In: Statistics and Probability
Which histogram depicts a higher standard? deviation? 0 2 4 6 8 10 Frequency 40 44 48 52 56 60 A histogram has a horizontal axis labeled from 40 to 60 in increments of 4 and a vertical axis labeled “Frequency” from 0 to 10 in increments of 1. Ten vertical bars of class width 2 extend from the horizontal axis and have heights as follows: 40 to 42, 1; 42 to 44, 2; 44 to 46, 5; 46 to 48, 6; 48 to 50, 8; 50 to 52, 8; 52 to 54, 6; 54 to 56, 7; 56 to 58, 3; 58 to 60, 2. 0 2 4 6 8 10 Frequency 30 40 50 60 70 A histogram has a horizontal axis labeled from 30 to 70 plus in increments of 10 and a vertical axis labeled “Frequency” from 0 to 10 in increments of 1. Nine vertical bars of class width 5 extend from the horizontal axis and have heights as follows: 30 to 35, 2; 35 to 40, 2; 40 to 45, 2; 45 to 50, 6; 50 to 55, 9; 55 to 60, 7; 60 to 65, 5; 65 to 70, 4; 70 to 72, 3. ?(a) ?(b) Choose the correct answer below. A. Histogram a depicts the higher standard? deviation, because the bars are higher than the average bar in b. B. Histogram a depicts the higher standard? deviation, because the distribution has more dispersion. C. Histogram b depicts the higher standard? deviation, because the distribution has more dispersion. D. Histogram b depicts the higher standard? deviation, since it is more bell shaped.
The standard devaition of the data values can understand as spread of the data points. Hence larger the dispersion larger will be the standard deviation.
The standard deviation for histogram a is calculated as follow,
Step 1: The data value for histogram a is,
Bin | Frequency |
42 | 1 |
44 | 2 |
46 | 5 |
48 | 6 |
50 | 8 |
52 | 8 |
54 | 6 |
56 | 7 |
58 | 3 |
60 | 2 |
Step 2: The mean is defined as,
Where N is the total number of data points and summation X is calculated by summing the multiplication of the class and frequency,
Class | Frequency | Class*Frequency |
42 | 1 | 42 |
44 | 2 | 88 |
46 | 5 | 230 |
48 | 6 | 288 |
50 | 8 | 400 |
52 | 8 | 416 |
54 | 6 | 324 |
56 | 7 | 392 |
58 | 3 | 174 |
60 | 2 | 120 |
Sum | 48 | 2474 |
Now the mean is,
Step 3, The standard deviation calculated by,
Class | Frequency | Class*Frequency | |
42 | 1 | 42 | 91.04347 |
44 | 2 | 88 | 113.7536 |
46 | 5 | 230 | 153.5505 |
48 | 6 | 288 | 75.26056 |
50 | 8 | 400 | 19.01397 |
52 | 8 | 416 | 1.680531 |
54 | 6 | 324 | 36.26032 |
56 | 7 | 392 | 139.1369 |
58 | 3 | 174 | 125.1301 |
60 | 2 | 120 | 143.0867 |
48 | 2474 | 897.9167 |
Similarly the standard deviation for histogram b is obtained,
Class | Frequency | Class*Frequency | |
35 | 2 | 70 | 959.22 |
40 | 2 | 80 | 571.22 |
45 | 2 | 90 | 283.22 |
50 | 6 | 300 | 285.66 |
55 | 9 | 495 | 32.49 |
60 | 7 | 420 | 67.27 |
65 | 5 | 325 | 328.05 |
70 | 4 | 280 | 686.44 |
72 | 3 | 216 | 684.03 |
Sum | 40 | 2276 | 3897.6 |
Hence option C. Histogram b depicts the higher standard deviation, because the distribution has more dispersion. is correct