Applied Business Research and Statistics
posted by James .
Exercise Questions
Chapters 13, 14, and 17
James A Hardeman
Exercise 1340
A suburban hotel derives its gross income from its hotel and restaurant operations. The
owners are interested in the relationship between the number of rooms occupied on a nightly basis and the revenue per day in the restaurant. Below is a sample of 25 days (Monday through Thursday) from last year showing the restaurant income and number of rooms occupied?
Use a statistical software package to answer the following questions.
a. Does the breakfast revenue seem to increase as the number of occupied room’s increases? Draw a scatter diagram to support your conclusion.
b. Determine the coefficient of correlation between the two variables. Interpret the value.
c. Is it reasonable to conclude that there is a positive relationship between revenue and occupied rooms? Use the .10 significance level.
d. What percent of the variation in revenue in the restaurant is accounted for by the number of rooms occupied?
Day Income Occupied Day Income Occupied
1 $1,452 23 14 $1,425 27
2 1,361 47 15 1,445 34
3 1,426 21 16 1,439 15
4 1,470 39 17 1,348 19
5 1,456 37 18 1,450 38
6 1,430 29 19 1,431 44
7 1,354 23 20 1,446 47
8 1,442 44 21 1,485 43
9 1,394 45 22 1,405 38
10 1,459 16 23 1,461 51
11 1,399 30 24 1,490 61
12 1,458 42 25 1,426 39
13 1,537 54
Exercise 1426
26. A mortgage department of a large bank is studying its recent loans. Of particular interest
is how such factors as the value of the home (in thousands of dollars), education level oft he head of the household, age of the head of the household, current monthly mortgage payment (in dollars), and gender of the head of the household male=1, female = 0
relate to the family income. Are these variables effective predictors of the income of the household? A random sample of 25 recent loans is obtained.
Income Value Years of Mortgage
($ thousands) ($ thousands) Education Age Payment Gender
$40.3 $190 14 53 $230 1
39.6 121 15 49 370 1
40.8 161 14 44 397 1
40.3 161 14 39 181 1
40.0 179 14 53 378 0
38.1 99 14 46 304 0
40.4 114 15 42 285 1
40.7 202 14 49 551 0
40.8 184 13 37 370 0
37.1 90 14 43 135 0
39.9 181 14 48 332 1
40.4 143 15 54 217 1
38.0 132 14 44 490 0
39.0 127 14 37 220 0
39.5 153 14 50 270 1
40.6 145 14 50 279 1
40.3 174 15 52 329 1
40.1 177 15 47 274 0
41.7 188 15 49 433 1
40.1 153 15 53 333 1
40.6 150 16 58 148 0
40.4 173 13 42 390 1
40.9 163 14 46 142 1
40.1 150 15 50 343 0
38.5 139 14 45 373 0
a. Determine the regression equation.
b. What is the value of R 2? Comment on the value.
c. Conduct a global hypothesis test to determine whether any of the independent variables are different from zero.
d. Conduct individual hypothesis tests to determine whether any of the independent variables can be dropped.
e. If variables are dropped, recompute the regression equation and
Exercise 17 22 Banner Mattress and Furniture Company wishes to study the number of credit applications received per day for the last 300 days. The information is reported on the next page.
Number of Credit Frequency
Applications (Number of Days)
0 50
1 77
2 81
3 48
4 31
5 or more 13
To interpret, there were 50 days on which no credit applications were received, 77 days
on which only one application was received, and so on. Would it be reasonable to conclude that the population distribution is Poisson with a mean of 2.0? Use the .05 significance level. Hint: To find the expected frequencies use the Poisson distribution with a mean of 2.0. Find the probability of exactly one success given a Poisson distribution with a mean of 2.0. Multiply this probability by 300 to find the expected frequency for the number of days in which there was exactly one application. Determine the expected frequency for the other days in a similar manner.

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