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Updated: Oct 5, 2025

05:47
Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
653
'Data dregs' and its implications for AI ethics: Revelations from the pandemic
Sun Sun Lim1, Roland Bouffanais2
1Singapore University of Technology and Design, Singapore, Singapore.
Summary
Big Tech holds vast user data, akin to premium oil, while public institutions have limited
Area of Science:
- Data Science
- Public Policy
- Societal Impact
Background:
- Technology giants amass extensive user data for profit.
- Public institutions collect comparatively limited data.
- A significant data asymmetry exists between private tech companies and public entities.
Purpose of the Study:
- To question the concentration of valuable user data in private hands.
- To highlight the societal detriment of data inequity.
- To propose solutions for addressing data disparities.
Main Methods:
- Comparative analysis of data holdings between Big Tech and public institutions.
- Examination of the implications of data asymmetry during the COVID-19 pandemic.
- Discussion of ethical AI and societal benefit.
Main Results:
- Big Tech possesses "premium oil" level data, while public entities have "data dregs".
- Data asymmetry hinders public good initiatives like pandemic control and urban planning.
- This inequity undermines societal benefit and ethical AI development.
Conclusions:
- The concentration of data in Big Tech is a critical issue.
- Addressing data inequity is crucial for societal progress and ethical AI.
- Data sharing and Open Data initiatives are proposed solutions.
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