Original title: Global Poverty Beyond the Official Line: A bounded estimate of material insufficiency
Giancarlo Crocetti · September 2026
Global poverty figures often focus on one small number. By the World Bank's extreme-poverty lineAn income cutoff meant to mark bare survival in the world's poorest economies. of $3.00 per day (2021 PPPA way of comparing money across countries by what it can actually buy, not just by exchange rates.), about 847 million people, or 10.4% of the world's population, lived in poverty in 2024. That line is only a floor meant for bare survival, not basic security. The researchers examined this official data and asked what it misses. They looked beyond that single line by sorting people by geography, age, and gender, and checking food security, working poverty, social protectionPrograms such as pensions or unemployment benefits that help people when their income is not enough., and relative poverty. They found that poverty looks much larger under broader standards. Measuring by income standards suited to each nation's development, some 3.7 billion people fall below the World Bank's $8.30/day upper-middle-income reference line. Roughly 1.1 billion are multidimensionally poor, and around 2.3 billion face food insecurityNot having reliable access to enough affordable, nutritious food.. Finally, weaker survey coverage in the poorest areas means official numbers likely undercount hardship.
Imagine judging whether a family's monthly food shop is enough. If the rule is the absolute minimum to stay alive, nearly everyone passes. If the rule is what that family actually needs to eat normally, some who passed the first test fail the second. In this paper, the survival minimum is the $3-a-day standard, and the report argues that using each society's own standard makes the number of people without enough far larger.
How poverty is counted decides who counts as poor. The widely cited $3.00 line is built to mark bare survival in the poorest economies; against each society's own standard, the number is several times larger. If official figures are far likelier to understate deprivation than overstate it, the reassuring global headline hides the true scale of the problem.
The report explicitly does not dispute official data, and it treats each estimate (3.7 billion below $8.30/day, roughly 1.1 billion multidimensionally poor, and around 2.3 billion food insecure) as answers to different questions rather than competing numbers. It also points to a data-quality problem running in one direction: survey coverage is weaker in regions with the worst poverty, so official figures are more likely to understate deprivation than overstate it. That means the report does not close the data gap or offer a single definitive global poverty count.
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Global Poverty Beyond the Official Line: A bounded estimate of material insufficiency — Giancarlo Crocetti
Abstract licence: CC0
Explanation generated by Synthesis from the abstract — it is not the original paper. This is a preprint, so it hasn't necessarily been peer reviewed.