Systems and methods for presenting search results ordered, at least in part, based upon indicated user preferences are provided. User preferences for one potential search result over another that are free of position bias are obtained utilizing random relative order interchange of juxtaposed, ranked search results. Upon receipt of a search query, a determination is made to present at least a portion of search results satisfying the received query ordered based on user preferences, whether or not the order coincides with that determined using a ranking algorithm. In this way, presented search results are ordered, at least in part, according to user preferences, thus improving the relevance of the output relative to standard ranking algorithms alone.