WEEK 4: MEASURES OF CENTRAL TENDENCY

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23 Terms

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This refers to the center of the distribution of observations

Measures of Central Tendency

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What are the 3 common measures of central tendency?

  1. Mean

  2. Median

  3. Mode

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Population Mean

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Sample Mean

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Mean is also known as?

Average

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  • This is sensitive to extreme observations

  • Involves all observations in its computation

  • Any change in the observation will change the mean value 

  • Quantitative 

  • The sum should always be zero because it is the point of balance

Mean

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  • This is the middle most value in a set of observations put in an array

  • Not influenced by outliers

  • Always exists and unique

  • Can be used for qualitative and quantitative  

Median

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Median

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TRUE OR FALSE:

If the median is odd, we pick the middle most observation 

TRUE 

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TRUE OR FALSE:

If the median is even, get the mean of the 2 middlemost observations 

TRUE 

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  • Most frequently occurring value in a set of observation

  • An observation can have none of this, unimodal, bimodal, or multimodal 

  • No calculations are needed

  • Determined for any type of variable 

Mode

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What are the 3 common measures of dispersion?

  1. Range

  2. Variance

  3. Standard Deviation 

  4. Coefficient Variation 

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  • Gives information as a tendency of values to clump together tools describing the variability of the observations 

  • Can be homogeneous or heterogeneous 

  • For qualitative variables only 

Measures of Dispersion

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  • Simplest measure of location

  • Does not tell anything about the observation between these two extreme observations 

  • May be used for quantitative variables 

Range

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Range

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Variance

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  • This is the measure of variability that takes the mean as the reference point

  • Involves all observations

  • Hard to interpret 

  • Unit squared of the original set of observations after subtracting it to the mean 

Variance

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  • This expresses the SD as percentage of mean

  • Most appropriate when the measurement of variables are different and there are 2 or more variables 

Coefficient Variation

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Coefficient Variation 

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HOMOGENOUS OR HETEROGENOUS:

When the measure of dispersion is low or small 

HOMOGENEOUS 

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HOMOGENOUS OR HETEROGENOUS:

When the measure of dispersion is high or large

HETEROGENOUS

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  • Determines the location/position of particular value in an array of distribution 

  • Provide more details about a part of the entire distribution of observations in a give data 

  • Use for quali and quanti 

Measures of Location

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What are the most common measures of location?

  1. Quartiles

  2. Deciles

  3. Percentiles