Mean absolute deviation (MAD)
The mean absolute deviation is the average distance between the data values and the mean, using absolute values instead of squares.
The mean absolute deviation answers one plain question: on average, how far does a value sit from the mean? You take each deviation, drop its sign, and average the results, which gives , where (x-bar) is the mean and is the number of values. For the data 2, 4, 6, 8 the mean is 5, the absolute deviations are 3, 1, 1, and 3, and the MAD is . It reports spread in the original units the way the standard deviation does, but without squaring and then taking a square root.
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