De-centering the (Traditional) user: Multistakeholder evaluation of recommender systems

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Robin Burke, Gediminas Adomavicius, Toine Bogers, Tommaso Di Noia, Dominik Kowald, Julia Neidhardt, Özlem Özgöbek, Maria Soledad Pera, Nava Tintarev, Jürgen Ziegler

Published: 2025, Last Modified: 12 Dec 2025Int. J. Hum. Comput. Stud. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•A variety of stakeholders may be impacted by recommender systems.•Holistic evaluation requires considering multiple perspectives.•This area is underexplored in the research literature.•Example metrics and their derivations are described.