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What Would it Cost to End Extreme Poverty?

arXiv 2609.02013 ↗First posted 2 Sep 2026econ.GN q-fin.EC stat.MLcited by 0

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Abstract (arXiv)

We study poverty minimization via direct transfers, framing this as a statistical learning problem while retaining the information constraints faced by real-world programs. Using nationally representative household consumption surveys from 34 countries that together account for 76% of the world's poor, we estimate that reducing the poverty rate to 1% (from a baseline of 13%) would cost 211 B nominal per year. This is 4.0 times the corresponding reduction in the aggregate poverty gap, but only 19% of the cost of universal basic income. Extrapolated globally, the results imply a cost of 0.28% of global GDP to (approximately) end extreme poverty.

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References · 4

  1. 2025AlphaEarth Foundations: An embedding field model for accurate and efficient global mapping from sparse label datacited by 137
  2. 2021Treatment Allocation under Uncertain Costscited by 10
  3. 2023Qini Curves for Multi-Armed Treatment Rulescited by 6
  4. 2022(Machine) Learning What Policies Valuecited by 4

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