Understanding Central Tendency Properties (Mean, Median and Mode) in Statistics
In Statistics, Measures of Central Tendency are numerical values that locate, in some sense, the centre of a set of data. The term average is often associated with all measures of central tendency.
Mean
- Measure of central tendency
- Most common measure
- Acts as ‘balance point’
- Affected by extreme values (‘outliers’)
- Formula (sample mean)
Raw Data: 10.3 4.9 8.9 11.7 6.3 7.7
X = ∑ x/n = x1 + x2 + x3 …..xn /n
Here in this case 10.3+ 4.9+ 8.9 + 11.7 +6.3 + 7.7/6 = 8.3
The mean is 8.3
Median
- Measure of central tendency
- Middle value in ordered sequence
- If n is odd, middle value of sequence
- If n is even, average of 2 middle values
- Position of median in sequence
Positioning Point = n+1/2
- Not affected by extreme values
Calculating Median from an Odd-sized example
- Raw Data: 24.1 22.6 21.5 23.7 22.6
- Ordered: 21.5 22.6 22.6 23.7 24.1
- Position: 1 2 3 4 5
Positioning Point = n+1/2 = 5+1/2 = 3
Median = 22.6
Median Example from an Even-Sized Sample
- Raw Data: 10.3 4.9 8.9 11.7 6.3 7.7
- Ordered: 4.9 6.3 7.7 8.9 10.3 11.7
- Position: 1 2 3 4 5 6
Positioning Point = n+1/2 = 6+1/2 = 3.5
Median = 7.7 + 8.9/2 = 8.3
Mode
- Measure of central tendency
- Value that occurs most often
- Not affected by extreme values
- May be no mode or several modes
- May be used for quantitative or qualitative data
- No Mode
Raw Data: 10.3 4.9 8.9 11.7 6.3 7.7- One Mode
Raw Data: 6.3 4.9 8.9 6.3 4.9 4.9 - More Than 1 Mode
Raw Data: 21 28 28 41 43 43
- One Mode
You’re a financial analyst for Prudential-Bache Securities. You have collected the following closing stock prices of new stock issues: 17, 16, 21, 18, 13, 16, 12, 11.
Describe the stock prices
in terms of central tendency.
Central Tendency Solution
Mean
X = ∑x/n = 17 + 16 + 21 + 18 + 13 + 16 + 12 + 11/8 = 15.5
Median
- Raw Data: 17 16 21 18 13 16 12 11
- Ordered: 11 12 13 16 16 17 18 21
- Position: 1 2 3 4 5 6 7 8
Positioning Point = n+1/2 = 8+1/2 = 4.5
Median = 16+16/2 = 16
Mode
Raw Data: 17, 16, 21, 18, 13, 16, 12, 11
Mode = 16
Central Tendency Measures | ||
Measure | Formula | Description |
Mean | ∑x/n | Balance Point |
Median | n+1/2 Position | Middle Value when ordered |
Mode | None | Most frequent |
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