The Role of Fairness and Diversity in User Choices and Perceptions of Music Playlists (Supplementary Materials)

<p><strong>Supplementary material</strong><br>Here, we offer the supplementary material that was used during the study referenced below.<br>For details on the provided materials, please refer to the README.txt file.</p> <p><strong>Paper title</strong><br>The Role of Fairness and Diversity in User Choices and Perceptions of Music Playlists</p> <p><strong>Paper abstract</strong><br>Nowadays, most listeners access music through streaming platforms, which has transformed how recommendations are delivered and received. Notable work has been done on improving fairness for end users or item providers in music recommender systems, often applying pre-processing and re-ranking approaches. However, the positive influence users may exert on fairness through their music selection has not been sufficiently studied. This paper explores whether providing users with insights into the fairness and diversity of recommendations could lead to fairer music selections. To this aim, we conducted a qualitative study with 18 participants involving a think-aloud playlist task and in-depth interviews. The results indicate that while music taste was the deciding factor in participants' choices, insights into fairness did help them reflect on their selections. Our study shows that participants' playlist choices at times conflict with their expressed fairness values, highlighting the need to support users in aligning decisions with their values.</p> <p><strong>Citation</strong><br>Karlijn Dinnissen, Shah Noor Khan, Hanna Hauptmann, Eelco Herder & Judith Masthoff. 2025. The Role of Fairness and Diversity in User Choices and Perceptions of Music Playlists. In Proceedings of the 36th ACM Conference on Hypertext and Social Media<em> (HYPERTEXT ’25), September 15-19, 2025, Chicago, IL, USA.</em> ACM, New York, NY, USA, 10 pages. https://doi.org/10.1145/3720553.3746671</p>

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-07-04
DOI
https://doi.org/10.5281/zenodo.15807624
Primary Topic
Recommender Systems and Techniques
Type
article
Field-Weighted Citation Impact
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article

The Role of Fairness and Diversity in User Choices and Perceptions of Music Playlists (Supplementary Materials)

Zenodo (CERN European Organization for Nuclear Research)
Recommender Systems and Techniques
article

The Role of Fairness and Diversity in User Choices and Perceptions of Music Playlists (Supplementary Materials)

article en

Abstract

<p><strong>Supplementary material</strong><br>Here, we offer the supplementary material that was used during the study referenced below.<br>For details on the provided materials, please refer to the README.txt file.</p> <p><strong>Paper title</strong><br>The Role of Fairness and Diversity in User Choices and Perceptions of Music Playlists</p> <p><strong>Paper abstract</strong><br>Nowadays, most listeners access music through streaming platforms, which has transformed how recommendations are delivered and received. Notable work has been done on improving fairness for end users or item providers in music recommender systems, often applying pre-processing and re-ranking approaches. However, the positive influence users may exert on fairness through their music selection has not been sufficiently studied. This paper explores whether providing users with insights into the fairness and diversity of recommendations could lead to fairer music selections. To this aim, we conducted a qualitative study with 18 participants involving a think-aloud playlist task and in-depth interviews. The results indicate that while music taste was the deciding factor in participants' choices, insights into fairness did help them reflect on their selections. Our study shows that participants' playlist choices at times conflict with their expressed fairness values, highlighting the need to support users in aligning decisions with their values.</p> <p><strong>Citation</strong><br>Karlijn Dinnissen, Shah Noor Khan, Hanna Hauptmann, Eelco Herder & Judith Masthoff. 2025. The Role of Fairness and Diversity in User Choices and Perceptions of Music Playlists. In Proceedings of the 36th ACM Conference on Hypertext and Social Media<em> (HYPERTEXT ’25), September 15-19, 2025, Chicago, IL, USA.</em> ACM, New York, NY, USA, 10 pages. https://doi.org/10.1145/3720553.3746671</p>

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The Role of Fairness and Diversity in User Choices and Perceptions of Music Playlists (Supplementary Materials) · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS