In: Statistics and Probability
A professor of History is teaching a section of 100 students. Her first exam’s grade distribution is as follows. Calculate the standard deviation for this grouped data.
Exam grades |
Frequency |
45 to < 50 |
1 |
50 to < 55 |
2 |
55 to < 60 |
6 |
60 to < 65 |
19 |
65 to < 70 |
12 |
70 to < 75 |
22 |
75 to < 80 |
12 |
80 to < 85 |
13 |
85 to < 90 |
11 |
90 to < 95 |
0 |
95 to < 100 |
2 |
Solution
Back-up Theory
Let
xi be the mid-point (class mark) of the ith class interval and fi be the corresponding class frequency, i = 1 to k, k being the number of classes.
Then,
Mean (Average), µ, = {Σ(i = 1, k)(xi.fi)}/{Σ(i = 1, k)(fi)} ..…………………………. (1)
Variance, σ2 = [Σ(i = 1, k){fi.(xi – µ)2}]/{Σ(i = 1, k)(fi)} .........................................(2a)
or equivalently
[{Σ(i = 1, k){fi.(xi)2}/{Σ(i = 1, k)(fi)}] – µ2 …………………....…………………….. (2b)
Standard deviation (SD), σ = sqrt(Variance) …………………..........………….. (3)
Now, to work out the solution,
Final answer is given below. Details of Calculations follow at the end.
Standard deviation = 10.15 Answer
Details of Calculations
Class Number(i) |
Class Limits |
Frequency (fi) |
Class Mark(xi) |
fi.xi |
fi.xi2 |
1 |
45 to < 50 |
1 |
47.5 |
47.5 |
2256.25 |
2 |
50 to < 55 |
2 |
52.5 |
105.0 |
5512.50 |
3 |
55 to < 60 |
6 |
57.5 |
345.0 |
19837.50 |
4 |
60 to < 65 |
19 |
62.5 |
1187.5 |
74218.75 |
5 |
65 to < 70 |
12 |
67.5 |
810.0 |
54675.00 |
6 |
70 to < 75 |
22 |
72.5 |
1595.0 |
115637.50 |
7 |
75 to < 80 |
12 |
77.5 |
930.0 |
72075.00 |
8 |
80 to < 85 |
13 |
82.5 |
1072.5 |
88481.25 |
9 |
85 to < 90 |
11 |
87.5 |
962.5 |
84218.75 |
10 |
90 to < 95 |
0 |
92.5 |
0.0 |
0.00 |
11 |
95 to < 100 |
2 |
97.5 |
195.0 |
19012.50 |
Total |
100 |
7250.0 |
535925.00 |
Mean = 7250/100 = 72.5 |
Vide (1) of Back-up Theory |
Variance = (5359.25) – 72.52= 103 |
Vide (2b) of Back-up Theory |
Standard Deviation = √103 = 10.15 |
Vide (3) of Back-up Theory |
DONE