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Statistical Data Analysis with SPSS

  • Survey Analysis
    • Design of surveys
    • Reports - Crosstabs
    • Scales - Reliability - Cronbach's Alpha
    • Factor Analysis - Principal Components
    • Validity
    • Questionnaire Analysis using SPSS
    • Discriminant Analysis

  • Data Analysis, Sampling and Charts
    • Sampling Methods: Random, Stratified, Cluster, etc.
    • Histograms
    • Stem and Leaf
    • Box-Plot
    • Normality Tests (Anderson-Darling, Kolmogorov)

  • Measures of Central Tendency and Dispersion
    • Mean
    • Standard Deviation
    • Variance
    • Standard Error of the Mean
    • Range
    • Skewness
    • Coefficient of variation

  • Regression Analysis
    • Coefficient of Correlation
    • Coefficient of Determination
    • Least Squares Method
    • Multiple Linear Regression
    • Multivariate Statistical Analysis
    • Logistic Regression in SPSS

  • Times Series
    • Control Charts
    • Autocorrelation
    • Seasonal Indexes
    • Trends, cycles
    • Forecasting

  • Probability Distributions
    • Binomial Distribution
    • Poisson Distribution
    • Exponential Distribution
    • Standard Normal Distribution

  • Hypothesis Testing
    • Z-test, two independent samples
    • t-test, two independent samples, paired samples
    • F-test
    • Non-parametric Chi Square test
    • One Way and Two way ANOVA
    • Factorial ANOVA
    • ANCOVA and MANOVA in SPSS
    • Levene's Test
    • Crosstabs
    • Chi Square Tests
    • Non-Parametric Tests


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