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Data Lab # 2 Descriptive Statistics May 28, 2008. Ivan Katchanovski , Ph.D. POL 242Y-Y. Measures of Central Tendency: The Mode. The mode is the only measure of central tendency for nominal variables The mode can also be found for ordinal and interval-ratio variables
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Data Lab # 2Descriptive StatisticsMay 28, 2008 Ivan Katchanovski, Ph.D. POL 242Y-Y
Measures of Central Tendency: The Mode • The mode is the only measure of central tendency for nominal variables • The mode can also be found for ordinal and interval-ratio variables • Example: select a nominal variable • colony (World dataset) • SPSS Command: • Analyze-Descriptive Statistics-Frequencies-Statistics-Mode • Identify the mode by a value in statistics box • Identify the mode by a value with the highest frequency • Identify the mode by a value with the highest percentage in “valid percent” column
Measures of Central Tendency: The Median • The median is appropriate for ordinal and interval-ratio variables • The median is not appropriate for nominal variables • Example: Select an ordinal variable • Economic development (World dataset) • SPSS Command: • Analyze-Descriptive Statistics-Frequencies-Median • Identify the median by a value in statistics box • Identify the median by a value below which 50% of cases lie in “cumulative percent” column
Measures of Central Tendency: The Mean • The mean is only appropriate for interval-ratio variables • Example: Select interval ratio variable • GDP per capita $1000 (World dataset) • SPSS Command: • Analyze-Descriptive Statistics-Frequencies-Statistics-Mean • Identify the mean by a value in statistics box
Graphic Description of Variables: Bar Chart • Bar chart • Most appropriate for nominal and ordinal variables • Shows dispersion of a variable • Example: select a nominal variable • colony (World dataset) • SPSS Commands: • Analyze-Descriptive Statistics-Frequencies-Charts-Bar charts-Percentages • Open Chart Editor: Select chart-Edit-SPSS Chart Object-Open • In Chart Editor: Options-Title • In Chart Editor: Elements-Show Data Labels
Graphic Description of Variables: Pie Chart • Pie chart • Most appropriate for nominal and ordinal variables with small number of values (categories) • Example: select an ordinal variable • economic development (World dataset) • SPSS Commands: • Analyze-Descriptive Statistics-Frequencies-Charts-Pie charts-Percentages • Open Chart Editor: Select chart-Edit-SPSS Chart Object-Open • In Chart Editor: Options-Title • In Chart Editor: Elements-Show Data Labels
Graphic Description of Variables: Histogram • Histogram • Most appropriate for interval-ratio variables with large number of values • Shows dispersion of a variable • Example: select an interval-ratio variable • GDP per capita $1000 (World dataset) • SPSS Commands: • Analyze-Descriptive Statistics-Frequencies-Charts-Histograms • Open Chart Editor: Select chart-Edit-SPSS Chart Object-Open • In Chart Editor: Options-Title • In Chart Editor: Elements-Show Data Labels
Skewness of Distributions • Skewness of distributions • Appropriate for interval-ratio variables • Example: select an interval-ratio variable • GDP per capita $1000 (World dataset) • SPSS Commands: • Analyze-Descriptive Statistics-Frequencies-Statistics-Skewness/Mean/Median • Unskewed distribution if skewness statistics=0 or mean=median • Positively skewed distribution if skewness statistics>0 or mean>median • Negatively skewed distribution if skewness statistics<0 or mean<median
Helpful SPSS Options • SPSS option for displaying variable labels instead of variable names • Open the 2000 World Values Survey Dataset • Edit-Options-General-Display labels • SPSS option for selecting cases • Example: selecting Canadian respondents from the World Values Survey dataset • Identify value for Canada (12) in “nation” variable (v2) • Data-Select cases-If: v2=12
Dependent and independent variables • Describing dependent and independent variables • The 2000 World Values Survey • Questionnaires • Country specific questionnaires online at http://www.worldvaluessurvey.org/ • “Documentation of the Values Surveys” & “1999-2004 wave” • Select Canadian questionnaire and Canadian sample of the 2000 World Values Survey dataset • Identify dependent variable • Identify independent variable • Produce appropriate descriptive statistics and charts