frequency is greater than or equal to \(\frac{N}{2}\) for the first time.

The formula for calculating the median of a grouped frequency distribution is:

\text{Median} = L + \left(\frac{\frac{N}{2} - CF}{f}\right) \times h

Where:

  • L is the lower boundary of the median class.
  • N is the total frequency.
  • CF is the cumulative frequency of the class preceding the median class.
  • f is the frequency of the median class.
  • h is the class width of the median class.

Finding the Value of k and the Median Class

Since the options for the median are around Rs. 3,300 to Rs. 3,500, the median value likely falls within the class interval 3050 - 3550. If this is the median class:

  • L = 3050
  • f = k
  • CF (of the preceding class) = 15
  • h = \(3550 - 3050 = 500\)
  • \(N = 35 + k\)

The position \(\frac{N}{2}\) must lie within the cumulative frequency of this class (15 + k) and be greater than the cumulative frequency of the previous class (15).

Using the median formula and the provided answer options (specifically Rs. 3,383 which is the correct answer), we can infer the value of k. Let's assume the median is approximately 3383:

\(3383 \approx 3050 + \left(\frac{\frac{35+k}{2} - 15}{k}\right) \times 500\)

\(3383 - 3050 \approx \left(\frac{\frac{35+k}{2} - 15}{k}\right) \times 500\)

\(333 \approx \left(\frac{\frac{35+k-30}{2}}{k}\right) \times 500\)

\(333 \approx \left(\frac{\frac{5+k}{2}}{k}\right) \times 500\)

\(333 \approx \left(\frac{5+k}{2k}\right) \times 500\)

\(\frac{333}{500} \approx \frac{5+k}{2k}\)

\(0.666 \approx \frac{5+k}{2k}\)

\(0.666 \times 2k \approx 5+k\)

\(1.332k \approx 5+k\)

\(1.332k - k \approx 5\)

\(0.332k \approx 5\)

\(k \approx \frac{5}{0.332} \approx 15.06\)

Since frequency must be a whole number, k is most likely 15.

Calculating the Median with k = 15

Let's recalculate using k = 15.

Total frequency \(N = 35 + 15 = 50\).

\(\frac{N}{2} = \frac{50}{2} = 25\).

Now let's find the cumulative frequencies again with k=15:

  • 2050 - 2550: 5
  • 2550 - 3050: 15
  • 3050 - 3550: \(15 + 15 = 30\)
  • 3550 - 4050: \(30 + 8 = 38\)
  • ... and so on

The value 25 falls in the class 3050 - 3550, as its cumulative frequency (30) is the first one greater than 25. So, the median class is indeed 3050 - 3550.

Using the median formula:

  • L = 3050
  • \(N/2 = 25\)
  • CF = 15 (cumulative frequency before the median class)
  • f = 15 (frequency of the median class)
  • h = 500

\text{Median} = 3050 + \left(\frac{25 - 15}{15}\right) \times 500

\text{Median} = 3050 + \left(\frac{10}{15}\right) \times 500

\text{Median} = 3050 + \left(\frac{2}{3}\right) \times 500

\text{Median} = 3050 + \frac{1000}{3}

\text{Median} \approx 3050 + 333.33

\text{Median} \approx 3383.33

This value, approximately Rs. 3,383, closely matches one of the given options.

Revision Table: Key Terms for Median Calculation

Term Description
Median The middle value in an ordered dataset. Divides the data into two equal halves.
Grouped Frequency Distribution Data presented in class intervals with corresponding frequencies.
Cumulative Frequency The sum of frequencies up to a particular class interval.
Median Class The class interval where the median lies. Identified by finding the class where N/2 falls in the cumulative frequency.
Lower Limit (L) The lower boundary of the median class.
Frequency (f) The frequency of the median class.
Class Width (h) The difference between the upper and lower boundary of a class interval.

Additional Information: Measures of Central Tendency

The median is one of the main measures of central tendency used to describe the center of a dataset. Other important measures include the Mean and the Mode.

  • Mean: The average of all values in the dataset. Calculated by summing all values and dividing by the total number of values. For grouped data, an approximate mean can be calculated using class midpoints.
  • Mode: The value that appears most frequently in the dataset. For grouped data, the mode lies in the class with the highest frequency (modal class), and its approximate value can be calculated using a formula.
  • Comparison: The mean is affected by extreme values, while the median is not, making the median a better measure of central tendency for skewed distributions. The mode represents the most common value or class. Choosing the appropriate measure depends on the nature of the data and the goal of the analysis.
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Similar Questions

  1. If average weekly wages earned by a worker is Rs. 3,520, then what is the value of k?

  2. Which one of the following measures of central tendency will be used to determine the average size of the shoe sold in the shop?

  3. Which one of the following pairs is correctly matched?

  4. If the mean of a set of 7 observations is 10 and the mean of a set of 3 observations is 5, then what is the combined mean?

  5. The average weekly wages of male employees in a company is ₹4,200 and that of females is ₹3,200. If the average weekly wage of all employees is ₹4,000, what is the ratio of male to female employees?

  6. Consider the observations x, x + 4, 30, 33, 74, 78, 49, 52, 98, 85. If the median of the data is 67, then what is the value of x?

  7. A cyclist pedals from her house to her office at a speed of 3 kmph and back from the office to her house at 6 kmph. What is the average speed?

  8. If the heights (in cm) of 9 students of a class are 150, 165, 145, 149, 150, 147, 152, 144 and 148, then what is the algebraic sum of the heights measured from their arithmetic mean?

  9. Consider the following grouped data :

    ClassFrequency
    0 – 104
    10 – 208
    20 – 3015
    30 – 4010
    40 – 503

    What is the mode of the above distribution?

  10. Consider the following incomplete frequency distribution with a total frequency of 100:

    ClassFrequency
    0-1010
    10-20x
    20-3020
    30-40y

    If the mean of the frequency distribution is 25, then what are the missing frequencies?


Important Questions from Measures of Central Tendency

  1. A random sample of 20 people is classified in the following table according to their ages:

    Age

    Frequency

    15 – 25

    2

    25 – 35

    4

    35 – 45

    6

    45 – 55

    5

    55 - 65

    3

    What is the mean age of this group of people?

  2. The median of the following observations 46, 64, 87, 41, 58, 77, 35, 90, 55, 92, 33 is 58. If 92 is replaced by 99 and 41 by 43 in the above data. The new median is:

  3. If the difference of mode and median is 36, then the difference of median and mean is:

  4. In a Mathematics test 15 students scored 80 marks, 20 students scored 75 marks, 28 students scored 65 marks and 25 students scored 60 marks, mode of the score is:

  5. If the mode of the scores 10, 12, 13, 15, 15, 13, 12, 10, x is 15, then what is the value of x?

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