Where Chess Pieces Are Most Often Captured (flowingdata.com)

The explanation for the Queen being so frequently captured on two squares is that it most commonly is captured on its starting square, or is exchanged with the other queen, so for white the most common is d1 and second is d8 and vice versa for black.

Keep your pieces away from those squares --> immediate advantage. :)