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Determinants of Used Car Prices
Žiačik, Jan ; Baruník, Jozef (advisor) ; Kukačka, Jiří (referee)
With regard to the market share, used car market is on equal footing with market with new cars. Given its relevancy, there is an incentive to better understand its inner workings. One of the questions that can be posed, relevant especially to private individuals that want to buy or sell their car, is how the prices on used car market are determined. This research question was already focus of several previous studies, nevertheless, there are several methodological issues with them, the major being that they do not deal with model uncertainty arising from large number of possible determinants of used car prices. Therefore, the goal of this thesis is to address this shortcoming by implementing a new approach, Frequentist Model Averaging. To analyze the research question, we utilize a newly collected data set of more than 470 000 used car advertisements from several different European countries from website carvago.com. In addition to well established influence of technical attributes on the valuation of car, we also find evidence that the emission standard of car or the country that the car manufacturer is originating in, have also statistically significant effect on its valuation. Further, we also find, that there are significant regional differences in effects of different attributes. JEL...
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