Human ranked/sorted items
There are statistical models for relative ranking.  I'd suggest taking a look at the Bradley–Terry model.  The data is sometimes known as paired comparison data.

See also Analysis and classification based on data points,  Peer grading design - choosing a graph, to get accurate rankings/ratings, https://stats.stackexchange.com/q/83005/2921.