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Exercises · Q14

Q.Which of the following measures of central tendency is most affected by extreme (outlier) values in a dataset?

(a) Arithmetic Mean
(b) Median
(c) Mode
(d) Geometric Mean
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Correct option: (a) Arithmetic Mean.

The arithmetic mean is calculated as xˉ=Σx/n\bar{x} = \Sigma x / n — every single observation, including any unusually large or small one, enters directly into the sum, so one extreme value can shift the mean substantially, especially in a small dataset.

Illustration. Consider the data 2, 3, 4, 5, 100 (n = 5):

  • Arithmetic Mean =(2+3+4+5+100)/5=114/5=22.8= (2+3+4+5+100)/5 = 114/5 = 22.8 — badly distorted upward by the single value 100, and not representative of the other four figures at all.
  • Median (middle value when arranged as 2, 3, 4, 5, 100) =4= 4 — completely unaffected by how large the value 100 happens to be, only by the fact that it is the largest.

Why the other options are wrong:

  • (b) Median — depends only on the position of values once sorted, not their magnitude; an extreme value simply stays at one end of the sorted list without pulling the middle value toward it.
  • (c) Mode — depends only on which value has the highest frequency; a single extreme value, typically occurring only once, has essentially no effect on which value is most frequent. …

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