Question

In: Statistics and Probability

Which histogram depicts a higher standard? deviation? 0 2 4 6 8 10 Frequency 40 44...

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.

Solutions

Expert Solution

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


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