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Descriptive statistics

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... on whether or not data have one ('unimodal') or more ('multimodal') modes. Symmetric and Unimodal. Symmetric and Unimodal. Descriptive Statistics ... – PowerPoint PPT presentation

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Title: Descriptive statistics


1
Descriptive statistics
  • Describing data with numbers
  • measures of location

2
What to describe?
  • What is the location or center of the data?
  • How do the data vary?

3
Measures of Location
  • Mean
  • Median
  • Mode

4
Mean
  • Denoted by x-bar ( )
  • Seriously affected by unusual values
    (outliers).
  • Appropriate for measurement data and
    equally-spaced ordinal data.

5
Median
  • Robust to outliers, that is, not affected much
    by unusual values.
  • Appropriate for measurement data and ordinal data.

6
Mode
  • The value that occurs most frequently.
  • One data set can have many modes.
  • Appropriate for all types of data.

7
The most appropriate measure of location depends
on
the shape of the datas distribution.
8
Most appropriate measure of location
  • Depends on whether or not data are symmetric or
    skewed.
  • Depends on whether or not data have one
    (unimodal) or more (multimodal) modes.

9
Symmetric and Unimodal
10
Symmetric and Unimodal
Descriptive Statistics Variable N Mean
Median TrMean StDev SE Mean GPA 92
3.0698 3.1200 3.0766 0.4851 0.0506 Variable
Minimum Maximum Q1 Q3 GPA
2.0200 3.9800 2.6725 3.4675
11
Symmetric and Bimodal
12
Symmetric and Bimodal
13
Symmetric and Bimodal
Descriptive Statistics Variable N Mean
Median TrMean StDev SE Mean Height 64
68.614 69.000 68.634 3.802 0.475 Variable
Minimum Maximum Q1 Q3 Height 61.000
76.000 65.125 72.000
14
Skewed Right
15
Skewed Right
Descriptive Statistics Variable N Mean
Median TrMean StDev SE Mean q39 92
61.04 46.50 52.93 62.90 6.56 Variable
Minimum Maximum Q1 Q3 q39
0.00 400.00 21.50 83.00
16
Choosing Appropriate Measure of Location
  • If data are symmetric, the mean, median, and mode
    will be approximately the same.
  • If data are multimodal, report the mean, median
    and/or mode for each subgroup.
  • If data are skewed, report the median.
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