Question:

From the data given below state which group is more variable, A or B?

Marks10-2020-3030-4040-5050-6060-7070-80
Group A917323340109
Group B 11020302543157

 

Updated On: Oct 20, 2023
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Solution and Explanation

MarksGroup A \(f_i\)\(mid-point\,x_i\)\(y_i=\frac{x_i-45}{10}\)\(f_i^2\)\(f_iy_i\)\(f_iy_1^2\)
10-2091539-2781
20-30172524-3468
30-40323511-3232
40-5033450000
50-604055114040
60-701065242040
70-80975392781
 150   6342

Here, h = 10, N = 150, A = 45

Mean, \(=A\frac{\sum_{i=1}^7f_ix_i}{n}×h=45+\frac{-6×10}{150}=45-0.4-44.6\) 

Variance (σ2) = \(\frac{h^2}{N^2}(N\sum_{i=1}^7f_iy_i^2-(\sum_{i=1}^7f_iy_i)^2)\)

\(=\frac{100}{22500}(150×342-(6)^2)\)

\(\frac{1}{225}(51264)\)

\(=227.84\)

\(∴\,Standard\,deviation\.(σ) =√2227.84=15.09\)

The standard deviation of group B is calculated as follows.

MarksGroup B \(f_i\)\(mid-point\,x_i\)\(y_i=\frac{x_i-45}{10}\)\(f_i^2\)\(f_iy_i\)\(f_iy_1^2\)
10-201015-39-3090
20-302025-24-4080
30-403035-11-3030
40-5025450000
50-604355114343
60-701565243060
70-80775392163
 150   6366

Mean=\(=A\frac{\sum_{i=1}^7f_ix_i}{n}×h=45+\frac{-6×10}{150}=45-0.4-44.6\)

Variance (σ2)= \(\frac{h^2}{N^2}[N\sum_{i=1}^7f_iy_i^2-(\sum_{i=1}^7f_iy_i)^2]\)

\(=\frac{100}{22500}(150×366-(6)^2)\)

\(=\frac{1}{225}[54864]=243.84\)

\(∴\,Standard\,deviation\.(σ_2) =√243.84=15.61\)

Since the mean of both the groups is same, the group with greater standard deviation will be more variable. 

Thus, group B has more variability in the marks.

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Concepts Used:

Frequency Distribution

A frequency distribution is a graphical or tabular representation, that exhibits the number of observations within a given interval. The interval size entirely depends on the data being analyzed and the goals of the analyst. The intervals must be collectively exclusive and exhaustive.

Visual Representation of a Frequency Distribution:

Both bar charts and histograms provide a visual display using columns, with the y-axis representing the frequency count, and the x-axis representing the variables to be measured. In the height of children, for instance, the y-axis is the number of children, and the x-axis is the height. The columns represent the number of children noticed with heights measured in each interval.

Types of Frequency Distribution:

The types of the frequency distribution are as follows:

  1. Grouped frequency distribution
  2. Ungrouped frequency distribution
  3. Cumulative frequency distribution
  4. Relative frequency distribution
  5. Relative cumulative frequency distribution