Provided herein are methods of recording objective responses of a subject to stimuli, and devices and user interfaces (UI) for use therewith. In particular, the present invention provides UIs that allow a user to record objective multivariable responses to stimuli, devices comprising such UIs, and methods of using such UIs and devices to assess the characteristics of a sample or product.