of branded keywords in search advertising. My dissertation begins with an observation on different patterns of branded … keyword purchase behavior by the brand owner and its competitor. Under some branded keywords, we observe in the sponsored link …, only the brand owner or only the competitor. However, under some other branded keywords, we observe both firms, or neither …