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Statistics · Ch 3 — Measures of Central Tendency

Median — Computation, Merits and Limitations

3

Median — Computation, Merits and Limitations

Median is the value of the middle-most observation when the data is arranged in ascending (or descending) order — it divides the distribution into two exactly equal halves, half the observations lying below it and half above it.

1. Individual series: first arrange the data in ascending order, then:

  • If nn is odd, Median = value of the (n+12)th\left(\dfrac{n+1}{2}\right)^{th} observation.
  • If nn is even, Median = average of the (n2)th\left(\dfrac{n}{2}\right)^{th} and (n2+1)th\left(\dfrac{n}{2}+1\right)^{th} observations.

2. Discrete series: construct a cumulative frequency (c.f.) column, locate N2\dfrac{N}{2}, and find the FIRST cumulative frequency that is greater than or equal to N2\dfrac{N}{2} — the xx value against that cumulative frequency is the median. (If NN is even and N2\dfrac{N}{2} itself exactly equals a cumulative frequency, the median is the average of that value and the very next value — the same even/odd logic as individual series, applied through the c.f. column.)

3. Continuous series: locate the median class — the class in which the cumulative frequency first reaches or exceeds N2\dfrac{N}{2} — then apply:

Median=L+(N2−cff)×h\text{Median} = L + \left(\frac{\frac{N}{2} - cf}{f}\right) \times h

where LL = lower limit of the median class, cfcf = cumulative frequency of the class PRECEDING the median class, ff = frequency of the median class, and hh = class width.

Merits of median:

  • Not affected by extreme values (outliers) — an ideal measure when a distribution has a few unusually large or small values (e.g. income data).
  • Can be computed for open-ended class intervals, since only the middle position matters.
  • Can be located graphically (as the point where the "less than" and "more than" ogives intersect).
  • Easy to understand — literally "the middle value."

Limitations of median: …

Definition 1Median

The value of the middle-most item in a data set arranged in ascending or descending order; it divides the distribution …

Definition 2Cumulative frequency (c.f.)

The running total of frequencies up to and including a given class or value, built up successively from the first …

Definition 3Median class

In a continuous series, the class interval in which the cumulative frequency first becomes equal to or …