Systems and methods for gathering research data using multiple monitoring devices are provided. An example apparatus comprises interface circuitry to obtain, from a first computing device, a first indication of media output by the first computing device, the first indication including first metadata associated with the media; instructions; and processor circuitry to execute the instructions to: apply criteria to at least a portion of the first metadata; and cause storage of the first metadata associated with the media in a database.