Creating Design Resources To Scaffold the Ideation of Ai Concepts
| dc.contributor.author | Yıldırım, Nur | |
| dc.contributor.author | Oh, Changhoon | |
| dc.contributor.author | Sayar, Deniz | |
| dc.contributor.author | Brand, Kayla | |
| dc.contributor.author | Challa, Supritha | |
| dc.contributor.author | Turri, Violet | |
| dc.contributor.author | Walton, Nina Crosby | |
| dc.date.accessioned | 2023-12-26T07:28:41Z | |
| dc.date.available | 2023-12-26T07:28:41Z | |
| dc.date.issued | 2023 | |
| dc.description | ACM Designing Interactive Systems Conference (DIS) on Rebuilding and Resilience -- JUL 10-14, 2023 -- Pittsburgh, PA | en_US |
| dc.description.abstract | Advances in artificial intelligence have enabled unprecedented technical capabilities, yet making these advances useful in the real world remains challenging. We engaged in a Research through Design process to improve the ideation of AI products and services. We developed a design resource capturing AI capabilities based on 40 AI features commonly used across various domains. To probe its usefulness, we created a set of slides illustrating AI capabilities and asked designers to ideate AI-enabled user experiences. We also incorporated capabilities into our own design process to brainstorm concepts with domain experts and data scientists. Our research revealed that designers should focus on innovations where moderate AI performance creates value. We reflect on our process and discuss research implications for creating and assessing resources to systematically explore AI's problem-solution space. | en_US |
| dc.description.sponsorship | Assoc Comp Machinery | en_US |
| dc.description.sponsorship | National Science Foundation [2007501]; National Institutes of Health [R35HL144804]; Center for Machine Learning and Health (CMLH) Translational Fellowships in Digital Health | en_US |
| dc.description.sponsorship | We would like to thank Ken Holstein, Nik Martelaro, Dominik Moritz, Adam Perer, Carolyn Rose, Reid Simmons and Haiyi Zhu for reviewing the collection of AI examples, and Gabe Clapper, Liz Gerber, Ben Shneiderman, Fernanda Viegas, Martin Wattenberg, and Qian Yang for their feedback. We also would like to thank the students for their help at various stages of the project: Anushree Abhyankar, Shravya Bhat, Neha Deshmukh, Weiting Gao, Min Kyoung Lee, Shuyu Liu, Janet Peng, Ningjing Sun, Proud Taranat, Xuehui Zhang. Finally, we would like to thank our anonymous reviewers for their feedback. This material is based upon work supported by the National Science Foundation under Grant No. (2007501) and work supported by the National Institutes of Health (R35HL144804). The frst author was also supported by the Center for Machine Learning and Health (CMLH) Translational Fellowships in Digital Health. Any opinions, fndings, and conclusions or recommendations expressed in this material are those of the authors and do not necessarily refect the views of the National Science Foundation or the National Institutes of Health. | en_US |
| dc.identifier.doi | 10.1145/3563657.3596058 | |
| dc.identifier.isbn | 978-1-4503-9893-0 | |
| dc.identifier.uri | https://doi.org/10.1145/3563657.3596058 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.14365/5001 | |
| dc.language.iso | en | en_US |
| dc.publisher | Assoc Computing Machinery | en_US |
| dc.relation.ispartof | Designing Interactive Systems Conference, Dis 2023 | en_US |
| dc.rights | info:eu-repo/semantics/openAccess | en_US |
| dc.subject | User experience | en_US |
| dc.subject | artificial intelligence | en_US |
| dc.subject | human-centered AI | en_US |
| dc.subject | ideation | en_US |
| dc.title | Creating Design Resources To Scaffold the Ideation of Ai Concepts | en_US |
| dc.type | Conference Object | en_US |
| dspace.entity.type | Publication | |
| gdc.author.id | Brand, Kayla/0000-0002-8879-628X | |
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| gdc.description.department | İzmir Ekonomi Üniversitesi | en_US |
| gdc.description.departmenttemp | [Yildirim, Nur; Turri, Violet; Forlizzi, Jodi; McCann, James; Zimmerman, John] Carnegie Mellon Univ, Pittsburgh, PA 15213 USA; [Oh, Changhoon] Yonsei Univ, Seoul, South Korea; [Sayar, Deniz] Izmir Ekonomi Univ, Izmir, Turkiye; [Brand, Kayla] Wellesley Coll, Wellesley, MA USA; [Challa, Supritha] UW Madison, Madison, WI USA; [Walton, Nina Crosby] Washington Univ, St Louis, MO USA; [Wong, Anna Elise] UC Santa Cruz, Santa Cruz, CA USA | en_US |
| gdc.description.endpage | 2346 | en_US |
| gdc.description.publicationcategory | Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı | en_US |
| gdc.description.scopusquality | N/A | |
| gdc.description.startpage | 2326 | en_US |
| gdc.description.wosquality | N/A | |
| gdc.identifier.openalex | W4383681024 | |
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| gdc.virtual.author | Sayar, Deniz | |
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