In: Statistics and Probability
Calculate the population mean and median based on the numerical values of Satisfaction Level, and then interpret those at the nominal level.
TABLE C6-2: Customer Satisfaction |
|||||
Customer Number |
Customer Name |
Satisfaction Level |
Level No. |
||
1 |
Anderson |
Very high |
4 |
||
7 |
Hetfield |
very high |
4 |
||
14 |
Luo |
very high |
4 |
||
15 |
Madras |
very high |
4 |
||
19 |
Nickens |
very high |
4 |
||
20 |
Poteau |
very high |
4 |
||
2 |
Angero |
high |
3 |
||
5 |
Chontos |
high |
3 |
||
9 |
Jamesson |
high |
3 |
||
11 |
Lehmann |
high |
3 |
||
12 |
Lee |
high |
3 |
||
22 |
Scully |
high |
3 |
||
23 |
Singh |
high |
3 |
||
24 |
Skinner |
high |
3 |
||
27 |
Vu'oto |
high |
3 |
||
29 |
Yap |
high |
3 |
||
3 |
Ball |
medium |
2 |
||
8 |
Iruja |
medium |
2 |
||
10 |
Kemp |
medium |
2 |
||
17 |
Mulder |
medium |
2 |
||
21 |
Sakomoto |
medium |
2 |
||
26 |
Tang |
medium |
2 |
||
28 |
Walker |
medium |
2 |
||
4 |
Bobak |
low |
1 |
||
13 |
Lewins |
low |
1 |
||
16 |
Morris |
low |
1 |
||
18 |
Ngozichi |
low |
1 |
||
25 |
Suzuki |
low |
1 |
||
6 |
Detley |
very low |
0 |
||
30 |
Zindermanelino |
very low |
0 |
||
Very High |
4 |
||||
High |
3 |
||||
Medium |
2 |
||||
Low |
1 |
||||
Very Low |
0 |
The mean (or average) is the most popular and well-known measure of central tendency. It can be used with both discrete and continuous data, although its use is most often with continuous data. The mean is equal to the sum of all the values in the data set divided by the number of values in the dataset.
The median is the middle score for a set of data that has been arranged in order of magnitude. The median is less affected by outliers and skewed data.
we have 30 data points so our median will sum of 15th and 16th value divided by 2
median = (3+3)/2 = 3
So from above two measures of central tendency, we have mean of 2 and median of 3.
So the satisfaction level has the mean value of medium and median of High. if we plot histogram of the levels we get
we can see our data is roughly normal and the data is skewed towards the right that is why we have different values of mean and median. Also in case of skewed data, we should consider median as the measure of central tendency.