Advertising and mobile behavior analyst Flurry has supplemented their studies on the shift over the last year to "freemium" model for games with further data that suggest that in-app purchases are largely spent on items that will be "consumed" in-game as opposed to items such as ad-free upgrades or "permanent" items. Flurry analyzed over 57 million transactions across a group of Android and iOS freemium games.