Question

In: Statistics and Probability

A suburban hotel derives its revenue from its hotel and restaurant operations. The owners are interested...

A suburban hotel derives its revenue 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.

Day Revenue Occupied Day Revenue Occupied
1 $ 1,452 60 14 $ 1,425 31
2 1,361 20 15 1,445 51
3 1,426 21 16 1,439 62
4 1,470 80 17 1,348 45
5 1,456 70 18 1,450 41
6 1,430 29 19 1,431 62
7 1,354 30 20 1,446 47
8 1,442 21 21 1,485 43
9 1,394 15 22 1,405 38
10 1,459 36 23 1,461 36
11 1,399 41 24 1,490 30
12 1,458 35 25 1,426 65
13 1,537 51

a. Choose the scatter diagram that best fits the data.

b. Determine the coefficient of correlation between the two variables. (Round your answer to 3 decimal places.)

  1. c-1. State the decision rule for 0.01 significance level: H0: ρ ≤ 0; H1: ρ > 0. (Round your answer to 3 decimal places.)

  1. c-2. Compute the value of the test statistic. (Round your answer to 2 decimal places.)

  1. c-3. Is it reasonable to conclude that there is a positive relationship between revenue and occupied rooms? Use the 0.01 significance level.

d.

  1. What percent of the variation in revenue in the restaurant is accounted for by the number of rooms occupied? (Round your answer to 1 decimal place.)

Solutions

Expert Solution

a)

b)

S.No X Y (x-x̅)2 (y-y̅)2 (x-x̅)(y-y̅)
1 60 1452 309.7600 270.27 289.3440
2 20 1361 501.7600 5559.19 1670.1440
3 21 1426 457.9600 91.39 204.5840
4 80 1470 1413.7600 1186.11 1294.9440
5 70 1456 761.7600 417.79 564.1440
6 29 1430 179.5600 30.91 74.5040
7 30 1354 153.7600 6652.03 1011.3440
8 21 1442 457.9600 41.47 -137.8160
9 15 1394 750.7600 1727.23 1138.7440
10 36 1459 40.9600 549.43 -150.0160
11 41 1399 1.9600 1336.63 51.1840
12 35 1458 54.7600 503.55 -166.0560
13 51 1537 73.9600 10290.07 872.3840
14 31 1425 129.9600 111.51 120.3840
15 51 1445 73.9600 89.11 81.1840
16 62 1439 384.1600 11.83 67.4240
17 45 1348 6.7600 7666.75 -227.6560
18 41 1450 1.9600 208.51 -20.2160
19 62 1431 384.1600 20.79 -89.3760
20 47 1446 21.1600 108.99 48.0240
21 43 1485 0.3600 2444.31 29.6640
22 38 1405 19.3600 933.91 134.4640
23 36 1461 40.9600 647.19 -162.8160
24 30 1490 153.7600 2963.71 -675.0560
25 65 1426 510.7600 91.39 -216.0560
Total 1060 35889 6886.0000 43954.16 5807.4000
Mean 42.400 1435.56 SSX SSY SXY
correlation coefficient r= Sxy/(√Sxx*Syy) = 0.334

c-1)

0.01 level,right tail test and n-2= 23 df, critical t= 2.4999
Decision rule: reject Ho if test statistic t>2.500

c-2)

test stat t= r*(√(n-2)/(1-r2))= 1.70

c-3)

No since test statistic is not in rejection region

d)

percent of the variation in revenue in the restaurant is accounted for by the number of rooms occupied

=r2*100 =11.1 %


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