The only location problem in Dxb is if you need to commute to the airport everyday, traffic across the bridges in rush hour can be a hassle.
Mirdiff villas are same side as airport (some in the flightpath) but only 10km from the office.
The flash flats are down Sheik Zayed Rd, a bit likeliving on the M25.
Jumeriah is expat ville...loads of villas but more expensive than Mirdiff and you have the bridge factor.
Our crews only come to the office when flying, so most live out Jumeriah side as they are close to beach and expat facilities. Staff who commute daily tend to stay airport side of the creek.