Measures of Central Tendency - SS2 Mathematics Lesson Note
Measures of central tendency are statistical measures that evaluate broad trends across a data from its middle portion. The three main measures of central tendency include: mean, median and mode.
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The mean (arithmetic mean) is sum of a group of numbers divided by the number of items in the group. Where each is a data item and f its frequency, the mean is calculated as \(\overline{X} = \frac{\sum_{}^{}{Xf}}{\sum_{}^{}f}\)
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The median is the middle data item in a set when arranged either in ascending or descending order. For discrete quantities, the median is calculated as \(\frac{n + 1}{2},\ where\ n\ is\ the\ total\ number\ of\ items\ in\ the\ group\ or\ \sum_{}^{}f\). For grouped data, the median is \(l_{m} + (\frac{\frac{\sum_{}^{}f}{2} - {cf}_{cb}}{f_{m}})c\), where \(l_{m}\) is the lower class boundary of the median class, \(\sum_{}^{}f\) is the summation of the frequencies, \({cf}_{cb}\) is the cumulative frequency before the median class, \(f_{m}\) is the frequency of the median class and \(c\) is the class width
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The mode is the item that appears most frequently in the group, that is, the item with the highest frequency.
Example: In the data below, what is the mean, median and mode of the data?
\[\mathbf{Scores\ in\ a\ physics\ test\ (out\ of\ a\ 100}\mathbf{)}\] | \[\mathbf{Number\ of\ students\ (}\mathbf{f}\mathbf{)}\] |
---|---|
\[100\ –\ 81\] | \[67\] |
\[80\ –\ 61\] | \[34\] |
\[60\ –\ 41\] | \[56\] |
\[40\ –\ 21\] | \[12\] |
Solution
\[Scores\] | \[f\] |
\[Cumulative\] \(Frequency\) |
\[class\ mark\ (average\ of\ the\ class\ limits)\ X\] | \[Xf\] |
---|---|---|---|---|
\[100\ –\ 81\] | \[67\] | \[67\] | \[90.5\] | \[\ = PRODUCT(LEFT)\ 6063.5\] |
\[80\ –\ 61\] | \[34\] | \[67 + 34 = 101\] | \[70.5\] | \[\ = PRODUCT(LEFT)\ 2397.0\] |
\[60\ –\ 41\] | \[56\] | \[101 + 56 = 157\] | \[50.5\] | \[\ = PRODUCT(LEFT)\ 2828.0\] |
\[40\ –\ 21\] | \[12\] | \[157 + 12 = 169\] | \[30.5\] | \[\ = PRODUCT(LEFT)\ 366.0\] |
\[\sum_{}^{}f = \ = SUM(ABOVE)\ 169\] | \[\sum_{}^{}{Xf} = \ = SUM(ABOVE)\ 11654.5\] |
Note, Cumulative frequency is the sum of successive frequencies
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\(Mean,\ \overline{X} = \frac{\sum_{}^{}{Xf}}{\sum_{}^{}f} = \ \frac{\ = SUM(ABOVE)\ 11654.5}{169} \approx 69\)
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\(\frac{n + 1}{2} = \ \frac{169 + 1}{2} = \frac{170}{2} = 85\)
This means the median is 85th item in the second class (\(80 - 61\)) [check the cumulative frequency], so we take the calculate the median for this grouped data as \(l_{m} + {(\frac{\frac{\sum_{}^{}f}{2} - {cf}_{cb}}{f_{m}})}^{c}\)
\[l_{m} = 60.5\]
\[\sum_{}^{}f = \ 169\]
\[{cf}_{cb}\ = 67\]
\[f_{m} = 34\]
\[c = 20\]
\[median = l_{m} + (\frac{\frac{\sum_{}^{}f}{2} - {cf}_{cb}}{f_{m}})c\]
\[= 60.5 + \left( \frac{\frac{169}{2} - 67}{34} \right) \times 20 = \ 70.8\]
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The mode is the class with the highest frequency, \(100 - 81\) with frequency of \(67\)