Does oil promote browning of foods?

Recently I've started to roast vegetables without adding oil in a bid to eat healthier. However, they end up coming out of the oven looking more dry instead of crisp and browned, with not as much of that roasted flavour. Casual googling has lead me to the Maillard reaction, but is this reaction affected by the amount oil covering the food?