In: Statistics and Probability
A Deloitte employment survey asked a sample of human resource executives how their company planned to change its workforce over the next 12 months. A categorical response variable showed three options: The company plans to hire and add to the number of employees, the company plans no change in the number of employees, or the company plans to lay off and reduce the number of employees. Another categorical variable indicated if the company was private or public. Sample data for 180 companies are contained in the Excel Online file below. Construct a spreadsheet to answer the following questions.
a. Conduct a test of independence to determine if the employment plan for the next 12 months is independent of the type of company. At a .05 level of significance, what is your conclusion?
Compute the value of the x^2 test statistic (to 2 decimals).
(___)
The p-value is (___) (to 4 decimals).
b. Discuss any differences in the employment plans for private and public companies over the next 12 months.
(___)% (to 2 decimals) of private companies plan on adding employees.
(___)% (to 2 decimals) of public companies plan on laying off employees.
Respondent | Plan | Company |
1 | LayOff | Private |
2 | Add | Public |
3 | LayOff | Public |
4 | Add | Public |
5 | LayOff | Public |
6 | Add | Private |
7 | LayOff | Public |
8 | Add | Public |
9 | Add | Private |
10 | Add | Public |
11 | NoChange | Public |
12 | NoChange | Public |
13 | Add | Public |
14 | Add | Public |
15 | LayOff | Private |
16 | LayOff | Public |
17 | NoChange | Private |
18 | Add | Public |
19 | NoChange | Private |
20 | Add | Public |
21 | NoChange | Private |
22 | NoChange | Public |
23 | NoChange | Public |
24 | NoChange | Private |
25 | LayOff | Public |
26 | NoChange | Private |
27 | Add | Private |
28 | NoChange | Private |
29 | NoChange | Public |
30 | Add | Public |
31 | LayOff | Public |
32 | Add | Private |
33 | NoChange | Public |
34 | LayOff | Public |
35 | Add | Public |
36 | NoChange | Public |
37 | Add | Public |
38 | NoChange | Public |
39 | Add | Private |
40 | Add | Public |
41 | Add | Public |
42 | Add | Private |
43 | NoChange | Public |
44 | Add | Public |
45 | NoChange | Public |
46 | NoChange | Public |
47 | NoChange | Public |
48 | LayOff | Private |
49 | Add | Private |
50 | LayOff | Private |
51 | Add | Private |
52 | Add | Public |
53 | Add | Public |
54 | LayOff | Public |
55 | Add | Public |
56 | NoChange | Private |
57 | LayOff | Private |
58 | LayOff | Public |
59 | Add | Private |
60 | NoChange | Public |
61 | Add | Private |
62 | Add | Private |
63 | Add | Public |
64 | NoChange | Public |
65 | LayOff | Private |
66 | Add | Private |
67 | Add | Private |
68 | Add | Private |
69 | Add | Public |
70 | NoChange | Private |
71 | Add | Private |
72 | LayOff | Public |
73 | NoChange | Private |
74 | Add | Private |
75 | NoChange | Public |
76 | NoChange | Public |
77 | LayOff | Public |
78 | NoChange | Public |
79 | LayOff | Public |
80 | Add | Private |
81 | NoChange | Public |
82 | Add | Public |
83 | Add | Public |
84 | Add | Public |
85 | LayOff | Private |
86 | NoChange | Public |
87 | NoChange | Private |
88 | Add | Public |
89 | LayOff | Public |
90 | Add | Private |
91 | NoChange | Public |
92 | Add | Public |
93 | LayOff | Public |
94 | Add | Public |
95 | LayOff | Public |
96 | LayOff | Private |
97 | Add | Private |
98 | Add | Public |
99 | LayOff | Public |
100 | LayOff | Private |
101 | LayOff | Public |
102 | NoChange | Public |
103 | NoChange | Private |
104 | LayOff | Public |
105 | NoChange | Private |
106 | LayOff | Public |
107 | Add | Public |
108 | Add | Private |
109 | LayOff | Public |
110 | LayOff | Private |
111 | NoChange | Private |
112 | NoChange | Public |
113 | Add | Private |
114 | Add | Public |
115 | LayOff | Private |
116 | NoChange | Public |
117 | LayOff | Public |
118 | Add | Private |
119 | NoChange | Private |
120 | LayOff | Public |
121 | Add | Private |
122 | Add | Private |
123 | LayOff | Public |
124 | LayOff | Private |
125 | Add | Private |
126 | NoChange | Public |
127 | Add | Public |
128 | LayOff | Public |
129 | LayOff | Private |
130 | NoChange | Public |
131 | LayOff | Private |
132 | NoChange | Public |
133 | LayOff | Public |
134 | Add | Private |
135 | NoChange | Private |
136 | NoChange | Public |
137 | NoChange | Public |
138 | Add | Private |
139 | NoChange | Public |
140 | LayOff | Public |
141 | Add | Public |
142 | Add | Public |
143 | Add | Private |
144 | LayOff | Private |
145 | LayOff | Private |
146 | LayOff | Private |
147 | NoChange | Public |
148 | NoChange | Public |
149 | NoChange | Public |
150 | NoChange | Public |
151 | LayOff | Public |
152 | LayOff | Public |
153 | Add | Public |
154 | Add | Private |
155 | NoChange | Public |
156 | NoChange | Private |
157 | NoChange | Private |
158 | LayOff | Public |
159 | NoChange | Private |
160 | Add | Public |
161 | LayOff | Private |
162 | Add | Private |
163 | Add | Public |
164 | Add | Private |
165 | LayOff | Public |
166 | LayOff | Public |
167 | NoChange | Public |
168 | Add | Public |
169 | NoChange | Private |
170 | LayOff | Public |
171 | NoChange | Public |
172 | NoChange | Public |
173 | LayOff | Public |
174 | LayOff | Public |
175 | LayOff | Public |
176 | Add | Public |
177 | NoChange | Public |
178 | Add | Private |
179 | LayOff | Private |
180 | LayOff | Public |
(a) The x^2 test statistic = 3.09
The p-value is 0.2137.
(b) 45.71% (to 2 decimals) of private companies plan on adding employees.
32.73% (to 2 decimals) of public companies plan on laying off employees.
Private | Public | Total | |
LayOff | 19 | 36 | 55 |
Add | 32 | 36 | 68 |
NoChange | 19 | 38 | 57 |
Total | 70 | 110 | 180 |
Private | Public | Total | ||
LayOff | Observed | 19 | 36 | 55 |
Expected | 21.39 | 33.61 | 55.00 | |
O - E | -2.39 | 2.39 | 0.00 | |
(O - E)² / E | 0.27 | 0.17 | 0.44 | |
Add | Observed | 32 | 36 | 68 |
Expected | 26.44 | 41.56 | 68.00 | |
O - E | 5.56 | -5.56 | 0.00 | |
(O - E)² / E | 1.17 | 0.74 | 1.91 | |
NoChange | Observed | 19 | 38 | 57 |
Expected | 22.17 | 34.83 | 57.00 | |
O - E | -3.17 | 3.17 | 0.00 | |
(O - E)² / E | 0.45 | 0.29 | 0.74 | |
Total | Observed | 70 | 110 | 180 |
Expected | 70.00 | 110.00 | 180.00 | |
O - E | 0.00 | 0.00 | 0.00 | |
(O - E)² / E | 1.89 | 1.20 | 3.09 | |
3.09 | chi-square | |||
2 | df | |||
.2137 | p-value |
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