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Determinants of 2003 Ford Taurus Auction Prices Presented by: Brandon Briggs, Samantha Gardner, Brett Hanifin, Dane Louvier, Ali Irturk, Ryan Nabinger
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Introduction What goes into the auction price of a car?
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Data Set We examined the auction prices of 19,704 2003 Ford Taurus. All data was from individual auction records from Aucnet. Mileage Trim package Location Sale type Sale month
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Data Set Mileage – Numerical Variable Trim Package – Dummy Variables SE, LX, SES, SEL Location – Dummy Variables West, Middle, East Sale Type – Dummy Variables As is, Reposessions, Dealer, Fleet, Manufacturer Sale Month – Dummy Variables Jan 06 – Nov 06
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Descriptive Statistics PriceMileagetrimSEtrimSEStrimSELtrimLX Mean6,19457,7570.59030.33220.04860.0289 Standard Error121770.00350.00340.00150.0012 Median6200551351000 Mode6000662701000 Standard Deviation1638247750.49180.47100.21500.1675 Sample Variance26842766137996960.24190.22190.04620.0281 Kurtosis-0.22351.2503-1.8652-1.492415.636329.6527 Skewness-0.07870.7796-0.36740.71264.19945.6258 Range127002093221111 Minimum100011850000 Maximum137002105071111 Sum1219967541137575658116276543957569 Count19696
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Descriptive Statistics AsisDealerFleetleaseManufRepoWestMiddleEast Mean0.00080.25030.73350.00620.00910.14920.41280.4381 Standard Error0.00020.00310.00320.00060.00070.00250.0035 Median00100000 Mode00100000 Standard Deviation0.02850.43320.44210.07880.09520.35630.49230.4962 Sample Variance0.00080.18760.19550.00620.00910.12690.24240.2462 Kurtosis1226.3124-0.6701-0.8836155.1761104.45831.8800-1.8746-1.9378 Skewness35.04551.1532-1.056612.536410.31731.96970.35440.2497 Range11111111 Minimum00000000 Maximum11111111 Sum16492914448123180293881308628 Count19696
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Exploratory Data Analysis
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Percentage of Total Sales by Month
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Percentage of Total Sales by Location
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Percentage of Total Sales by Sale Type
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Percentage of Total Sales by Trim Type
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Regression Analysis
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Regression Results The F-statistic was 2393.282 P-value for F-statistic was significant at 5% level T-Statistics for manufacturers, repossessions, May, July, and August were not significant at the 5% level
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Regression Results Sale Type – Lowest to Highest As is Manufacture (statistically insignificant) Fleet lease Reposessions (statistically insignificant) Dealer Sale Month Later months decrease price more than earlier months
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Regression Results
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Mileage decreases auction price Trim type – Lowest to Highest LX SE SES SEL Location – Lowest to Highest West East Middle
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Price as a Function of Mileage
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