To enable targeted ads, companies profile Internet users, automatically inferring potential interests and demographics. While current profiling centers on users' web browsing data, smartphones other devices with rich sensing capabilities portend techniques that draw methods from ubiquitous computing. Unfortunately, even existing ad-targeting practices remain opaque to engendering distrust, resi...