A common complaint of university students is that tenure-track instructors care a lot more about their research than their teaching and general availability to students. The attached contains hypothetical data on 75 tenure-track instructors where you can check whether these complaints are justified. The explanatory variables are (1) whether the instructor holds regular office hours, (2) average teaching evaluation on a 1–6 scale, and (3) number of published articles. The dependent variable is the instructor’s current annual salary. Use regression on this data set and comment on the results. In particular, can Salary be explained almost as well by the number of articles as by all three explanatory variables combined?

MATLAB: An Introduction with Applications
6th Edition
ISBN:9781119256830
Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
Problem 1P
icon
Related questions
Question
100%

A common complaint of university students is that tenure-track instructors care a lot more about their research than their teaching and general availability to students. The attached contains hypothetical data on 75 tenure-track instructors where you can check whether these complaints are justified. The explanatory variables are (1) whether the instructor holds regular office hours, (2) average teaching evaluation on a 1–6 scale, and (3) number of published articles. The dependent variable is the instructor’s current annual salary. Use regression on this data set and comment on the results. In particular, can Salary be explained almost as well by the number of articles as by all three explanatory variables combined?

Instructor Office Hours
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
No
No
Yes
Yes
No
Yes
Yes
No
Yes
No
No
No
No
Yes
No
Yes
Yes
No
Yes
No
Yes
Yes
No
Yes
No
No
No
No
No
Yes
Yes
Yes
Yes
No
No
Yes
Yes
Yes
No
No
No
Yes
Yes
No
No
No
Yes
No
Yes
Yes
Yes
Yes
No
No
Yes
Yes
Yes
No
Yes
No
No
Yes
Yes
No
No
Yes
Yes
No
Yes
Yes
Yes
No
Yes
No
Yes
Evaluation
3.03
4.25
3.95
3.34
4.05
3.82
4.07
3.71
4.39
4.58
3.76
3.46
2.99
5.37
3.67
4.96
5.48
4.37
3.67
3.95
3.88
3.92
4.79
3.21
4.1
4.02
3.5
4.65
4.1
3.51
4.2
4.22
3.65
4.42
3.85
2.85
3.55
3.79
4.06
4.44
3.32
2.54
3.52
3.92
3.23
3.22
3.63
4.1
2.78
3.58
3.32
4.13
2.72
4.18
4.05
4.06
4.53
4.42
4.08
5.14
2.81
3.38
4.22
3.57
4.17
4.35
4.31
4.21
3.8
4.13
3.8
3.8
4.25
3.33
5.76
Articles
0
10
8
10
5
14
15
0
4
35
1
8
1
10
18
42
25
2
7
10
GGUNA ∞0 5 5
19
24
31
22
15
15
5
1
3
0
5
12
1
13
14
33
20
9
0
1
25
13
1
13
14
8
6
6
12
1
4
9
5
2
33
7
26
0
0
15
11
10
2
13
23
18
13
9
17
7
9
12
Salary
69.4
101.3
91.7
87
94.1
91.6
114.5
84.7
68.3
133.1
80.9
105.1
91.6
107.7
140.7
154.5
151.3
75.1
88.5
96.9
122.8
93.5
133.3
92.1
159.1
133.9
93.8
119.5
101.4
70
73.1
82.8
58
93.6
88.2
61.4
85.2
100.5
152.9
125.2
89.4
71.6
73.7
136.2
105.6
84
98.2
103.1
88.6
103.4
85.3
88.2
72.2
86.7
92.1
95.4
72.2
131.7
99.5
125.2
73.6
70.8
94.4
87.8
115.5
84.2
100.3
116.3
111.3
93.5
94.5
119.1
99.6
87.2
102.8
Transcribed Image Text:Instructor Office Hours 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 No No Yes Yes No Yes Yes No Yes No No No No Yes No Yes Yes No Yes No Yes Yes No Yes No No No No No Yes Yes Yes Yes No No Yes Yes Yes No No No Yes Yes No No No Yes No Yes Yes Yes Yes No No Yes Yes Yes No Yes No No Yes Yes No No Yes Yes No Yes Yes Yes No Yes No Yes Evaluation 3.03 4.25 3.95 3.34 4.05 3.82 4.07 3.71 4.39 4.58 3.76 3.46 2.99 5.37 3.67 4.96 5.48 4.37 3.67 3.95 3.88 3.92 4.79 3.21 4.1 4.02 3.5 4.65 4.1 3.51 4.2 4.22 3.65 4.42 3.85 2.85 3.55 3.79 4.06 4.44 3.32 2.54 3.52 3.92 3.23 3.22 3.63 4.1 2.78 3.58 3.32 4.13 2.72 4.18 4.05 4.06 4.53 4.42 4.08 5.14 2.81 3.38 4.22 3.57 4.17 4.35 4.31 4.21 3.8 4.13 3.8 3.8 4.25 3.33 5.76 Articles 0 10 8 10 5 14 15 0 4 35 1 8 1 10 18 42 25 2 7 10 GGUNA ∞0 5 5 19 24 31 22 15 15 5 1 3 0 5 12 1 13 14 33 20 9 0 1 25 13 1 13 14 8 6 6 12 1 4 9 5 2 33 7 26 0 0 15 11 10 2 13 23 18 13 9 17 7 9 12 Salary 69.4 101.3 91.7 87 94.1 91.6 114.5 84.7 68.3 133.1 80.9 105.1 91.6 107.7 140.7 154.5 151.3 75.1 88.5 96.9 122.8 93.5 133.3 92.1 159.1 133.9 93.8 119.5 101.4 70 73.1 82.8 58 93.6 88.2 61.4 85.2 100.5 152.9 125.2 89.4 71.6 73.7 136.2 105.6 84 98.2 103.1 88.6 103.4 85.3 88.2 72.2 86.7 92.1 95.4 72.2 131.7 99.5 125.2 73.6 70.8 94.4 87.8 115.5 84.2 100.3 116.3 111.3 93.5 94.5 119.1 99.6 87.2 102.8
Expert Solution
trending now

Trending now

This is a popular solution!

steps

Step by step

Solved in 3 steps with 20 images

Blurred answer
Similar questions
Recommended textbooks for you
MATLAB: An Introduction with Applications
MATLAB: An Introduction with Applications
Statistics
ISBN:
9781119256830
Author:
Amos Gilat
Publisher:
John Wiley & Sons Inc
Probability and Statistics for Engineering and th…
Probability and Statistics for Engineering and th…
Statistics
ISBN:
9781305251809
Author:
Jay L. Devore
Publisher:
Cengage Learning
Statistics for The Behavioral Sciences (MindTap C…
Statistics for The Behavioral Sciences (MindTap C…
Statistics
ISBN:
9781305504912
Author:
Frederick J Gravetter, Larry B. Wallnau
Publisher:
Cengage Learning
Elementary Statistics: Picturing the World (7th E…
Elementary Statistics: Picturing the World (7th E…
Statistics
ISBN:
9780134683416
Author:
Ron Larson, Betsy Farber
Publisher:
PEARSON
The Basic Practice of Statistics
The Basic Practice of Statistics
Statistics
ISBN:
9781319042578
Author:
David S. Moore, William I. Notz, Michael A. Fligner
Publisher:
W. H. Freeman
Introduction to the Practice of Statistics
Introduction to the Practice of Statistics
Statistics
ISBN:
9781319013387
Author:
David S. Moore, George P. McCabe, Bruce A. Craig
Publisher:
W. H. Freeman