In such cases, communities need to engage in a conflict resolution “editorial” process (the Wikipedia community provides one ex-ample of such a process). A novel generation of data work spaces is needed where community participants can annotate base data with interpretation metadata, resolve their disagreements and clean up the data set, while partially clean and partially consistent data may still be available for inspection.