In: Statistics and Probability
A1 Hotels operates luxury hotels throughout the world. Recently, motivated by some incidents that appeared in the news, they have been concerned about the quality of service. The company has been giving the following survey to its clients after their stay:
How would you rate the quality of your room? Select
one.
Good(G), Poor(P)
How would you rate the quality of your food? Select
one.
Good(G), Poor(P)
How would you rate the quality of your service? Select
one.
Good (G), Poor(P)
Any customer who answered “Poor” to at least one of the three
questions up above is considered to be “dissatisfied.”
Traditionally, 40% of customers have been dissatisfied.
A1 Hotels would like to study customer satisfaction. Therefore, 200
survey responses were recently chosen at random for analysis. The
complete data set is in the file named Hotels.
Managerial Report
Prepare a report (see below) for A1 Hotels that summarizes your assessment of customer satisfaction. Be sure to include the following seven items in your report.
To summarize the data, compute the proportion of all clients that
Answered “Poor” to room quality.
Answered “Poor” to food quality.
Answered “Poor” to service quality.
Develop the 92% confidence interval for the proportion of all recent clients that were “dissatisfied.” What is the margin of error? What are the lower (or left) and upper (or right) endpoints of the confidence interval? Interpret your results.
Develop the 92% confidence interval for the proportion of all recent clients who answered “Poor” to room quality. What is the margin of error? What are the lower (or left) and upper (or right) endpoints of the confidence interval? Interpret your results.
Develop the 92% confidence interval for the proportion of all recent clients who answered “Poor” to food quality. What is the margin of error? What are the lower (or left) and upper (or right) endpoints of the confidence interval? Interpret your results.
Develop the 92% confidence interval for the proportion of all recent clients who answered “Poor” to service quality. What is the margin of error? What are the lower (or left) and upper (or right) endpoints of the confidence interval? Interpret your results.
Conduct a hypothesis test (using either the p-Value Approach or the Critical Value Approach) to determine if the proportion of all recent clients is more dissatisfied than the traditional level of dissatisfaction. Use ? = 0.08. Do not forget to include the correctly worded hypotheses and show all the steps required to conduct the hypothesis test.
What advice would you give to A1 Hotels based upon your analysis of the data? What is the magnitude of the issue? How can this study be improved?
****Please make sure that is work is original, giving detail to how the information was found. Thank you.
Client | Room Quality | Food Quality | Service Quality |
1 | G | P | G |
2 | G | G | G |
3 | G | G | G |
4 | G | P | G |
5 | G | G | G |
6 | P | G | G |
7 | G | G | G |
8 | G | P | G |
9 | P | G | P |
10 | G | G | G |
11 | G | G | G |
12 | P | P | P |
13 | G | G | G |
14 | G | G | G |
15 | G | G | P |
16 | P | P | P |
17 | G | G | G |
18 | G | G | G |
19 | P | G | P |
20 | P | G | P |
21 | G | G | G |
22 | P | G | P |
23 | P | P | P |
24 | G | G | G |
25 | G | G | G |
26 | G | P | P |
27 | G | P | G |
28 | G | G | G |
29 | P | P | P |
30 | P | G | G |
31 | G | G | G |
32 | P | P | P |
33 | P | G | G |
34 | P | G | P |
35 | G | G | G |
36 | P | G | P |
37 | G | G | G |
38 | P | G | P |
39 | G | G | G |
40 | G | P | G |
41 | G | P | G |
42 | G | G | G |
43 | G | G | P |
44 | P | G | P |
45 | P | G | G |
46 | P | G | G |
47 | G | P | P |
48 | G | G | G |
49 | G | P | P |
50 | P | P | P |
51 | G | G | G |
52 | P | P | G |
53 | P | P | P |
54 | G | G | G |
55 | G | G | G |
56 | G | G | G |
57 | G | G | P |
58 | G | G | G |
59 | G | P | P |
60 | P | G | P |
61 | G | P | P |
62 | G | G | G |
63 | G | P | G |
64 | G | G | G |
65 | P | P | P |
66 | G | P | G |
67 | G | G | G |
68 | G | G | G |
69 | G | G | G |
70 | G | G | P |
71 | G | G | G |
72 | G | G | G |
73 | G | G | G |
74 | G | G | P |
75 | G | G | P |
76 | P | P | P |
77 | G | G | G |
78 | G | G | G |
79 | G | G | P |
80 | G | G | G |
81 | G | G | G |
82 | G | G | G |
83 | P | G | G |
84 | G | G | G |
85 | G | G | G |
86 | G | P | P |
87 | G | G | G |
88 | P | P | P |
89 | G | G | G |
90 | P | G | P |
91 | G | G | G |
92 | G | G | G |
93 | G | P | G |
94 | G | G | G |
95 | G | P | P |
96 | G | G | G |
97 | P | G | P |
98 | G | P | G |
99 | G | G | G |
100 | G | G | G |
101 | G | P | P |
102 | G | G | G |
103 | P | P | G |
104 | G | P | G |
105 | G | P | G |
106 | G | G | G |
107 | P | G | G |
108 | G | G | G |
109 | G | G | G |
110 | G | G | G |
111 | G | G | G |
112 | G | G | G |
113 | P | P | P |
114 | G | G | G |
115 | G | G | G |
116 | G | G | G |
117 | G | G | G |
118 | G | G | G |
119 | P | P | G |
120 | G | G | G |
121 | G | G | G |
122 | P | G | P |
123 | G | G | G |
124 | G | G | G |
125 | G | G | G |
126 | G | G | G |
127 | G | G | G |
128 | G | G | G |
129 | G | G | P |
130 | G | G | G |
131 | G | G | P |
132 | G | P | G |
133 | G | G | G |
134 | G | G | G |
135 | G | G | G |
136 | G | G | G |
137 | G | G | G |
138 | G | P | G |
139 | P | P | G |
140 | G | G | G |
141 | P | P | G |
142 | G | G | G |
143 | G | G | G |
144 | P | P | P |
145 | G | G | G |
146 | G | G | G |
147 | G | G | G |
148 | G | G | G |
149 | G | G | G |
150 | G | G | P |
151 | G | G | G |
152 | G | G | G |
153 | G | G | G |
154 | G | G | G |
155 | G | G | G |
156 | G | G | G |
157 | P | P | P |
158 | G | P | G |
159 | G | G | G |
160 | G | G | G |
161 | G | G | G |
162 | P | P | G |
163 | G | G | P |
164 | G | G | G |
165 | P | G | P |
166 | G | P | G |
167 | G | G | P |
168 | P | G | G |
169 | G | G | G |
170 | G | G | P |
171 | G | G | G |
172 | P | P | P |
173 | G | G | G |
174 | G | G | G |
175 | G | P | G |
176 | G | G | G |
177 | G | G | G |
178 | P | P | G |
179 | G | G | G |
180 | G | G | P |
181 | G | G | G |
182 | G | G | G |
183 | G | G | G |
184 | G | G | G |
185 | G | P | P |
186 | G | G | G |
187 | G | G | G |
188 | G | G | G |
189 | G | G | G |
190 | G | G | G |
191 | G | G | G |
192 | G | G | G |
193 | G | G | G |
194 | G | G | G |
195 | G | G | P |
196 | G | G | G |
197 | G | G | G |
198 | G | G | G |
199 | G | P | P |
200 | G | G | G |
proportion of all clients who answered “Poor” to room quality
proportion of all clients who answered “Poor” to food quality
proportion of all clients who answered “Poor” to service quality
92% confidence interval for proportion of all clients who answered “Poor” to room quality
The Margin of error is
92% confidence interval for proportion of all clients who answered “Poor” to room quality
92% confidence interval for proportion of all clients who answered “Poor” to service quality
The hypothesis are define as,
H0: The proportion of recent and tradition level of dissatisfaction
are equal.
Ha: The proportion of level of dissatisfaction for recent clients are greater than tradition client,
Where
To test the hypothesis at 92% significance level (alpha=0.08) z statistic is used.
The z-statistic is,
The significance level is , and the critical value for a right-tailed test is (the critical value can be obtained using z distribution table or either can be obtained using excel function =NORM.S.INV(0.92)
Decision Rule: The null hypothesis is rejected if,
The
Hence the null hypothesis can not be rejected. Now we can state that there is no significant difference between two proportion at 8% significance level.
To calculate the proportion of dissatisfaction count the number of dissatisfation in sample of 200. You will be found that total 114 dissatisy client
Client | Room Quality | Food Quality | Service Quality | Level of Disatisfation | Comment |
1 | G | P | G | Dissatisfy | Dissatisfy because There is a "Poor" rating |
2 | G | G | G | Satisfy | Because all Rating are "Good" |
3 | G | G | G | Satisfy | |
4 | G | P | G | Dissatisfy | |
5 | G | G | G | Satisfy | |
6 | P | G | G | Dissatisfy | |
7 | G | G | G | Satisfy | |
8 | G | P | G | Dissatisfy |