Apparently, a shirt (high item level) will increase your average item level.
I was at average item level 342, put on Pink Mageweave Shirt - Item - World of Warcraft and went to 344.
tl;dr - Get Pink Mageweave Shirt - Item - World of Warcraft - Wear it.
Enjoy