Table 9 Adjustment effect model test.

From: The interrelationship of key factors affecting the learning outcomes of liberal arts majors: an empirical study

 

Model 1

Model 2

Model 3

β

t

β

t

β

t

Learning Behavior

0.603**

16.877

0.597**

16.616

0.556**

15.743

Technology Use

  

0.049

1.362

0.012

0.331

Learning Behavior× Technology Use

    

−0.181**

−3.824

R 2

0.744

0.749

0.782

F

284.834

144.586

114.800

  1. Model 1 analyzes the impact of independent variable learning behavior on the final score of the dependent variable (Model 1 does not consider moderating variables);
  2. Model 2 incorporates moderating variable techniques based on Model 1;
  3. Model 3 adds interaction terms between learning behavior and technology usage based on Model 2.
  4.   *p < 0.05,  **p < 0.01.
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