Question
A multinational publishing house is looking to adjust its bonus structure for editors based on the performance of the books they manage. The company aims
A multinational publishing house is looking to adjust its bonus structure for editors based on the performance of the books they manage. The company aims to explore the relationship between the performance of a book series and the bonuses awarded to editors.
The table below shows the data from the previous year, detailing the bonuses received by editors and the yearly percentage increase in sales for each book series they managed. These variables are labelled as Bonuses and SalesGrowth, respectively.
b) Fit the model below and document your findings.
= 0 + 1 +
d) Estimate a revised model, now incorporating the adjusted variables Bonuses-Adj and SalesGrowth-Adj, which exclude any data points where editors' bonuses seem disproportionately high relative to the sales growth of their book series. Through the findings identify nine data points that are disproportionately high; include these in the response.
e) Create a histogram for residuals from the regression analysis in part d). Does this model comply with the assumption of approximate normality?
f) What are the measurement units of the slope coefficient b1 in the updated regression model from part d)? How does an increase of 1 percentage point in sales growth affect the average bonus of editors?
g) Compute and elucidate the 2 and Adjusted 2 values for both regression models (parts b and d).
h) Determine a 95% confidence interval for the regression slope 1in part d).
i) Perform hypothesis testing for the slope coefficient 1 in the model fitted in part b). State your null and alternative hypotheses, calculate the test statistic, and interpret the results.
Bonuses ($) | SalesGrowth (%) |
56940 | 14.1 |
52052 | 10.9 |
58344 | 23.5 |
30056 | 5.9 |
71136 | 13.8 |
59540 | 20.0 |
56056 | 16.4 |
56888 | 16.3 |
64324 | 10.5 |
43316 | 26.3 |
29484 | 25.9 |
48516 | 26.8 |
69628 | 14.8 |
48724 | 22.3 |
104572 | 56.3 |
82420 | 12.6 |
47060 | 20.4 |
55016 | 1.9 |
47944 | 19.9 |
63440 | 15.4 |
53144 | 38.7 |
39468 | 16.4 |
73528 | 24.4 |
54132 | 15.6 |
87776 | 14.4 |
155116 | 19.0 |
60320 | 16.1 |
199888 | 12.1 |
24752 | 16.2 |
77584 | 18.4 |
53248 | 14.2 |
82836 | 14.9 |
22204 | 12.4 |
43108 | 17.1 |
41444 | 16.9 |
30004 | 18.1 |
69784 | 10.9 |
92248 | 19.3 |
36868 | 18.3 |
44720 | 18.4 |
69472 | 13.8 |
26832 | 13.7 |
48412 | 12.7 |
42380 | 15.1 |
87412 | 16.5 |
29536 | 10.2 |
40300 | 19.6 |
61776 | 12.8 |
40664 | 15.9 |
60840 | 17.3 |
76388 | 8.5 |
47632 | 16.4 |
55640 | 19.5 |
46488 | 19.2 |
43108 | 15.9 |
40560 | 19.9 |
121004 | 28.1 |
37284 | 25.0 |
71136 | 15.0 |
105456 | 12.6 |
62140 | 20.3 |
13312 | 22.7 |
40300 | 14.8 |
73164 | 13.2 |
28236 | 10.3 |
45448 | 17.7 |
66924 | 10.0 |
64896 | 15.6 |
45500 | 6.8 |
48100 | 12.4 |
41496 | 13.1 |
39520 | 15.8 |
31200 | 12.8 |
51532 | 15.3 |
81640 | 0.5 |
47372 | 16.5 |
70720 | 15.1 |
36400 | 13.0 |
38532 | 11.1 |
57044 | 8.9 |
49556 | 17.5 |
22932 | 15.9 |
30940 | 14.2 |
55484 | 9.3 |
67496 | 9.5 |
93496 | 15.5 |
215436 | 14.4 |
69472 | 11.1 |
91000 | 15.9 |
47424 | 16.4 |
98384 | 8.6 |
43316 | 24.6 |
59384 | 15.4 |
60268 | 16.9 |
66716 | 7.2 |
109668 | 11.6 |
54028 | 26.4 |
51584 | 21.4 |
65156 | 19.2 |
37492 | 15.1 |
70252 | 9.0 |
72332 | 9.4 |
64740 | 19.0 |
80600 | 3.5 |
111800 | 22.1 |
95992 | 10.9 |
29796 | 15.1 |
345280 | 10.2 |
49868 | 17.3 |
31824 | 33.3 |
94640 | 22.8 |
73372 | 11.1 |
53352 | 12.4 |
66924 | 20.9 |
41600 | 6.7 |
57980 | 7.1 |
84812 | 11.8 |
99320 | 14.0 |
51792 | 10.1 |
47736 | 6.4 |
65572 | 12.4 |
54756 | 17.6 |
63492 | 15.1 |
90376 | 23.6 |
163384 | 35.7 |
98800 | 23.2 |
22204 | 12.4 |
88400 | 44.4 |
18720 | 2.1 |
23868 | 18.4 |
69680 | 16.1 |
37908 | 15.1 |
11596 | 22.7 |
109252 | 23.4 |
56264 | 25.7 |
92612 | 27.0 |
41132 | 19.9 |
108784 | 43.7 |
81796 | 16.4 |
54340 | 11.6 |
88088 | 24.8 |
23556 | 26.2 |
58760 | 44.5 |
69368 | 22.3 |
69888 | 22.3 |
82420 | 35.1 |
101192 | 13.1 |
84188 | 11.0 |
84240 | 19.4 |
50284 | 28.5 |
74412 | 43.9 |
64012 | 26.8 |
40040 | 15.7 |
82888 | 15.0 |
81536 | 28.2 |
51740 | 15.4 |
56004 | 20.0 |
60372 | 42.2 |
72852 | 19.6 |
58604 | 16.2 |
159536 | 21.5 |
37960 | 29.5 |
37908 | 22.6 |
584116 | 22.9 |
49348 | 13.0 |
189592 | 7.8 |
78104 | 48.1 |
41964 | 18.0 |
37076 | 18.0 |
77428 | 21.7 |
38272 | 21.3 |
63752 | 26.9 |
28236 | 30.5 |
770744 | 19.4 |
46280 | 15.6 |
84604 | 19.4 |
125216 | 29.1 |
116896 | 40.8 |
40924 | 13.7 |
24648 | 11.1 |
22828 | 10.8 |
24180 | 5.1 |
30888 | 12.3 |
35776 | 7.4 |
31564 | 6.2 |
32968 | 12.7 |
27664 | 10.6 |
22932 | 7.4 |
36088 | 12.6 |
27040 | 12.8 |
39364 | 2.9 |
34736 | 13.5 |
41756 | 10.7 |
26000 | 11.9 |
28704 | 12.9 |
21424 | 10.1 |
57200 | 7.3 |
49868 | 14.6 |
17316 | 13.8 |
26156 | 8.9 |
23296 | 14.0 |
38064 | 12.9 |
37440 | 14.5 |
42016 | 14.7 |
48360 | 9.0 |
27300 | 15.5 |
34216 | 12.1 |
28860 | 13.7 |
32552 | 14.4 |
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