data analysis basic
TRANSCRIPT
DESCRIPTIVE
STATISTICS
&
ASSUMPTIONS
Descriptive Statistics for 1 Variable
Qualitative Quantitative
ScaleNominal Ordinal
Descriptive Stats for Nominal Data
Summary Figure
Graphs Distribution
Mode
Dispersion
Shape
Centre
CoV
No
Bar Pie Frequency
Relative Frequency
Percentage
Descriptive Stats for Ordinal Data
Summary Figure
Graphs Distribution
MedianDispersio
n
Shape
Centre
Percentile
No
Bar Pie Frequency
Relative Frequency
Percentage
Descriptive Stats for Scale Data
Summary Figure
GraphsDistributio
n
Symmetric
Dispersion ShapeCentre
Standard Deviatio
n
Skewness
Histogram
1. Frequency2. Relative
Freq3. Percentag
e
Skewed Kurtosis
Mean MedianPlaty, Meso, Lepto
SymmetricSkewed (+, -)
Descriptive Statistics Through SPSS
Summary Figures
GraphsDistribution
Meth
ods
in
SPSS
Analysis (Descriptives)
Analysis (Frequency)
Analysis (Crosstabs)
Analysis (Tables)
Analysis (Tables)
Graph Buider
Analysis (Frequency)
Analysis (Crosstabs)
Split File & Analyze
Descriptive Statistics Through SPSS
Summary Figures
GraphsDistribution
Meth
ods
in
SPSS
Analysis (Descriptives)
Analysis (Frequency)
Analysis (Crosstabs)
Analysis (Tables)
Analysis (Tables)
Graph Buider
Analysis (Frequency)
Analysis (Crosstabs)
Split File & Analyze
Summary Figures Analysis (Descriptives)
Press
Summary Figures Analysis (Descriptives)
Check the Ones you
want
Press
Summary Figures Analysis (Descriptives)
Press
Summary Figures
Split File & Then Analyze (Descriptives)
Splitfile breaks the file into different parts.
Number of parts depend upon the qualitative variable used for
splitting. If Gender is used then there will be two groups.
What is Splitfile
Number of Groups
Analysis with
Splitfile ON Organize Output by Groups
Compare Groups
Summary Figures
Split File
Press
SORT CASES BY Gender.SPLIT FILE SEPARATE BY Gender.
Summary Figures
Tables with Quantitative & Qualitative Data
Summary Figures
Tables with Quantitative & Qualitative Data
Press
Descriptive Statistics Through SPSS
Summary Figures
GraphsDistribution
Meth
ods
in
SPSS
Analysis (Descriptives)
Analysis (Frequency)
Analysis (Crosstabs)
Analysis (Tables)
Analysis (Tables)
Graph Buider
Analysis (Frequency)
Analysis (Crosstabs)
Split File & Analyze
Distribution Analysis (Frequency)
Distribution Analysis (Frequency)
Distribution Analysis (Crosstabs)
Press
Distribution Analysis (Tables)
Descriptive Statistics Through SPSS
Summary Figures
GraphsDistribution
Meth
ods
in
SPSS
Analysis (Descriptives)
Analysis (Frequency)
Analysis (Crosstabs)
Analysis (Tables)
Analysis (Tables)
Graph Builder
Analysis (Frequency)
Analysis (Crosstabs)
Split File & Analyze
Graphs Graph Builder
Press
Press
CROSSTABULATION
Assumptions
NormalityHomogeneity of Variance
Independence
What
is it?
Pro
cedu
res
Data follows bell shape distribution
P-P Curve
Histogram
Q-Q Curve
Quantitities
Value of Variance is same for
different groups or …….
Levene’s Test
P-P CurveNormality
A graph between the cumulative probability of a variable against the cumulative
probability of a particular distribution. What is it?
ProcessData is
Ranked & Sorted
Expected Z Score
for Ranked
Data
Actual Z Score for Ranked
Data
Both the Variables
are Graphed
Expected Cumulative Probability
Actual Cumulative Probability
HistogramNormality
Graphical Presentation for the frequency distribution of quantitative data What is it?
ProcessGroup the data & get the frequency
for each group
Have the variable on x-axis with the interval and frequency on Y
axis
Quantitative Variable
Frequency
Skewness, KurtosisNormality
Measure of skewnessWhat is it?
Skewness
Kurtosis Measure of Peakdness or flatness of data
Positively Skewed
Skewness
Negatively Skewed
Symmetric
Mode
Media
nMean
Leptokurtic
Mesokurtic
Platykurtic
Measu
res
of
Shape
Skewness
Kurtosis
Positively Skewed (Sk > 0)
Negatively Skewed (Sk < 0)
Symmetric (Sk = 0)
Platykurtic (Kr< 0)
Mesokurtic (Kr=0)
Leptokurtic (Kr>0)
Skewness Kurtosis
Value
Standard Error in Value
Z-score of the Value
P Value
Tests of Normality
Kolmogorov Sminov
Shapiro-Wilk
Methodology Compare Normal scores with the given scores
Non-Normal When tests are statistically significant
What is it?Homogeneity of
Variance
Male Female
Marks
Male Female
Marks
Same
Variance Different Variance
Levene’s TestHomogeneity of
Variance
Null Hypothesis Variances in different groups are
same
Process Compares the variances of
different groups
Significance means
Variances are different
Process in SPSS
Hypothesis Testing