Claim 03 of 06
Poverty ends everywhere.
Progress is measured by the share of world population below the international poverty line of $3.00 a day. That share has fallen from 11.3 to 10.0 percent since 2020, against a completion threshold of zero.
Primary measure
Basis of the progress score
The single objective measure assigned to this claim, tracked from the 2020 baseline to the current value. This measure alone determines the progress percentage.
Share of world population below the international poverty line
The World Bank extreme poverty headcount ratio, using the $3.00 line adopted in June 2025 and applied retrospectively to the whole series. Completion is defined as the share falling below 1 percent of world population.
Supporting measures
Related indicators
Reported alongside the primary measure to show whether it is consistent with the wider evidence. These do not enter the progress score. Bars show relative movement only.
Recent developments
Events since 2025
Developments relevant to this claim, and their effect on the primary measure where there is one.
Completion estimate
Basis for 2071
Starting point, adjustments applied, and the resulting estimate.
The primary measure has declined at an average of approximately 0.22 percentage points per year since 2020, within a long-run decline from 43 percent in 1990.
Linear extrapolation of the current rate reaches the 1 percent threshold near 2090.
Two adjustments are applied. The first is upward pressure on the pace from projected growth effects. Metaculus community forecasts place transformative AI at roughly even odds by the early 2030s, and sustained world product growth in the 3 to 5 percent range materially accelerates poverty reduction over a forty-year horizon.
The second is downward pressure from composition. Approximately two thirds of the remaining population in extreme poverty lives in fragile or conflict-affected states, where growth transmission to households is weak and aid delivery is constrained. Donor budgets were reduced in 2025 and 2026.
The estimate used here is 2071. The plausible range extends from the mid-2050s to beyond 2100, and depends more on governance and conflict resolution than on technology.
Assessment
Arguments for and against
The strongest available case on each side, stated without weighting.
Reasons to expect completion
- The long-run trend is the most consistent measure on the board.The share fell from 43 percent in 1990 to 10 percent in 2026, across multiple economic cycles and two global shocks.
- Poverty reduction is primarily a function of aggregate growth.Any sustained increase in world product growth transmits to the poverty rate with a lag, and the effect compounds over the forecast horizon.
- The remaining income gap is small relative to world output.Closing the aggregate shortfall below the $3.00 line costs a fraction of one percent of global GDP at current levels.
- Direct cash transfer is well evidenced.Several hundred randomised trials support unconditional cash as an effective intervention, and it is now standard practice in development programmes.
- Delivery infrastructure is in place.Mobile money penetration, digital identity systems, and satellite-based targeting have substantially reduced the cost of transferring funds to remote populations.
Reasons to expect failure
- The remaining population is concentrated in conflict-affected states.Approximately two thirds of people in extreme poverty live in fragile or conflict-affected settings, where economic growth does not reliably reach households.
- Population growth offsets rate reduction.The headcount fell from approximately 880 million to approximately 830 million while the rate fell 1.3 points, because world population grew over the same period.
- Aid flows are contracting.Official development assistance budgets in the United States and Europe were reduced in 2025 and 2026, at the point in the trajectory where external transfer matters most.
- Growth gains may concentrate geographically.Returns to automation accrue where compute and capital are located, which is not where the remaining extreme poverty is located.
- Climate exposure is concentrated in the same regions.Drought and heat stress affect agricultural output in the areas with the highest remaining poverty rates.
- The threshold is periodically revised upward.The line was raised from $2.15 to $3.00 in 2025. Absolute poverty measures have historically been adjusted upward as global median income rises.
Scenarios
Most likely paths
Two sequences: the most probable route to completion and the most probable route to failure. These are structured projections, not forecasts, and neither is assigned a probability.
Most likely path to completion
The most probable path has two distinct components running in sequence.
The first is continued conventional development in South and Southeast Asia and coastal West Africa: urbanisation, manufacturing employment, and agricultural productivity gains. This component follows the trajectory established since 1990 and reduces the global rate to approximately 4 percent by 2040.
The second component requires a fiscal change. From the mid-2030s, growth attributable to widespread automation raises government revenue in middle-income countries sufficiently to fund permanent unconditional transfers domestically rather than through donor programmes.
Countries with existing digital payment infrastructure implement first. Kenya and India are the most likely early adopters, on the basis of mobile money penetration and digital identity coverage respectively.
By approximately 2055 a majority of world population lives in jurisdictions with an income floor at or above the international poverty line. Extreme poverty at that point is concentrated almost entirely in states without functioning revenue collection.
The residual declines as individual conflicts resolve. The 1 percent threshold is reached near 2071.
Most likely path to failure
The most probable failure is a plateau rather than a reversal.
The conventional development component completes approximately on schedule. By 2045 extreme poverty is largely confined to sub-Saharan Africa and conflict-affected states, and the global rate is near 4 percent.
The rate then stops declining. The remaining population is located in jurisdictions where state capacity is insufficient to deliver transfers and where armed actors intercept external aid. Neither growth nor cash transfer reaches these households reliably.
Growth attributable to automation occurs but concentrates in high-income and upper-middle-income economies. Global median income rises substantially, and the international poverty line is revised upward in response, as it was in 2025.
The absolute headcount stabilises near 300 million through the second half of the century, in a world with substantially higher aggregate output. The binding constraint is delivery under state failure rather than resource availability.
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