Question

In: Statistics and Probability

Identify the central tendency you feel is the most representative of the data and justify your...

Identify the central tendency you feel is the most representative of the data and justify your answer. The total mean =54.97    The total median is 55 and the total Mode is 29

California 39 41 49 55 58 59 59 60 69 71 76 77 78 80 81 82 83 88 89 93 69.35 73.5 59
Conneticut 20 20 29 39 40 50 53 56 56 58 59 60 60 62 66 69 70 71 77 81 54.8 58.5 20
Delaware 10 22 30 35 35 40 41 42 42 55 62 63 68 68 68 70 70 77 88 89 53.75 58.5 68
New York 20 29 29 30 33 39 49 51 52 55 55 55 59 65 68 70 78 84 88 88 54.85 55 55
North Carolina 22 27 27 29 29 29 37 40 43 44 46 48 48 48 50 50 52 54 58 61 42.1 45 29

Solutions

Expert Solution

Here clearly we can see that the total mean and total median is same (approx 55) while the mode is 29. We know when mode is less than mean and median , we said the data are positively skewed that is the data is not symmetrical. The tail is towards the right side and cluster of data lies in left side. This goes the scenario of right skewed data which is actually over here.

Now coming to the selection of best suitable measures of central tendency over here. We know mode is used to measure nominal data. While median is used to measure ordinal data and skewed data. And mean is best suited when data are symmetrical.

So we can now say that here median is the best representation of the data as the measure of central tendency. It is because median is less affected by outliers or skewed data that is data present at extremes as compared to mean when the data is not symmetrical. Mean gets affected with addition or subtraction of any value in a dataset but median is not gets so much affected for that. Hence for skewed (like here) data,median is more suitable than mean.

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