Complete 10 pages APA formatted article: Multiple Regression. They help in assessing the likely value of the regression coefficients in the population.Model Fit: It provides a statistical test of the

Complete 10 pages APA formatted article: Multiple Regression. They help in assessing the likely value of the regression coefficients in the population.

Model Fit: It provides a statistical test of the models ability to predict the outcome variable and also the value of R, R2 and adjusted R2.

Estimates: They give the estimated coefficients of the regression mode. The test statistics and their significances are also obtained for each regression. Here T-test is used to see whether each b differences significantly from zero.

Durbin Watson: This test statistic tests the assumption of independent errors. If the value is different from value Z, then it is cause of concern.

When this data is run on SPSS taking Satisfaction as dependent variable and functional, Epistemic, Social, Emotional, Conditional as independent variables, we get the following outputs.

The first output is the Descriptive statistics.

Descriptive Statistics

Mean

Std. Deviation

N

Satisfaction

5.1369

1.18900

389

Functional

5.4989

.91570

389

Epistemic

5.3492

.95148

389

Social

5.3209

1.27152

389

Emotional

5.4961

1.04150

389

Conditional

3.4679

1.01706

389

This table gives the mean and standard deviation of each of the variables. This is useful for summary of data.

Correlations

Satisfaction

Functional

Epistemic

Social

Emotional Conditional

Conditional

Pearson Correlation

Satisfaction

1.000

.555

.618

.339

.565

.004

Functional

.555

1.000

.509

.221

.520

.011

Epistemic

.618

.509

1.000

.328

.531

.109

Social

.339

.221

.328

1.000

.338

.148

Emotional

.565

.520

.531

.338

1.000

.154

Conditional

.004

.011

.109

.148

.154

1.000

Sig. (1-tailed)

Satisfaction

.

.000

.000

.000

.000

.471

Functional

.000

.

.000

.000

.000

.415

Epistemic

.000

.000

.

.000

.000

.