Client agent rating

Assignment Help HR Management
Reference no: EM133094604

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:

  • Education, set up the same way as in the main notes, but with different dummy variable constructions (see the dataset)
  • Broker age
  • A score for the broker on a client skills theory test
  • A score for the broker on an assessment center role play exercise

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

0

31.2

0.71

4

6.3

2

University

1

0

48.31

 

4.6

9.1

3

University

1

0

40.59

0.84

4.1

8.7

4

University

1

0

51.77

0.92

4

8.5

5

High school

0

0

35.14

0.79

5.1

9.5

6

High school

0

0

31.49

0.84

 

6.5

7

University

1

0

45.47

0.82

5.1

8.8

8

High school

0

0

41.93

0.75

4.5

7.6

9

University

1

0

32.66

0.69

3.9

7.2

10

University

1

0

45.4

0.84

5.3

9.1

11

University

1

0

43.37

0.93

4.7

9.4

12

University

1

0

44.64

0.8

5.3

8.5

13

University

1

0

33.53

0.81

 

7.8

14

High school

0

0

28.77

 

4.2

5.2

15

University

1

0

38.87

0.88

5.3

8.4

16

University

1

0

37.88

0.83

 

9.4

17

University

1

0

52.01

0.91

4.2

7.3

18

University

1

0

43.96

0.75

2.6

7.8

19

University

1

0

36.48

 

4

7.9

20

High school

1

0

28.91

 

3.2

5.8

21

Intermediate

0

1

37.7

0.7

5.1

9.7

22

University

1

0

52.64

0.92

5

10.0

23

University

1

0

31.46

0.94

4.6

9.9

24

University

1

0

35.73

0.7

3.3

7.1

25

High school

0

0

30.13

0.62

2.8

4.2

26

University

1

0

36.61

0.69

 

8.5

27

Intermediate

0

1

34.95

0.79

 

9.1

28

Intermediate

0

1

39.29

0.71

4.3

6.7

29

University

1

0

35.25

0.72

 

7.3

30

Intermediate

0

1

39.54

0.71

4.3

8.8

31

Intermediate

0

1

49.49

0.53

3.5

8.1

32

University

1

0

40.64

0.82

4.5

8.0

33

University

1

0

49.96

0.95

4.8

8.4

34

University

1

0

35.12

0.92

5.3

9.9

35

University

1

0

30.66

0.85

4.3

9.2

36

Intermediate

0

1

42.76

0.83

4

10.0

37

University

1

0

63.81

0.85

5.2

7.3

38

University

1

0

39.12

0.8

4.9

8.0

39

Intermediate

0

1

48.42

0.8

4.6

9.5

40

Intermediate

0

1

31.43

0.8

4.5

8.3

41

University

1

0

59.9

0.72

5.3

7.8

42

Intermediate

0

1

38.23

0.87

4.8

10.0

43

Intermediate

0

1

40.66

0.82

4.6

8.7

44

High school

1

0

56.14

0.6

2.3

5.7

45

University

1

0

65.53

 

4.1

7.0

46

University

1

0

41.41

0.79

4.7

8.8

47

Intermediate

0

1

35.85

0.79

4.4

9.5

48

University

1

0

40.83

0.66

3.4

8.3

49

Intermediate

0

1

28.56

0.7

3.4

8.1

50

Intermediate

0

1

43.18

0.85

4.7

8.0

51

Intermediate

0

1

56.99

0.77

4.8

8.4

52

Intermediate

0

1

34.25

0.81

3.8

6.9

53

Intermediate

0

1

55.24

0.84

3.4

5.2

54

University

1

0

56.82

0.84

4.8

8.2

55

University

1

0

63.06

0.62

2.6

6.3

56

University

1

0

32.5

0.89

5.5

8.4

57

University

1

0

56.84

 

 

7.4

58

University

1

0

47.16

0.87

6.2

9.8

59

University

1

0

67.57

0.7

3.6

4.7

60

University

1

0

28.69

0.8

4.8

7.3

61

University

1

0

32.01

0.79

 

9.5

62

University

1

0

67.53

0.69

2.7

4.4

63

University

1

0

40.38

0.76

4

7.4

64

University

1

0

44.59

0.72

4.6

6.9

65

University

1

0

38.81

0.82

4.5

9.5

66

High school

0

0

48.19

0.68

4.5

7.7

67

Intermediate

0

1

48.39

0.92

4.3

9.5

68

University

1

0

29.91

0.79

5.1

7.7

69

University

1

0

29

0.74

5

9.5

70

University

1

0

40.73

0.87

4.8

9.9

71

University

1

0

32.32

0.88

5.9

8.7

72

University

1

0

43.29

0.77

5.4

8.8

73

University

1

0

55.27

0.84

5

8.4

74

University

1

0

39.37

0.93

4.2

9.5

75

Intermediate

0

1

52.52

0.95

5.6

9.9

76

Intermediate

0

1

49.15

0.95

3.6

9.9

77

Intermediate

0

1

45.42

0.92

4.5

8.6

78

Intermediate

0

1

60.52

0.72

 

6.5

79

University

1

0

42.05

0.43

2.8

7.0

80

Intermediate

0

1

41.77

0.74

3.8

8.7

81

University

1

0

38.83

0.88

4.4

8.5

82

High school

0

0

56.43

 

3.4

5.2

83

University

1

0

35.91

1

5.3

7.1

84

University

1

0

24.15

0.68

3.6

6.3

85

University

1

0

43.77

0.86

4.1

9.1

86

University

1

0

37.68

0.58

4.3

7.9

87

University

1

0

35.07

0.63

4.3

8.8

88

University

1

0

42.26

0.72

3.4

7.6

89

University

1

0

30.86

0.97

4.3

9.2

90

Intermediate

0

1

43.41

0.74

4.3

7.4

91

Intermediate

0

1

37.09

0.86

4.4

8.7

92

Intermediate

0

1

38.27

0.73

5

8.5

93

University

1

0

33.15

0.74

4.4

6.9

94

University

1

0

56.73

0.66

3.6

6.7

95

Intermediate

0

1

43.76

0.7

5.6

8.4

96

Intermediate

0

1

58.08

0.86

5.4

8.1

97

University

1

0

41.31

0.59

4.1

6.8

98

University

1

0

42.67

0.82

4.1

7.1

99

University

1

0

40.18

0.7

3.8

7.0

100

University

1

0

31.32

0.73

4.1

8.1

101

Intermediate

0

1

55.03

0.75

3.1

7.3

102

University

1

0

29.27

0.95

5.6

9.7

103

University

1

0

50.34

0.44

3.7

6.6

104

Intermediate

0

1

44.62

0.85

4.2

9.9

105

University

1

0

47.64

0.8

5.1

8.6

106

University

1

0

39.21

0.75

 

7.7

107

Intermediate

0

1

37.11

0.91

5

7.4

108

Intermediate

0

1

38.62

0.84

4.1

8.0

109

Intermediate

0

1

56.14

0.85

5.6

7.5

110

Intermediate

0

1

49.6

0.82

3.9

8.8

111

University

1

0

51.17

0.92

4.4

8.2

112

University

1

0

57

0.66

4.3

6.1

113

Intermediate

0

1

27.71

0.81

4.4

8.6

114

Intermediate

0

1

32.9

0.83

4.4

9.7

115

University

1

0

40.26

0.86

4.6

7.5

116

University

1

0

44.75

0.75

4.2

8.1

117

Intermediate

0

1

29.32

0.81

4.8

9.5

118

High school

0

0

27.97

0.69

2.3

4.0

119

Intermediate

0

1

64.3

0.72

4.3

6.4

120

University

1

0

56.91

0.86

4.7

6.8

121

University

1

0

52.78

0.74

4.8

7.6

122

University

1

0

38.23

0.8

3.7

8.4

123

University

1

0

51.14

0.85

4.5

8.7

124

High school

1

0

26.1

0.78

3.4

4.6

125

Intermediate

0

1

33.74

0.74

3.6

8.3

126

University

1

0

46.37

0.84

5

8.8

127

University

1

0

27.74

 

3.3

6.7

128

Intermediate

0

1

47.53

0.84

4.3

9.8

129

University

1

0

63.81

0.69

3.4

7.4

130

Intermediate

0

1

38.82

0.93

5.8

9.9

131

University

1

0

37.97

0.81

5

7.8

132

Intermediate

0

1

30.01

0.78

3.4

7.2

133

Intermediate

0

1

41.68

0.82

5.7

10.0

134

Intermediate

0

1

32.39

0.68

3.7

6.2

135

University

1

0

35.88

0.7

4.3

7.6

136

Intermediate

0

1

49.08

0.87

4.8

7.3

137

Intermediate

0

1

48.1

0.89

5.3

9.2

138

Intermediate

0

1

32.29

0.86

4.2

8.6

139

High school

0

0

62.86

0.71

4.2

6.1

140

University

1

0

28.65

0.84

4.6

8.3

141

University

1

0

29.21

 

4.1

5.9

142

High school

0

0

32.8

0.74

3.9

7.2

143

University

1

0

41.59

 

 

8.7

144

Intermediate

0

1

37.11

0.92

5.2

9.5

145

University

1

0

44.24

 

4.6

9.9

146

University

1

0

37.51

0.84

4.9

8.8

147

University

1

0

30.85

0.85

4.5

8.6

148

University

1

0

37.97

0.76

4.8

8.4

149

Intermediate

0

1

38.89

0.78

4.7

8.2

150

High school

0

0

61.42

0.42

2.1

2.6

151

Intermediate

0

1

33.44

0.78

5.4

8.4

152

University

1

0

37.75

 

5.4

8.8

153

Intermediate

0

1

37.68

0.8

5.5

10.0

154

University

1

0

45.29

0.75

3.7

7.1

155

University

1

0

55.8

0.85

5.4

7.9

156

University

1

0

39.15

0.93

4.6

8.2

157

University

1

0

47.07

0.83

4.6

7.3

158

Intermediate

0

1

47.21

0.75

3.7

8.5

159

University

1

0

30.44

0.65

3.3

7.8

160

University

1

0

40.3

0.86

4

9.7

161

Intermediate

0

1

41.66

0.92

5.8

9.4

162

University

1

0

33.4

0.96

 

8.6

163

University

1

0

28.27

0.83

 

8.4

164

University

1

0

41.44

0.7

3.7

6.5

165

University

1

0

30.42

0.72

 

6.4

166

University

1

0

52.33

0.76

3.6

6.3

167

University

1

0

26.15

0.43

1.9

1.4

168

University

1

0

28.16

 

4.6

8.6

169

University

1

0

41.83

0.89

3.8

8.0

170

University

1

0

43.09

0.98

4.7

9.3

171

University

1

0

29.77

0.86

3.3

7.3

172

University

1

0

30.8

0.94

4.8

9.2

173

University

1

0

29.54

0.65

3.6

6.1

174

University

1

0

62.63

0.96

4.3

5.9

175

University

1

0

61.32

0.65

3.5

4.0

176

University

1

0

59.23

0.61

3.2

6.2

177

University

1

0

52.77

0.64

3.6

7.8

178

Intermediate

0

1

33.62

0.84

5.1

7.4

179

University

1

0

43.12

0.84

5.5

8.4

180

University

1

0

41.85

0.81

3.9

8.6

181

University

1

0

57.64

0.89

4

5.6

182

University

1

0

37.61

0.77

4.5

8.0

183

University

1

0

27.9

0.77

4

7.0

184

University

1

0

62.81

0.62

3.1

7.1

185

Intermediate

0

1

29.5

0.72

4.6

8.1

186

University

1

0

26.72

0.6

4.8

7.0

187

University

1

0

31.83

0.72

4.5

6.3

188

University

1

0

40.79

0.8

4.4

7.9

189

Intermediate

0

1

45.25

0.62

 

8.3

190

High school

0

0

24.68

0.6

3.7

5.9

191

University

1

0

52.16

0.83

4.3

7.5

192

University

1

0

39.58

0.76

 

8.5

193

University

1

0

45.65

0.79

3.8

6.3

194

High school

0

0

28.2

0.85

4.9

8.2

195

University

1

0

53.23

0.87

4

8.5

196

Intermediate

0

1

48.9

0.62

3.2

6.5

197

University

1

0

51.07

0.75

 

7.6

198

University

1

0

52.85

 

4

7.0

199

University

1

0

30.62

0.76

4.3

8.4

200

University

1

0

48.39

 

4.9

9.7

Reference no: EM133094604

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