Mean Absolute Deviation Math Example 4

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Example 4

hard
Data set A: {4,5,5,6}\{4, 5, 5, 6\} and Data set B: {1,5,5,9}\{1, 5, 5, 9\}. Both have mean 5. Calculate MAD for each and explain which has greater variability and why.

Solution

  1. 1
    Set A deviations: โˆฃ4โˆ’5โˆฃ=1,โˆฃ5โˆ’5โˆฃ=0,โˆฃ5โˆ’5โˆฃ=0,โˆฃ6โˆ’5โˆฃ=1|4-5|=1, |5-5|=0, |5-5|=0, |6-5|=1; MADA=2/4=0.5MAD_A = 2/4 = 0.5
  2. 2
    Set B deviations: โˆฃ1โˆ’5โˆฃ=4,โˆฃ5โˆ’5โˆฃ=0,โˆฃ5โˆ’5โˆฃ=0,โˆฃ9โˆ’5โˆฃ=4|1-5|=4, |5-5|=0, |5-5|=0, |9-5|=4; MADB=8/4=2MAD_B = 8/4 = 2
  3. 3
    Set B has 4ร— greater MAD (2 vs 0.5) despite same mean
  4. 4
    Interpretation: Set B has much greater spread โ€” values deviate further from the mean on average

Answer

MADA=0.5MAD_A = 0.5, MADB=2.0MAD_B = 2.0. Set B has 4ร— more variability despite the same mean.
Same mean but different MAD demonstrates that center and spread are independent properties. Set B's extreme values (1 and 9) create large absolute deviations. MAD clearly quantifies this difference while the identical means hide it.

About Mean Absolute Deviation

The average distance between each data value and the mean of the data set. Calculated by finding the mean, computing the absolute value of each deviation from the mean, and averaging those absolute deviations.

Learn more about Mean Absolute Deviation โ†’

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