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Instagram Data Donation: A Case Study on Collecting Ecologically Valid Social Media Data for the Purpose of Adolescent Online Risk Detection

Authors:

Ashwaq Alsoubai,

Gianluca Stringhini,

Munmun De Choudhury,

Pamela J. WisniewskiAuthors Info & Claims

CHI EA '22: CHI Conference on Human Factors in Computing Systems Extended Abstracts

Article No.: 39, Pages 1 - 9

https://doi.org/10.1145/3491101.3503569

Published: 28 April 2022 Publication History

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Abstract

In this work, we present a case study on an Instagram Data Donation (IGDD) project, which is a user study and web-based platform for youth (ages 13-21) to donate and annotate their Instagram data with the goal of improving adolescent online safety. We employed human-centered design principles to create an ecologically valid dataset that will be utilized to provide insights from teens’ private social media interactions and train machine learning models to detect online risks. Our work provides practical insights and implications for Human-Computer Interaction (HCI) researchers that collect and study social media data to address sensitive problems relating to societal good.

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Cited By

Datey IZytko D(2024)"Just Like, Risking Your Life Here": Participatory Design of User Interactions with Risk Detection AI to Prevent Online-to-Offline Harm Through Dating AppsProceedings of the ACM on Human-Computer Interaction10.1145/36869068:CSCW2(1-41)Online publication date: 8-Nov-2024
https://dl.acm.org/doi/10.1145/3686906
Sinha RLi HFarzan RLópez CCardoso Llach DQuercia DMustafa MNiu SWong-Villacrés M(2024)Understanding Creators' Acceptance of Content ReuseCompanion Publication of the 2024 Conference on Computer-Supported Cooperative Work and Social Computing10.1145/3678884.3681911(592-597)Online publication date: 11-Nov-2024
https://dl.acm.org/doi/10.1145/3678884.3681911
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cover image ACM Conferences

CHI EA '22: Extended Abstracts of the 2022 CHI Conference on Human Factors in Computing Systems

April 2022

3066 pages

ISBN:9781450391566

DOI:10.1145/3491101

Editors:
Simone Barbosa
PUC-Rio, Brazil
,
Cliff Lampe
University of Michigan, USA
,
Caroline Appert
Université Paris-Saclay, France
,
David A. Shamma
Toyota Research Institute, USA

Copyright © 2022 Owner/Author.

Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Published: 28 April 2022

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Cited By

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https://dl.acm.org/doi/10.1145/3686906
Sinha RLi HFarzan RLópez CCardoso Llach DQuercia DMustafa MNiu SWong-Villacrés M(2024)Understanding Creators' Acceptance of Content ReuseCompanion Publication of the 2024 Conference on Computer-Supported Cooperative Work and Social Computing10.1145/3678884.3681911(592-597)Online publication date: 11-Nov-2024
https://dl.acm.org/doi/10.1145/3678884.3681911
Gómez Ortega ABourgeois JKortuem G(2024)Sensitive Data Donation: A Feminist Reframing of Data Practices for Intimate Research ContextsProceedings of the 2024 ACM Designing Interactive Systems Conference10.1145/3643834.3661524(2420-2434)Online publication date: 1-Jul-2024
https://dl.acm.org/doi/10.1145/3643834.3661524
Gómez Ortega ABourgeois JKortuem G(2024)Participation in Data Donation: Co-Creative, Collaborative, and Contributory Engagements with Athletes and their Intimate DataProceedings of the 2024 ACM Designing Interactive Systems Conference10.1145/3643834.3661503(2388-2402)Online publication date: 1-Jul-2024
https://dl.acm.org/doi/10.1145/3643834.3661503
Razi ASeberger JAlsoubai ANaher NDe Choudhury MWisniewski P(2024)Toward Trauma-Informed Research Practices with Youth in HCI: Caring for Participants and Research Assistants When Studying Sensitive TopicsProceedings of the ACM on Human-Computer Interaction10.1145/36374118:CSCW1(1-31)Online publication date: 26-Apr-2024
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Park JGracie JAlsoubai ARazi AWisniewski P(2024)Personally Targeted Risk vs. Humor: How Online Risk Perceptions of Youth vs. Third-Party Annotators Differ based on Privately Shared Media on InstagramProceedings of the 23rd Annual ACM Interaction Design and Children Conference10.1145/3628516.3655799(1-13)Online publication date: 17-Jun-2024
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Tanni TAkter MAnderson JAmon MWisniewski P(2024)Examining the Unique Online Risk Experiences and Mental Health Outcomes of LGBTQ+ versus Heterosexual YouthProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642509(1-21)Online publication date: 11-May-2024
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Alsoubai APark JQadir SStringhini GRazi AWisniewski P(2024)Systemization of Knowledge (SoK): Creating a Research Agenda for Human-Centered Real-Time Risk Detection on Social Media PlatformsProceedings of the CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642315(1-21)Online publication date: 11-May-2024
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