CAREER: Toward Equitable Social Media Content Moderation for Marginalized Individuals and Communities
职业:为边缘化个人和社区实现公平的社交媒体内容审核
基本信息
- 批准号:1942125
- 负责人:
- 金额:$ 54.93万
- 依托单位:
- 依托单位国家:美国
- 项目类别:Continuing Grant
- 财政年份:2020
- 资助国家:美国
- 起止时间:2020-02-01 至 2025-01-31
- 项目状态:未结题
- 来源:
- 关键词:
项目摘要
This research examines the causes and consequences of online platforms banning users and content that do not actually violate site policies, or fall into gray areas with respect to site policies and community norms. It will achieve: (1) A characterization of the types and prevalence of reasons people are banned or have content removed from social media sites, how these relate to systemic biases, and the implications of these practices. (2) An in-depth description of processes and support structures marginalized online communities enact to address inequities resulting from moderation. (3) A combined qualitative and computational technical approach that more accurately delineates between social media content that should and should not have been banned, according to community norms and shifting site policies. (4) Design recommendations for a context-aware content moderation system that balances community needs, norms, and values with platform requirements and can be applied across social media sites. (5) Theoretical insights around current inequities in online content moderation and how moderation goals can be achieved more equitably by recognizing and respecting marginalized online communities’ needs. The following studies will be conducted: 1) Interviews with marginalized people whose content or account was removed from a social media site even though in line with site policies or falling into a gray area; 2) A virtual ethnography in three marginalized online communities who are frequent targets of user bans and content takedowns. 3) Use of participatory design and focus group methods to determine how to build a context-aware content moderation system that can be applied across social media sites. 4) Implementation of this sociotechnical system online, and evaluation to understand the extent to which users consider it equitable and how well it meets their needs. In addition, a digital literacy online resource will help educate people about content and account removals and how to regain site access, and the results of the research will educate social media platforms about challenges marginalized populations face around content moderation.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
这项研究探讨了在线平台禁止用户和内容的原因和后果,这些用户和内容实际上并不违反网站政策,或者在网站政策和社区规范方面陷入灰色地带。它将实现:(1)描述人们被禁止或从社交媒体网站删除内容的原因的类型和普遍性,这些与系统性偏见的关系以及这些做法的影响。(2)深入描述被边缘化的在线社区为解决适度造成的不平等而制定的流程和支持结构。(3)一种结合定性和计算的技术方法,根据社区规范和不断变化的网站政策,更准确地划分应该和不应该被禁止的社交媒体内容。(4)为上下文感知的内容审核系统设计建议,该系统平衡社区需求,规范和价值观与平台要求,并可在社交媒体网站上应用。(5)围绕当前在线内容审核方面的不平等现象以及如何通过承认和尊重边缘化在线社区的需求来更公平地实现审核目标的理论见解。将进行以下研究:1)与边缘化人群的访谈,他们的内容或帐户被从社交媒体网站上删除,即使符合网站政策或落入灰色地带; 2)三个边缘化在线社区的虚拟民族志,他们经常成为用户禁令和内容删除的目标。3)使用参与式设计和焦点小组方法,以确定如何建立一个可以在社交媒体网站上应用的上下文感知内容审核系统。4)在线实施这一社会技术系统,并进行评估,以了解用户认为该系统公平的程度以及该系统在多大程度上满足了他们的需求。此外,一个数字素养在线资源将有助于教育人们有关内容和帐户删除以及如何重新获得网站访问权,研究结果将教育社交媒体平台有关边缘化人群在内容审核方面面临的挑战。该奖项反映了NSF的法定使命,并通过使用基金会的知识价值和更广泛的影响审查标准进行评估,被认为值得支持。
项目成果
期刊论文数量(3)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
Content Moderation Folk Theories And Perceptions of Platform Spirit Among Marginalized Social Media Users
内容审核民间理论和边缘化社交媒体用户对平台精神的看法
- DOI:10.1145/3632741
- 发表时间:2023
- 期刊:
- 影响因子:0
- 作者:Mayworm, Samuel;DeVito, Michael Ann;Delmonaco, Dan;Thach, Hibby;Haimson, Oliver L.
- 通讯作者:Haimson, Oliver L.
Disproportionate Removals and Differing Content Moderation Experiences for Conservative, Transgender, and Black Social Media Users: Marginalization and Moderation Gray Areas
保守派、跨性别者和黑人社交媒体用户的不成比例的删除和不同的内容审核体验:边缘化和审核灰色区域
- DOI:10.1145/3479610
- 发表时间:2021
- 期刊:
- 影响因子:0
- 作者:Haimson, Oliver L.;Delmonaco, Daniel;Nie, Peipei;Wegner, Andrea
- 通讯作者:Wegner, Andrea
(In)visible moderation: A digital ethnography of marginalized users and content moderation on Twitch and Reddit
(内)可见的审核:边缘化用户的数字民族志以及 Twitch 和 Reddit 上的内容审核
- DOI:10.1177/14614448221109804
- 发表时间:2022
- 期刊:
- 影响因子:5
- 作者:Thach, Hibby;Mayworm, Samuel;Delmonaco, Daniel;Haimson, Oliver
- 通讯作者:Haimson, Oliver
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Oliver Haimson其他文献
Oliver Haimson的其他文献
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{{ truncateString('Oliver Haimson', 18)}}的其他基金
Collaborative Research: HCC: Designing Technologies for Marginalized Communities
合作研究:HCC:为边缘化社区设计技术
- 批准号:
2210841 - 财政年份:2022
- 资助金额:
$ 54.93万 - 项目类别:
Standard Grant
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