How to Use SPSS to Conduct a Thorough Multiple Linear Regression analysis

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SPSS Regression Results

Descriptive Statistics:

Regression Results:

  • The table above shows that the correlation coefficient is R = 0.995, and the adjusted R2 is 0.989, which indicates that 98.9% of the variation in Total is explained by this model

  • The table above shows that the model is significant overall (p = 0.000), this means that at least one variable in this model is significant. This is not surprising considering the type of scatterplot found.

\[Total = 113.505 + 1.694Math - 0.268Perc\]

Regression Assumptions:


  • Alternative Model

The model is