Variables Entered/Removeda |
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Model |
Variables Entered |
Variables Removed |
Method |
1 |
DesiredListens, DesiredConvenience, DesiredFriendlyb |
. |
Enter |
a. Dependent Variable: ActualConvenience |
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b. All requested variables entered. |
Model Summary |
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Model |
R |
R Square |
Adjusted R Square |
Std. Error of the Estimate |
1 |
.225a |
.051 |
.040 |
1.602 |
a. Predictors: (Constant), DesiredListens, DesiredConvenience, DesiredFriendly |
ANOVAa |
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Model |
Sum of Squares |
df |
Mean Square |
F |
Sig. |
|
1 |
Regression |
36.887 |
3 |
12.296 |
4.789 |
.003b |
Residual |
690.696 |
269 |
2.568 |
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Total |
727.582 |
272 |
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a. Dependent Variable: ActualConvenience |
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b. Predictors: (Constant), DesiredListens, DesiredConvenience, DesiredFriendly |
Coefficientsa |
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Model |
Unstandardized Coefficients |
Standardized Coefficients |
t |
Sig. |
95.0% Confidence Interval for B |
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B |
Std. Error |
Beta |
Lower Bound |
Upper Bound |
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1 |
(Constant) |
2.112 |
.726 |
2.909 |
.004 |
.682 |
3.542 |
|
DesiredConvenience |
.219 |
.104 |
.158 |
2.108 |
.036 |
.014 |
.424 |
|
DesiredFriendly |
.061 |
.125 |
.041 |
.492 |
.623 |
-.184 |
.307 |
|
DesiredListens |
.106 |
.150 |
.059 |
.703 |
.483 |
-.190 |
.402 |
|
a. Dependent Variable: ActualConvenience |
REPORT: Your report will consist of one multiple regression output using three metric variables with interpretation (Part A),
There are three independent variables, which are DesiredConvenience, DesiredFriendly and DesiredListens.
Overall F score for the test is 4.789 with a p value of 0.003, which is significant at 0.05 level of significance. So, ANOVA result is significant
t scores corresponding to each independent variable DesiredConvenience, DesiredFriendly and DesiredListens are 2.108, 0.492 and 0.703 with respective p values 0.036, 0.623 and 0.483.
Only DesiredConvenience is a significant predictor of dependent variable based on the p value because its p value is less than 0.05 significance level.
Final model is
ActualConvenience = 2.112 + 0.219*(DesiredConvenience) + 0.061*(DesiredFriendly) + 0.106*(DesiredListens)
R square or coefficient of determination is 0.051 or 5.1%, which means that only 5.1% of variation in the dependent variable can be explained by the model.
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