Course curriculum

  • 1

    Linear Regression and Correlation Analysis | SPSS

    • Lesson 1: Introduction

    • Lesson 2: Scatter plots

    • Lesson 3: Dependent and independent variables | Assumptions

    • Lesson 4: Linearity and normality

    • Lesson 5: How to perform linear regression analysis

    • Exercise 1: Linear regression

    • Exercise 2: Linear regression

    • Exercise 2 Solutions: Linear regression

    • Lesson 6: Correlation analysis

    • Lesson 7: Correlation analysis

    • Lesson 8: How to perform correlation analysis

    • Exercise 3: Correlation analysis

    • Exercise 4: Correlation analysis

    • Exercise 4 solutions: Correlation analysis

    • Quiz
  • 2

    Multiple Linear Regression | SPSS

    • Lesson 1: How to perform manual multiple linear regression

    • Lesson 2: Forward and backward selection methods

    • Exercise 1: Multiple linear regression

    • Exercise 2: Multiple linear regression

    • Exercise 2 Solutions: Multiple linear regression

    • Quiz
  • 3

    Logistic Regression | SPSS

    • Lesson 1: Assumptions

    • Lesson 2: Sample size

    • Lesson 3: Manual selection method

    • Lesson 4: Forward and backward selection methods

    • Lesson 5: Combining selection methods

    • Exercise 1: Logistic regression

    • Exercise 2: Logistic regression

    • Exercise 2 Solutions: Logistic regression

    • Quiz
  • 4

    Survival Analysis | SPSS

    • Lesson 1: Introduction to survival analysis

    • Lesson 2: Descriptive survival analysis

    • Lesson 3: Predictive survival analysis

    • Exercise 1: Survival analysis

    • Exercise 2: Survival analysis

    • Exercise 2 Solution: Survival analysis

    • Lesson 4: Survival analysis from published studies

    • Quiz

    • Further Reading

  • 5

    Linear Regression and Correlation Analysis | JMP

    • Lesson 1: Introduction

    • Lesson 2: Dependent and independent variables | Assumptions

    • Lesson 3: How to perform linear regression analysis

    • Lesson 4: Tables

    • Exercise 1: Linear regression

    • Exercise 2: Linear regression

    • Exercise 2 Solutions: Linear regression

    • Lesson 5: Correlation analysis

    • Lesson 6: Correlation analysis

    • Exercise 3: Correlation analysis

    • Exercise 4: Correlation analysis

    • Exercise 4 solutions: Correlation analysis

    • Quiz
  • 6

    Multiple Linear Regression | JMP

    • Lesson 1: How to perform manual multiple linear regression

    • Lesson 2: Forward and backward selection methods

    • Exercise 1: Multiple linear regression

    • Exercise 2: Multiple linear regression

    • Exercise 2 Solutions: Multiple linear regression

    • Quiz
  • 7

    Logistic Regression | JMP

    • Lesson 1: Assumptions

    • Lesson 2: Sample size

    • Lesson 3: Manual selection method

    • Lesson 4: Forward and backward selection methods

    • Lesson 5: Combining selection methods

    • Exercise 1: Logistic regression

    • Exercise 2: Logistic regression

    • Exercise 2 Solutions: Logistic regression

    • Quiz
  • 8

    Survival Analysis | JMP

    • Lesson 1: Introduction to survival analysis

    • Lesson 2: Descriptive survival analysis

    • Lesson 3: Predictive survival analysis

    • Exercise 1: Survival analysis

    • Exercise 2: Survival analysis

    • Exercise 2 Solution: Survival analysis

    • Lesson 4: Survival analysis from published studies

    • Quiz

    • Further Reading

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