In: Statistics and Probability
In what follows use any of the following tests: Regression, Multiple Regression, one-sided t-test, or two-sided t-test. All conclusions should be based on a 5% P-value threshold.
Choose the best fitting answer.
Open Flyers_Customers data. SETUP: In order to increase the number of customers, your boss decided to try distributing flyers. The data represent the number of flyers, as well as number of customers per given day. Given the data, your job is to perform the appropriate statistical test or procedure and help your boss with the decision.
https://www.limes.one/Content/DataFiles/Fliers_Customers.txt
9. What test did you perform?
10. What is the P-value?
11. What is the Statistical interpretation?
12. What is the conclusion?
SUMMARY OUTPUT | ||||||
Regression Statistics | ||||||
Multiple R | 0.581359801 | |||||
R Square | 0.337979218 | |||||
Adjusted R Square | 0.282810819 | |||||
Standard Error | 62.15013327 | |||||
Observations | 14 | |||||
ANOVA | ||||||
df | SS | MS | F | Significance F | ||
Regression | 1 | 23663.75978 | 23663.75978 | 6.126319177 | 0.02921709 | |
Residual | 12 | 46351.66879 | 3862.639066 | |||
Total | 13 | 70015.42857 | ||||
Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | |
Intercept | 315.477707 | 38.85867524 | 8.118591411 | 3.23304E-06 | 230.8119269 | 400.1434872 |
Fliers | 0.229681529 | 0.09279536 | 2.475140234 | 0.02921709 | 0.027497808 | 0.431865249 |
9. What test did you perform?
10. What is the P-value?
11. What is the Statistical interpretation?
If the p-value is less than 0.05, we reject the null hypothesis that Beta 1 =0
12. What is the conclusion?