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Central Tendency

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Distributions of numbers can be summarized with numbers (called statistics or parameters). ... Why is it misleading to say that the average person has 1.2 brothers? – PowerPoint PPT presentation

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Title: Central Tendency


1
Central Tendency
2
Variables have distributions
  • A variable is something that changes or has
    different values (e.g., anger).
  • A distribution is a collection of measures,
    usually across people.
  • Distributions of numbers can be summarized with
    numbers (called statistics or parameters).

3
Central Tendency refers to the Middle of the
Distribution
4
Middle of the Distribution
(Common Statistics)
  • Mode
  • Most common score
  • Median
  • Top from bottom 50 percent
  • Mean
  • Arithmetic mean or average

5
Mode
  • The most frequently occurring score. Can have
    bimodal and multimodal distributions. Modal
    psychology student is female. Modal number of
    pubs from grad school is zero.

6
Median
  • Score that separates top 50 from bottom 50
  • Even number of scores, median is half way between
    two middle scores.
  • 1 2 3 4 5 6 7 8 Median is 4.5
  • Odd number of scores, median is the middle number
  • 1 2 3 4 5 6 7 Median is 4

7
Mean
  • Sum of scores divided by the number of people.
    Population mean is (mu) and sample mean is
    (X-bar).
  • We calculate the sample mean by
  • We calculate the population mean by

Raw score is X. N is number of people. Sigma
(Greek symbol like big E) is summation sign. Add
up scores and divide by the number of people.
8
Computation of Mean
X (scores) Sum 246 12
2 Mean 12 / 3 4
4
6

9
Deviations from the Mean
  • Deviation defined.
  • Deviations sum to zero.
  • Raw scores
  • Deviation scores

9
8 9 10
7 8 9 10 11
0
-1 0 1
-2 -1 0 1 2
10
Comparison of stats (1)
  • Mode
  • Good for nominal variables
  • Good if you need to know most frequent
    observation
  • Quick and easy

11
Comparison of stats (2)
  • Median
  • Good for bad (skewed) distributions
  • Good for distributions with arbitrary ceiling or
    floor
  • Often used with distributions of money

12
Comparison of stats (3)
  • Mean
  • Used for inference as well as description best
    estimator of the parameter
  • Based on all data in the distribution
  • Generally preferred except for bad
    distribution.
  • Most commonly used statistic for central
    tendency.

13
Effects of Distribution Shape
14
Review
  • What is central tendency?
  • Mode
  • Median
  • Mean

15
Computation
  • Consider the following scores 1, 2, 2, 3, 3, 3,
    4, 5
  • For the above set of scores, what is N?
  • Cannot be determined
  • 2
  • 3
  • 8

16
Computation
  • Consider the following scores 1, 2, 2, 3, 3, 3,
    4, 5
  • For the above set of scores, what is the
    percentage (relative frequency) of 2s?
  • 2
  • 10
  • 20
  • 25

17
Computation
  • Consider the following scores 1, 2, 2, 3, 3, 3,
    4, 5
  • For the above set of scores, what is the mode?
  • 2
  • 3
  • 4
  • 5

18
Discussion Questions
  • Name a variable where it would be better to find
    the median than the mean.
  • Why is it misleading to say that the average
    person has 1.2 brothers? Why might it be useful
    or helpful to say it anyway?
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