Abstract: Example systems and methods to determine the impact or effectiveness of a test subject on a panelist are disclosed herein. An example method involves obtaining first implicit response data from a panelist at a first time period before an interaction during which the panelist is exposed to a test subject, obtaining second implicit response data from the panelist at a second time period after the interaction, and determining an impact of the test subject on the panelist based on the first and second implicit response data.