In: Statistics and Probability
AT&T is the second-largest provider of mobile telephony and the largest provider of fixed telephony in the United States, and also provides broadband subscription television services.
The CEO of AT&T wants to know what will affect the Total Monthly Spending at AT&T (y) for a customer. So far, the company has information on customer’s age (X1). We have total 50 observations.
1). Using the knowledge you learned from Chapter 3 to summarize the Total Monthly Spending at AT&T and customer’s age. What are the characteristics of this sample?
2). Determine the simple linear regression equation and interpret the slope
3) What is the goodness of fit of this model? Interpret the statistic.
4). At the 0.05 level, test the slope of the regression model. Write down 4-step. Do you think customer’s age will significantly affect the Total Monthly Spending at AT&T?
5). what is the 95% confidence interval for the slope? How does it tell you about the significance of the slope? Does this conclusion agree with the conclusion from 4)
6). What is the estimated average Total Monthly Spending at AT&T for 25 years old customers?
7). Calculate the prediction interval of the Total Monthly Spending at AT&T for a 25 years old customer (Show your calculation details in Excel). Interpret the results. (α=0.05)
8). Calculate the confidence interval for the mean of the Total Monthly Spending at AT&T for 25 years old customers (Show your calculation details in Excel). Interpret the results. (α=0.05
9). Comparing results from 7) and 8), which one is wider? Why?
10). Calculate SSR, SSE and SST for this model.
Total $'s spent |
140 |
130 |
45 |
100 |
140 |
140 |
100 |
140 |
160 |
90 |
125 |
130 |
130 |
45 |
75 |
45 |
140 |
140 |
130 |
100 |
140 |
45 |
155 |
140 |
63 |
85 |
240 |
140 |
100 |
140 |
100 |
165 |
240 |
280 |
50 |
100 |
280 |
155 |
45 |
250 |
85 |
85 |
230 |
116 |
125 |
165 |
80 |
240 |
240 |
240 |
Age |
35 |
46 |
31 |
50 |
19 |
24 |
25 |
27 |
25 |
50 |
57 |
57 |
33 |
74 |
36 |
60 |
32 |
33 |
32 |
42 |
51 |
34 |
38 |
42 |
74 |
35 |
43 |
63 |
43 |
37 |
20 |
37 |
44 |
52 |
32 |
58 |
29 |
25 |
25 |
28 |
34 |
34 |
38 |
36 |
21 |
28 |
38 |
29 |
34 |
36 |