Author: Core Team

16 posts by this author

Core Team
The Core Team is a small, focused group of practitioners and researchers committed to advancing responsible, inclusive, and context-aware AI from the Global South. We work at the intersection of technology, policy, and real-world impact, with experience spanning AI governance, risk, data systems, and public interest applications. Our work is driven by a simple belief: AI frameworks built in data-rich, institution-heavy environments cannot be transplanted wholesale into developing contexts. The Global South requires its own evidence, its own guardrails, and its own voice in shaping how AI is designed, deployed, and governed. Today, the Core Team operates as a compact nucleus. Over time, it will expand to include researchers, technologists, and policy advocates across the Global South, collaborating across countries and sectors to build shared knowledge, practical tools, and grounded policy proposals that reflect local realities while engaging globally.
When Algorithms Decide Who Recovers: The UnitedHealth nH Predict Case

When Algorithms Decide Who Recovers: The UnitedHealth nH Predict Case

In 2023, a lawsuit revealed how UnitedHealth used an AI system to determine when elderly patients should stop receiving care. The nH Predict case highlights how cost-driven algorithms can override clinical judgment and introduce systemic bias in healthcare decisions. This case raises critical questions for policymakers especially in the Global South about the risks of scaling AI without adequate oversight.

Core Team
The Global South AI Labor Index: A Framework for Monitoring AI’s Workforce Impact

The Global South AI Labor Index: A Framework for Monitoring AI’s Workforce Impact

Artificial intelligence is beginning to reshape labor markets worldwide, yet most current studies measure its impact using indicators designed for advanced economies. In the Global South, workforce disruption is more likely to appear through rising informality, wage compression, underemployment, and shrinking entry-level opportunities rather than immediate job losses. This policy brief introduces the Global South AI Labor Index and an accompanying AI Labor Risk Dashboard to help governments detect early signals of AI-driven workforce transformation. Together, these tools provide a practical monitoring framework for managing the labor impacts of AI in developing economies.

Core Team