In: Statistics and Probability
Suppose that you are responsible for making arrangements for a business convention and that you have been charged with choosing a city for the convention that has the least expensive rooms. You have narrowed your choices to Atlanta and Houston. The table containing samples of prices for rooms in Atlanta and Houston is provided in the Excel Online file below. Construct a spreadsheet to answer the following questions. Because considerable historical data on the prices of rooms in both cities are available, the population standard deviations for the prices can be assumed to be $19.88 in Atlanta and $27.2 in Houston.
Atlanta | Houston |
85 | 65 |
115 | 145 |
60 | 80 |
110 | 80 |
105 | 100 |
80 | 145 |
105 | 115 |
115 | 140 |
85 | 140 |
105 | 120 |
60 | 85 |
95 | 150 |
65 | 120 |
70 | 120 |
125 | 115 |
80 | 110 |
110 | 95 |
115 | 130 |
95 | 90 |
95 | 75 |
125 | 150 |
115 | 105 |
70 | 110 |
85 | 120 |
105 | 75 |
120 | 70 |
75 | 135 |
70 | 115 |
105 | 55 |
95 | 140 |
90 | 135 |
125 | 110 |
75 | 60 |
115 | 105 |
115 | 70 |
140 | |
120 | |
105 | |
95 | |
80 |
Population Standard Deviation | Atlanta 19.88 |
Houston 27.20 |
Level of Significance 0.05
Based on the sample data, can you conclude that the mean price of a hotel room in Atlanta is lower than one in Houston?
z-value | (to 2 decimals) |
p-value | (to 4 decimals) |
Atlanta ( X ) | Σ ( Xi- X̅ )2 | Houston ( Y ) | Σ ( Yi- Y̅ )2 | |
85 | 121 | 65 | 1838.2656 | |
115 | 361 | 145 | 1378.2656 | |
60 | 1296 | 80 | 777.0156 | |
110 | 196 | 80 | 777.0156 | |
105 | 81 | 100 | 62.0156 | |
80 | 256 | 145 | 1378.2656 | |
105 | 81 | 115 | 50.7656 | |
115 | 361 | 140 | 1032.0156 | |
85 | 121 | 140 | 1032.0156 | |
105 | 81 | 120 | 147.0156 | |
60 | 1296 | 85 | 523.2656 | |
95 | 1 | 150 | 1774.5156 | |
65.0 | 961 | 120 | 147.0156 | |
70 | 676 | 120 | 147.0156 | |
125 | 841 | 115 | 50.7656 | |
80 | 256 | 110 | 4.52 | |
110 | 196 | 95 | 165.7656 | |
115 | 361 | 130 | 489.5156 | |
95 | 1 | 90 | 319.5156 | |
95 | 1 | 75 | 1080.7656 | |
125 | 841 | 150 | 1774.5156 | |
115 | 361 | 105 | 8.2656 | |
70 | 676 | 110 | 4.5156 | |
85 | 121 | 120 | 147.0156 | |
105 | 81 | 75 | 1080.7656 | |
120 | 576 | 70 | 1434.5156 | |
75 | 441 | 135 | 735.7656 | |
70 | 676 | 115 | 50.7656 | |
105 | 81 | 55 | 2795.7656 | |
95 | 1 | 140 | 1032.0156 | |
90 | 36 | 135 | 735.7656 | |
125 | 841 | 110 | 4.5156 | |
75 | 441 | 60 | 2292.0156 | |
115 | 361 | 105 | 8.2656 | |
115 | 361 | 70 | 1434.5156 | |
140 | 1032.0156 | |||
120 | 147.0156 | |||
105 | 8.2656 | |||
95 | 165.7656 | |||
80 | 777.0156 | |||
Total | 3360 | 13440 | 4315 | 28844.374 |
Mean X̅ = Σ Xi / n
X̅ = 3360 / 35 = 96
Mean Y̅ = ΣYi / n
Y̅ = 4315 / 40 = 107.875
To Test :-
H0 :- µ1 = µ2
H1 :- µ1 < µ2
Test Statistic :-
Z = -2.18
Test Criteria :-
Reject null hypothesis if Z < -Z(α)
Critical value Z(α) = Z( 0.05 ) = 1.645
Z < -Z(α) = 2.1758 < -1.645
Result :- Reject Null Hypothesis
P value = P ( Z < 2.18 ) = 0.0148
Looking for the value Z = -2.18 in standard normal table to find
the P value.
There is sufficient evidence to support the claim that the mean price of a hotel room in Atlanta is lower than one in Houston.