You will very quickly learn to loathe driving in Dubai so I strongly suggest you live as close to the airport as possible whilst maintaining quality of life.
As an immediate and unforgettable education in this respect, soon after arriving in Dubai take a taxi from Mall of the Emirates to the airport at 1800.