This presentation examined how several institutions on Flickr Commons – the Library of Congress, the Powerhouse Museum, the Smithsonian, New York Public Library, and Cornell University Library – are navigating the concept of evaluation in an emerging arena where compelling statistics are often qualitative, difficult to gather, and ever-changing. The joint presentation looked at how these different institutions managed metrics and evaluation in highly collaborative Web spaces.