In: Statistics and Probability
Gulf Real Estate Properties, Inc., is a real estate firm in southwest Florida. The company monitors condominium sales by collecting data on location, list price, sale price, and the number of days it takes to sell each unit. Each condo is classified as Gulf View if it is located directly on the Gulf of Mexico or No Gulf View if it is located on the bay or a golf course. The data set contains sales data for 40 Gulf View and 18 No Gulf View condos.
Part 1) Develop a 95% confidence interval estimate of the population mean sales price and population mean number of days to sell for both groups. Interpret your results.
Part 2) Assume the branch manager requested estimates of the mean selling price of Gulf View condominiums with a margin of error of $40,000 and the mean selling price of No Gulf View condominiums with a margin of error of $15,000. Using 95% confidence, how large should the sample sizes be? Using 99.9% confidence, how large should the sample sizes be?
Part 3) Gulf Real Estate Properties just signed contracts for two new listings: a Gulf View condominium with a list price of $589,000 and a No Gulf View condominium with a list price of $285,000. What is your estimate of the final selling price and number of days required to sell each of these units?
Part 4) Your boss believes that Gulf View condos sell more quickly that No Gulf View condos. Is this true? Test the Null Hypothesis that ??0: ??0 = ??1.
Part 5) Your boss also believes that Gulf View are more likely to sell for less than the listed price. Calculate the difference between the sale price and the list price, then perform a hypothesis test between the two means.
GULF VIEW
Sale Price,List Price,Days to Sell
475, 495, 130,
350, 379, 71,
519, 529, 85,
534.5, 552.5, 95,
334.9, 334.9, 119
505, 550, 92
165, 169.9, 197
210, 210, 56
945, 975, 73
314, 314, 126
305, 315, 88
800, 885, 282
975, 975, 100
445, 469, 56
305, 329, 49
330, 365, 48
312, 332, 88
495, 520, 161
405, 425, 149
669, 675, 142
400, 409, 28
649, 649, 29
305, 319, 140
410, 425, 85
340, 359, 107
449, 469, 72
875, 895, 129
430, 439, 160
400, 435, 206
227, 235, 91
618, 638, 100
600, 629, 97
309, 329, 114
555, 595, 45
315, 339, 150
200, 215, 48
375, 395, 135
425, 449, 53
465, 499, 86
428.5, 439, 158
NO GULF VIEW
Sale Price,List Price,Days to Sell
217, 217, 182
135.5, 148, 338
179, 186.5, 122
230, 239, 150
267.5, 279, 169
214, 215, 58
259, 279, 110
176.5, 179.9, 130
144.9, 149.9, 149
230, 235, 114
192, 199.8, 120
195, 210, 61
212, 226, 146
146.5, 149.9, 137
160, 160, 281
292.5, 322, 63
179, 187.5, 48
227, 247, 52
Part 1) Develop a 95% confidence interval estimate of the population mean sales price and population mean number of days to sell for both groups. Interpret your results.
We can use excel to find this
95% confidence interval estimateis obtained
GULF VIEW | No GULF VIEW | |||
Sale Price | Days to Sell | Sale Price | Days to Sell | |
Mean | 454.22 | 106.00 | 203.19 | 135.00 |
standard deviation | 192.52 | 52.22 | 43.89 | 76.30 |
n | 40.00 | 40.00 | 18.00 | 18.00 |
criticl value | 1.96 | 1.96 | 2.46 | 2.46 |
Upper interval | 513.88 | 122.18 | 228.62 | 179.21 |
Lower interval | 394.56 | 89.82 | 177.76 | 90.79 |
Part 2) Assume the branch manager requested estimates of the mean selling price of Gulf View condominiums with a margin of error of $40,000 and the mean selling price of No Gulf View condominiums with a margin of error of $15,000. Using 95% confidence, how large should the sample sizes be? Using 99.9% confidence, how large should the sample sizes be?
GULF VIEW | No GULF VIEW | |||
0.95 | 0.99 | 0.95 | 0.99 | |
Margin of error | 40 | 40 | 15 | 15 |
criticl value | 1.96 | 2.58 | 1.96 | 2.58 |
standard deviation | 192.52 | 52.22 | 43.89 | 76.30 |
n | 88.99 | 11.31 | 32.89 | 171.67 |