G Flashcards

calculate and interpret 1) a range and a mean absolute deviation and 2) the variance and standard deviation of a population and of a sample; (dispersion measures: The variability around the central tendency; addresses risk)

1
Q

Range

A

The difference between the maximum values and minimum values in a data set

Calc: Range = Max Value - Min Value

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2
Q

Mean Absolute Deviation

A

Calc: Return - Arithmetic Return + … / N

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3
Q

Most common measures of dispersion (absolute dispersion: “the amount of variability present without comparison to any reference point or benchmark.”)

A

Range: Max Value - Min Value INtep: A larger range of return implies more risk

MAD - “The mean absolute deviation uses all of the observations in the sample and is thus superior to the range as a measure of dispersion” Addresses the issue that the SD of the mean always equals 0 (because the -N’s cancel each other out). Disadv. Difficult to manipulate mathematically (variance is better for this). Interp: A hhigher MAD implies more risk

Variance (population)

Standard Deviation (population)

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4
Q

Population Variance (must know ev. member of a population aka need knowledge of pop. mean Mu)((parameter of a distribution, risk measure)

A

“Variance is defined as the average of the squared deviations around the mean.

“the population variance is the arithmetic average of the squared deviations around the mean.”
adv: “variance takes care of the problem of negative deviations from the mean canceling out positive deviations by the operation of squar- ing those deviations”

Measured in squared units - also, it’s the SD^2

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5
Q

Standard Deviation (parameter of a distribution, risk measure)

A

Standard deviation is the positive square root of the variance.”

SD is useful to return variance to original units (since variance is measured in ^2’ed units): Expressed in the same unit of measurement as the observations

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6
Q

Sample Variance

A

The statistic that measures the dispersion in a sample

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7
Q

Sample Standard Deviation

A

calc

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8
Q

“The mean absolute deviation will always be less than or equal to the standard deviation because the standard deviation gives more weight to large deviations than to small ones…

A

(remember, the deviations are squared).”

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