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To address this gap, we conducted an empirical study of a YouTube video GRS involving 23 participants across 8 groups over 16\u2009days. Using experience prototyping combined with a diary study and follow-up interviews, we investigated users\u2019 perceptions of three design attributes of GRS:\n                    <jats:italic toggle=\"yes\">algorithmic controllability, algorithmic transparency,<\/jats:italic>\n                    and\n                    <jats:italic toggle=\"yes\">behavioral visibility.<\/jats:italic>\n                    Our findings reveal the social experiences enabled by these design attributes, as well as the challenges and concerns that emerged. Based on these findings, we conceptualize five roles of GRS as a social catalyst (i.e.,\n                    <jats:italic toggle=\"yes\">Hinter, Connector, Probe, Homing Pigeon,<\/jats:italic>\n                    and\n                    <jats:italic toggle=\"yes\">Provocateur<\/jats:italic>\n                    ) and suggest design considerations for leveraging GRS as a novel design material to facilitate meaningful social interactions.\n                  <\/jats:p>","DOI":"10.1145\/3793676","type":"journal-article","created":{"date-parts":[[2026,1,27]],"date-time":"2026-01-27T13:35:52Z","timestamp":1769520952000},"page":"1-38","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Exploring Design Considerations for Group Recommendation Systems as a Social Catalyst"],"prefix":"10.1145","volume":"33","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6387-1661","authenticated-orcid":false,"given":"Daehyun","family":"Kwak","sequence":"first","affiliation":[{"name":"Department of Industrial Design, Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-7371-5895","authenticated-orcid":false,"given":"Yongjae","family":"Sohn","sequence":"additional","affiliation":[{"name":"Department of Industrial Design, Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3238-9404","authenticated-orcid":false,"given":"Youn-kyung","family":"Lim","sequence":"additional","affiliation":[{"name":"Department of Industrial Design, Korea Advanced Institute of Science and Technology, Daejeon, Republic of Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2026,4,15]]},"reference":[{"key":"e_1_3_2_2_2","doi-asserted-by":"publisher","DOI":"10.1145\/3555161"},{"key":"e_1_3_2_3_2","doi-asserted-by":"publisher","DOI":"10.1145\/3687063"},{"key":"e_1_3_2_4_2","doi-asserted-by":"publisher","DOI":"10.1145\/1864708.1864733"},{"key":"e_1_3_2_5_2","doi-asserted-by":"publisher","DOI":"10.1007\/s11257-023-09363-0"},{"key":"e_1_3_2_6_2","doi-asserted-by":"publisher","DOI":"10.1145\/3343038"},{"key":"e_1_3_2_7_2","doi-asserted-by":"publisher","DOI":"10.1145\/2207676.2208347"},{"key":"e_1_3_2_8_2","doi-asserted-by":"publisher","DOI":"10.1145\/1864708.1864732"},{"issue":"1","key":"e_1_3_2_9_2","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1002\/meet.14504701402","article-title":"Netflix recommendations for groups","volume":"47","author":"Berry Steve","year":"2010","unstructured":"Steve Berry, Steven Fazzio, Yongyi Zhou, Bethany Scott, and Luis Francisco-Revilla. 2010. 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