Section: Module 3: Statistical Analysis: Regression | Advanced SPSS | NextGenU.org

  • Competency covered in this module:

    1. Simple Linear Regression:

    • Proficiency in using SPSS to develop a simple linear regression model for two numerical variables.
    • Ability to predict values of the dependent variable based on the given value of the independent variable using the regression model.

    2. Multiple Linear Regression:

    • Skill in identifying the best multiple linear regression model for one dependent variable and several independent variables using SPSS.
    • Competence in testing the model for statistical significance to ensure its reliability.
    • Ability to predict values of the dependent variable based on the values of the independent variables that remain significant in the model.
    • Module 3: Lesson 1: Simple Linear Regression
       
      Student Learning Outcomes:

      Upon completion of this lesson, you will be able to:

      • Use SPSS to find a simple linear regression model for two numerical variables, and to predict values of the dependent variable based on the given value of the independent variable.

      Approximate time required to complete the readings (at 144 words/minute) and assignments for this module: 28 minutes.

       
      Required Learning Resources and Activities
    • url icon
      Simple Linear Regression Using SPSS URL
      Students must
      View

      Watch entire video. (28 minutes)

    • Activity 3.1 

    • resource icon
      Dataset 3.1 File
      Students must
      View
      14.6 KB
    • resource icon
      Activity 3.1 - AdvSPSS. File
      Students must
      Mark as done
      204.2 KB
    • assign icon
      Simple Linear Regression Assignment
      Students must
      View
      Make a submission

      Please submit a screenshot of your completed activity. Thank you! 

    • Module 3: Lesson 2: Multiple Linear Regression
       
      Student Learning Outcomes:

      Upon completion of this lesson, you will be able to:

      • Use SPSS to find the best multiple linear regression model for one dependent and several independent variables 
      • Test the model for significance.
      • Predict values of the dependent variable based on the given values of the independent variables that remain in the model.

      Approximate time required to complete the readings (at 144 words/minute) and assignments for this module: 38 minutes.

       
      Required Learning Resources and Activities
    • url icon
      Multiple Linear Regression Using SPSS URL
      Students must
      View

      Watch entire video. (38 minutes)

    • Activity 3.2 

    • resource icon
      Dataset_3.2 File
      Students must
      View
      15.4 KB
    • resource icon
      Activity 3.2 -AdvSPSS File
      Students must
      Mark as done
      173.6 KB
    • assign icon
      Multiple Linear Regression Assignment
      Students must
      View
      Make a submission

      Please submit a screenshot of your completed activity. Thank you! 

    • Quiz 3.2
    • quiz icon
      Module 3: Quiz 2

      To access the quiz, click on the name of the quiz provided above. On the following screen, click the attempt quiz button to view the case studies and respond to the questions.

      TO PASS THIS QUIZ YOU MUST OBTAIN A SCORE OF 80%.