Measures of Central Tendency CJ 526 Statistical Analysis in Criminal Justice
Introduction Central Tendency
Characteristics of a Measure of Central Tendency Single number that represents the entire set of data (average)
Alternate Names Also known as _____ value Average Typical Usual Representative Normal Expected
Three Measures of Central Tendency Mode Median Mean
The Mode Score or qualitative category that occurs with the greatest frequency Always used with nominal data, we find the most frequently occurring category
Mode Example of modal category: Sample of 25 married, 30 single, 22 divorced Married is the modal category Determined by inspection, not by computation, counting up the number of times a value occurs
Example of Finding the Mode Y: 1, 8, 12, 3, 8, 5, 6 Mode = 8 Can have more than one mode 1, 2, 2, 8, 10, 5, 5, 6 Mode = 2 and 5
The Median The point in a distribution that divides it into two equal halves
Symbolized by Md
Finding the Median Arrange the scores in ascending or descending numerical order
Finding the Median -- continued If there is an even number of scores, the median corresponds to a value halfway between the two middle scores
Example of Finding the Median Y: 1, 3, 5, 6, 8, 12 Median = 5.5
The Mean The sum of the scores divided by the number of scores
Formula for finding the Mean Symbolized by M or “X-bar”
Characteristics of the Mean The mean may not necessarily be an actual score in a distribution
Deviation Score Measure of how far away a given score is from the mean x = X - M
Example of Finding the Mean Sum = 35 N = 5 M = 7
Selecting a Measure of Central Tendency Choice depends on
Nature of the Variable Nominal -- Mode
Shape of the Distribution Symmetrical – Mean Not symmetrical—the median will be better Any time there are extreme scores the median will be better
Example Median income: if someone loses their job, an income of 0—this would pull the average down Median housing values: an unusually nice house or poor house would affect the average Better to use the median
Intended Use of Statistic Descriptive -- Mode, Median, or Mean
Central Tendency and the Shape of a Distribution Symmetrical Unimodal: Mo = Md = M