STATISTICAL HYPOTHESIS TESTING & DATA ANALYSIS

SESSION 1 – PROBABILITY DISTRIBUTION & SAMPLING DISTRIBUTION 

the Normal, Skewed distribution, Sample size

SESSION 2 – PRINCIPLES OF HYPOTHESIS TESTING 

Null vs. Alternative; Testing Approach: Rejection Region, p-Value, Confidence Interval

SESSION 3 – HYPOTHESIS TESTING FOR 1 SAMPLE 

Test for Mean: t-test & z-test, Test for Proportion and Variance

SESSION 4 – APPLICATION OF HYPOTHESIS TESTING I 

Testing Relationship: Correlation Coefficient and Simple Regression

SESSION 5 – HYPOTHESIS TESTING FOR 2 & K SAMPLES 

Independent and Paired Tests, Testing 2 Proportions and Variances

SESSION 6 – APPLICATION OF HYPOTHESIS TESTING II 

1-way ANOVA and Multiple Linear Regression

SESSION 7 – APPLICATION OF HYPOTHESIS TESTING III 

Categorical/Survey Data: chi-square Independence Test

SESSION 8 – CASE STUDY 

More Examples of Hypothesis Testing & Elementary Data Analysis Using Minitab & SPSS

Partial Least Square Structural Equation Modelling for Linear and Nonlinear Data Structure

Structural Equation Model and its Applications | 结构方程模型及其应用 (普通话)