TY - GEN
T1 - Identifying Potential Inlets of Man in the Artificial Intelligence Development Process
T2 - 26th ACM Conference on Computer-Supported Cooperative Work and Social Computing, CSCW 2023
AU - Workman, Deja
AU - Dancy, Christopher L.
N1 - Publisher Copyright:
© 2023 ACM.
PY - 2023/10/14
Y1 - 2023/10/14
N2 - In this paper we hope to identify how the typical or standard artificial intelligence development process encourages or facilitates the creation of racialized technologies. We begin by understanding Sylvia Wynter's definition of the biocentric Man genre and its exclusion of Blackness from humanness. We follow this with outlining what we consider to be the typical steps for developing an AI-based technology, which we've broken down into 6 stages: identifying a problem, development process and management tool selection, dataset development and data processing, model development, deployment and risk assessment, and integration and monitoring. The goal of this paper is to better understand how Wynter's biocentric Man is being represented and reinforced by the technologies we are producing in the AI lifecycle and by the lifecycle itself; we hope to identify ways in which the distinction of Blackness from the 'ideal' human leads to perpetual punishment at the hands of these technologies. By deconstructing this development process, we can potentially identify ways in which humans in general have not been prioritized and how those affects are disproportionately affecting marginalized people. We hope to offer solutions that will encourage changes in the AI development cycle.
AB - In this paper we hope to identify how the typical or standard artificial intelligence development process encourages or facilitates the creation of racialized technologies. We begin by understanding Sylvia Wynter's definition of the biocentric Man genre and its exclusion of Blackness from humanness. We follow this with outlining what we consider to be the typical steps for developing an AI-based technology, which we've broken down into 6 stages: identifying a problem, development process and management tool selection, dataset development and data processing, model development, deployment and risk assessment, and integration and monitoring. The goal of this paper is to better understand how Wynter's biocentric Man is being represented and reinforced by the technologies we are producing in the AI lifecycle and by the lifecycle itself; we hope to identify ways in which the distinction of Blackness from the 'ideal' human leads to perpetual punishment at the hands of these technologies. By deconstructing this development process, we can potentially identify ways in which humans in general have not been prioritized and how those affects are disproportionately affecting marginalized people. We hope to offer solutions that will encourage changes in the AI development cycle.
UR - http://www.scopus.com/inward/record.url?scp=85176254779&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85176254779&partnerID=8YFLogxK
U2 - 10.1145/3584931.3606981
DO - 10.1145/3584931.3606981
M3 - Conference contribution
AN - SCOPUS:85176254779
T3 - Proceedings of the ACM Conference on Computer Supported Cooperative Work, CSCW
SP - 348
EP - 353
BT - CSCW 2023 Companion - Conference Companion Publication of the 2023 Computer Supported Cooperative Work and Social Computing
A2 - Ames, Morgan
A2 - Fussell, Susan
A2 - Gilbert, Eric
A2 - Liao, Vera
A2 - Ma, Xiaojuan
A2 - Page, Xinru
A2 - Rouncefield, Mark
A2 - Singh, Vivek
A2 - Wisniewski, Pamela
PB - Association for Computing Machinery
Y2 - 14 October 2023 through 18 October 2023
ER -