The following data was collected to explore how a student's age and GPA affect the number of parking tickets they receive in a given year. The dependent variable is the number of parking tickets, the first independent variable (x1x1) is the student's age, and the second independent variable (x2x2) is the student's GPA.
Age | GPA | Number of Tickets |
---|---|---|
23 | 44 | 99 |
23 | 44 | 88 |
22 | 44 | 66 |
20 | 44 | 55 |
19 | 33 | 55 |
19 | 22 | 55 |
18 | 22 | 44 |
18 | 22 | 44 |
18 | 22 | 33 |
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Step 2 of 2 :
Determine if a statistically significant linear relationship exists between the independent and dependent variables at the 0.050.05 level of significance. If the relationship is statistically significant, identify the multiple regression equation that best fits the data, rounding the answers to three decimal places. Otherwise, indicate that there is not enough evidence to show that the relationship is statistically significant.
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y^= ____ +_____ x1+ _____ x2 ( )There is not enough evidence.
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applying multiple regression from data analysis tool of excel: (Data-data analysis-regression :choose x and y varaibles):
df | SS | MS | F | Significance F | |
Regression | 2 | 3288.1270 | 1644.0635 | 26.7500 | 0.0010 |
Residual | 6 | 368.7619 | 61.4603 | ||
Total | 8 | 3656.8889 | |||
Coefficients | Standard Error | t Stat | P-value | ||
Intercept | -160.2857 | 41.0937 | -3.9005 | 0.0080 | |
Age | 11.8730 | 2.7937 | 4.2500 | 0.0054 | |
GPA | -0.5238 | 0.5387 | -0.9723 | 0.3685 |
since p value for test statistic F is less than 0.05 level ; correct option is:
y^ =-160.286+11.873x1+(-0.524)*x2
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