data management analysis and reporting

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Complete parts A - D of question 45 from Chapter 7, page 444, using file P08_07.xlsx

P08_07.xlsx

The file P08_07.xlsx contains a random sample of

200 service times during the busiest hour of the day

at a particular fast-food restaurant. Find a 95%

confidence interval for each of the following

population parameters. Then explain how each result

might be useful to the manager of the restaurant in

terms of improving service.

a. The mean service time

b. The standard deviation of service times

c. The proportion of service times longer than

90 seconds

d. The proportion of service times shorter than

60 seconds

Unformatted Attachment Preview

This is fictitious data. Customer 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 Time 138.6 43.3 57.5 84.2 44.7 30.4 317.6 82.4 67.0 84.6 71.0 39.2 68.7 40.2 44.2 73.0 37.7 54.4 94.4 38.8 129.5 51.1 45.6 114.5 91.3 94.8 94.7 102.3 31.1 40.0 38.8 90.9 32.1 35.6 198.5 96.6 115.2 110.7 181.6 60.6 143.5 50.3 111.9 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 76 77 78 79 80 81 82 83 84 85 86 87 79.1 65.9 178.1 96.2 38.4 141.0 63.0 47.2 44.5 248.8 34.5 44.8 30.9 133.4 41.2 34.8 30.7 269.5 64.3 171.8 51.2 117.5 41.6 96.7 58.6 49.1 58.2 43.1 134.1 149.8 120.5 32.2 128.3 113.7 154.9 68.0 52.5 63.5 40.7 164.9 211.1 225.8 162.0 163.5 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 79.3 52.5 84.6 72.2 69.8 89.3 365.4 35.9 96.9 62.4 79.5 152.0 212.1 152.8 87.6 188.4 67.0 122.8 158.1 138.9 155.0 91.6 194.2 74.8 269.4 30.4 112.0 67.3 210.2 97.6 71.5 39.3 30.7 68.5 45.0 132.6 91.2 60.1 90.6 81.2 58.2 40.9 46.8 45.5 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 88.6 40.0 165.7 56.7 49.8 230.4 41.5 70.6 37.2 107.1 75.2 197.8 50.2 77.1 85.6 167.9 86.5 40.5 66.0 46.7 49.9 175.1 193.7 34.1 119.5 72.3 183.8 31.1 166.9 126.9 190.1 120.0 38.3 35.2 100.4 70.8 102.3 101.7 54.9 123.5 43.8 66.4 38.0 144.4 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 37.6 68.3 88.8 132.3 112.4 52.5 42.7 85.0 92.7 90.8 256.0 50.0 226.1 113.8 41.1 77.1 517.7 112.0 76.3 73.2 88.4 198.4 36.9 47.6 50.7 This is fictitious data. Customer 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 Time 138.6 43.3 57.5 84.2 44.7 30.4 317.6 82.4 67.0 84.6 71.0 39.2 68.7 40.2 44.2 73.0 37.7 54.4 94.4 38.8 129.5 51.1 45.6 114.5 91.3 94.8 94.7 102.3 31.1 40.0 38.8 90.9 32.1 35.6 198.5 96.6 115.2 110.7 181.6 60.6 143.5 50.3 111.9 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 76 77 78 79 80 81 82 83 84 85 86 87 79.1 65.9 178.1 96.2 38.4 141.0 63.0 47.2 44.5 248.8 34.5 44.8 30.9 133.4 41.2 34.8 30.7 269.5 64.3 171.8 51.2 117.5 41.6 96.7 58.6 49.1 58.2 43.1 134.1 149.8 120.5 32.2 128.3 113.7 154.9 68.0 52.5 63.5 40.7 164.9 211.1 225.8 162.0 163.5 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 79.3 52.5 84.6 72.2 69.8 89.3 365.4 35.9 96.9 62.4 79.5 152.0 212.1 152.8 87.6 188.4 67.0 122.8 158.1 138.9 155.0 91.6 194.2 74.8 269.4 30.4 112.0 67.3 210.2 97.6 71.5 39.3 30.7 68.5 45.0 132.6 91.2 60.1 90.6 81.2 58.2 40.9 46.8 45.5 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 88.6 40.0 165.7 56.7 49.8 230.4 41.5 70.6 37.2 107.1 75.2 197.8 50.2 77.1 85.6 167.9 86.5 40.5 66.0 46.7 49.9 175.1 193.7 34.1 119.5 72.3 183.8 31.1 166.9 126.9 190.1 120.0 38.3 35.2 100.4 70.8 102.3 101.7 54.9 123.5 43.8 66.4 38.0 144.4 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 37.6 68.3 88.8 132.3 112.4 52.5 42.7 85.0 92.7 90.8 256.0 50.0 226.1 113.8 41.1 77.1 517.7 112.0 76.3 73.2 88.4 198.4 36.9 47.6 50.7
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Explanation & Answer

Attached.

Name
Title
Institution
Instructor
Date

A. The Mean Service Time
Mean service time is 97.2 Sec
Sample size is 200
Standard Deviation is 67.3 Sec
Therefore, standard error of mean time value,
𝑠

𝑆𝐸 = √𝑛

67.3

= √200
=4.8
But 95% confidence interval is,

𝑥 ∓ 𝑡𝑎/2(𝑛−1) ×

𝑆
√𝑛

We require value of t for a/2=0.025 and (n-1) =199d.f. which,
T0.025.199 = TINV (0.025, 199)
=2.2585
On substitution,
97.2-2.2585×4.8≤ 𝜇 ≤ 97.2 − 2.2585×4.8
The answer: 86.4327≤𝜇 ≤ 107.9413
The average of service time lies between the interval 86.43 Sec and 108 Sec, which implies that
best average time is 86 Sec, whereas worst average time is 107 Sec. If the management needs

improvement, the process should be monitored closely and reduce the bottlenecks. This will
improve the efficiency.
B. Standard Deviation
Standard deviation = 67.3 Sec
95% confidence intervals for population standard deviation are;
(𝑛−1)𝑆 2

√𝑋 2 (𝑛−1)∝/2 ≤ 𝜎 ≤ √

(𝑛−1)𝑆 2
𝑋 2 (𝑛−1)(1−


2

......... (1)

We can find Chi-square value using CHIINV function.
X2 (n-1).a/2 = X2199.0.025
= CHIINV

(0.025, 199)

= 235.9597
X2 (n-1)(1-.a/2 = X2199.0.975
= CHIINV (0.975, 199)
= 161.8262
After substituting we get;

...


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