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Open the dataset "HR regression practice 1". Do a full regression of all other variables on Performance Rating as the dependent variable. Analyse all diagnostics and conclude for management whether any of Tenure, Gender, Age, Percent deviance from market (extent to which salary deviates from market salary), Training Spend on the employee, or Training hours given to the employee seem to associate with performance.
Regression Practice 2
Open the dataset "HR regression practice 2". Do a regression with "Client Agent Rating" as the dependent variable. This is an average rating of corporate insurance clients of your dedicated broker who deals with them. Independent variables include:
You wish to know whether the theory and assessment center test have merit, and compare them.
Store
Education
University
Intermediate
Age
Test score
Assessment score
Client broker rating
1
High school
0
31.2
0.71
4
6.3
2
48.31
4.6
9.1
3
40.59
0.84
4.1
8.7
51.77
0.92
8.5
5
35.14
0.79
5.1
9.5
6
31.49
6.5
7
45.47
0.82
8.8
8
41.93
0.75
4.5
7.6
9
32.66
0.69
3.9
7.2
10
45.4
5.3
11
43.37
0.93
4.7
9.4
12
44.64
0.8
13
33.53
0.81
7.8
14
28.77
4.2
5.2
15
38.87
0.88
8.4
16
37.88
0.83
17
52.01
0.91
7.3
18
43.96
2.6
19
36.48
7.9
20
28.91
3.2
5.8
21
37.7
0.7
9.7
22
52.64
10.0
23
31.46
0.94
9.9
24
35.73
3.3
7.1
25
30.13
0.62
2.8
26
36.61
27
34.95
28
39.29
4.3
6.7
29
35.25
0.72
30
39.54
31
49.49
0.53
3.5
8.1
32
40.64
8.0
33
49.96
0.95
4.8
34
35.12
35
30.66
0.85
9.2
36
42.76
37
63.81
38
39.12
4.9
39
48.42
40
31.43
8.3
41
59.9
42
38.23
0.87
43
40.66
44
56.14
0.6
2.3
5.7
45
65.53
7.0
46
41.41
47
35.85
4.4
48
40.83
0.66
3.4
49
28.56
50
43.18
51
56.99
0.77
52
34.25
3.8
6.9
53
55.24
54
56.82
8.2
55
63.06
56
32.5
0.89
5.5
57
56.84
7.4
58
47.16
6.2
9.8
59
67.57
3.6
60
28.69
61
32.01
62
67.53
2.7
63
40.38
0.76
64
44.59
65
38.81
66
48.19
0.68
7.7
67
48.39
68
29.91
69
0.74
70
40.73
71
32.32
5.9
72
43.29
5.4
73
55.27
74
39.37
75
52.52
5.6
76
49.15
77
45.42
8.6
78
60.52
79
42.05
0.43
80
41.77
81
38.83
82
56.43
83
35.91
84
24.15
85
43.77
0.86
86
37.68
0.58
87
35.07
0.63
88
42.26
89
30.86
0.97
90
43.41
91
37.09
92
38.27
0.73
93
33.15
94
56.73
95
43.76
96
58.08
97
41.31
0.59
6.8
98
42.67
99
40.18
100
31.32
101
55.03
3.1
102
29.27
103
50.34
0.44
3.7
6.6
104
44.62
105
47.64
106
39.21
107
37.11
108
38.62
109
7.5
110
49.6
111
51.17
112
6.1
113
27.71
114
32.9
115
40.26
116
44.75
117
29.32
118
27.97
4.0
119
64.3
6.4
120
56.91
121
52.78
122
123
51.14
124
26.1
0.78
125
33.74
126
46.37
127
27.74
128
47.53
129
130
38.82
131
37.97
132
30.01
133
41.68
134
32.39
135
35.88
136
49.08
137
48.1
138
32.29
139
62.86
140
28.65
141
29.21
142
32.8
143
41.59
144
145
44.24
146
37.51
147
30.85
148
149
38.89
150
61.42
0.42
2.1
151
33.44
152
37.75
153
154
45.29
155
55.8
156
39.15
157
47.07
158
47.21
159
30.44
0.65
160
40.3
161
41.66
162
33.4
0.96
163
28.27
164
41.44
165
30.42
166
52.33
167
26.15
1.9
1.4
168
28.16
169
41.83
170
43.09
0.98
9.3
171
29.77
172
30.8
173
29.54
174
62.63
175
61.32
176
59.23
0.61
177
52.77
0.64
178
33.62
179
43.12
180
41.85
181
57.64
182
37.61
183
27.9
184
62.81
185
29.5
186
26.72
187
31.83
188
40.79
189
45.25
190
24.68
191
52.16
192
39.58
193
45.65
194
28.2
195
53.23
196
48.9
197
51.07
198
52.85
199
30.62
200
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