Knowledge Resource
Research Summary: AMINA: The Inclusive and Accountable AI for Marginalized Immigrant Nonprofit Assistance
- Original authors
- Attribution requires verification
- Original source
- arXiv — Computers and Society
- Summary & Analysis prepared by
- Aziz Shuaib Ausi
- Resource type
- Research Summary / Knowledge Resource
- Resource published on AZIZ OS
- 1 September 2026
- Last updated
- 8 October 2026
- Reading time
- 1 min
- Publication type
- Knowledge Resource
- Availability
- Open access
About this Summary & Analysis
AZIZ OS provides independently prepared summaries and analytical interpretations of externally published research and knowledge sources. The underlying works remain attributable to their original authors and rights holders. This resource is intended to improve accessibility and understanding and does not replace the original publication.
Research conducted with Iranian immigrant nonprofit practitioners identified significant challenges, including exclusion from formal registries, digital platforms, legitimacy barriers, capacity gaps, and politically charged misinformation. These issues constrain their operational capabilities. In response, a prototyped AI assistant, AMINA, was co-designed to address these needs by supporting daily operations, recognizing informal efforts, proactively countering misinformation, and providing multilingual assistance. The study underscores the potential of inclusive AI to empower marginalized groups.
Why it matters
This research highlights the critical operational challenges faced by marginalized nonprofit organizations, particularly those serving immigrant communities in sensitive environments. Addressing these issues through inclusive technological solutions can enhance the effectiveness and reach of vital community services, fostering greater social equity and stability.
Key insights
- Immigrant-led nonprofit groups, particularly in sensitive contexts, experience exclusion from formal registries and digital platforms.
- Legitimacy barriers, capacity gaps, and politically charged misinformation significantly constrain nonprofit operations.
- A three-phase mixed-methods study involved 27 semi-structured interviews, a co-design session, and 7 evaluation interviews with Iranian immigrant nonprofit practitioners.
- The prototyped AI assistant, AMINA, was designed to support everyday group operations.
- AMINA aims to recognize informal nonprofit efforts, which are often overlooked by traditional systems.
- A core design goal for AMINA is proactive countering of misinformation affecting these groups.
- The AI assistant is intended to be multilingual and accessible across various languages and cultural contexts.
Source
arXiv — Computers and Society — https://arxiv.org/abs/2608.30084
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- Verification ID
- ASA-EXE-2026-00085
- Version
- v1.0 · r0
- Issued
- 1 September 2026
- Resource prepared by
- Aziz Shuaib Ausi
- Resource status
- Research Summary / Knowledge Resource
- Underlying work
- AMINA: The Inclusive and Accountable AI for Marginalized Immigrant Nonprofit Assistance
- Original authors
- Attribution requires verification
- Original source
- arXiv — Computers and Society
- Provenance status
- Attribution requires verification
- Rights
- Underlying publication rights remain with the respective copyright holder(s). Refer to the original source for authoritative publication and licensing information.
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