In: Statistics and Probability
Consider a sample with data values of 27, 24, 22, 15, 31, 33, 28, and 24. Compute the range, interquartile range, variance, and standard deviation (Round to 2 decimals, if necessary).
Solution:
Lets sort the data from smallest to largest data
15, 22, 24, 24, 27, 28, 31, 33
Range of data can be calculated as
Range = Largest Data - Smallest data = (33-15) = 18
For Interquartile range we need to Calculate Quartile 1 and
Quartile 3 which can be calculated as
Quartile 1 = (n+1)/4 = (8+1)/4 = 2.25th value i.e. 22.5
Quartile 3 = 3*(n+1)/4 = 3*(8+1)/4 = 6.75th i.e. 30.25
Interquartile range can be calculated as
Interquartile range = (Quartile 3 - Quartile 1) = 30.25-22.5 =
7.75
Mean = (15+22+24+24+27+28+31+33)/8 = 204/8 = 25.5
Variance can be calculated as
Variance = Summation(Xi-mean)^2/(n-1)
X |
(Xi-mean) |
(Xi-mean)^2 |
27 |
1.5 |
2.25 |
24 |
-1.5 |
2.25 |
22 |
-3.5 |
12.25 |
15 |
-10.5 |
110.25 |
31 |
5.5 |
30.25 |
33 |
7.5 |
56.25 |
28 |
2.5 |
6.25 |
24 |
-1.5 |
2.25 |
Variance = (2.25+2.25+12.25+110.25+30.25+56.25+6.25+2.25)/7 =
222/7 = 31.71
Standard deviation = sqrt(Variance) = sqrt(31.71) = 5.63