Methods and apparatus to identify users of handheld computing devices are disclosed. An example method includes generating, via a logic circuit, a first handling pattern indicative of a manner in which a handheld computing device is moved while the handheld computing device is presenting media; and storing the first handling pattern and corresponding user identification information in a database, handling patterns stored in the database to identify users of the handheld computing device.