Know you algorithm: what media organizations need to explain to their users about news personalization

Abstract

Key Points: - If the right to an explanation is expected to effectively safeguard users’ rights, it must be interpreted in a manner that takes the contextual risks algorithms pose to those rights into account. - This article provides a framework of transparency instruments in the context of the news personalization algorithms employed by both traditional media organizations and social media companies. - Explaining the impact on a user’s news diet and the role of editorial values in the algorithm is especially important in this context. - Conversely, explanations of individual decisions and counterfactual explanations face specific practical and normative barriers that limit their utility.

algoritmes, frontpage, Journalistiek, medialaw, personalisatie

Bibtex

Article{Drunen2019, title = {Know you algorithm: what media organizations need to explain to their users about news personalization}, author = {Drunen, M. van and Helberger, N. and Bastian, M.}, url = {https://academic.oup.com/idpl/advance-article/doi/10.1093/idpl/ipz011/5544759}, doi = {https://doi.org/10.1093/idpl/ipz011}, year = {1001}, date = {2019-10-01}, journal = {International Data Privacy Law}, volume = {2019}, pages = {}, abstract = {Key Points: - If the right to an explanation is expected to effectively safeguard users’ rights, it must be interpreted in a manner that takes the contextual risks algorithms pose to those rights into account. - This article provides a framework of transparency instruments in the context of the news personalization algorithms employed by both traditional media organizations and social media companies. - Explaining the impact on a user’s news diet and the role of editorial values in the algorithm is especially important in this context. - Conversely, explanations of individual decisions and counterfactual explanations face specific practical and normative barriers that limit their utility.}, keywords = {algoritmes, frontpage, Journalistiek, medialaw, personalisatie}, }