CADI
Climate-Driven Agricultural Decline Index
Where will climate change hit agriculture hardest?
This tool maps observed and projected productivity losses for local crops at 10 km resolution driven by shifting climate conditions

Climate change poses an existential threat to agricultural communities worldwide. Rising temperatures, shifting rainfall patterns, and increased weather variability will fundamentally alter where and how crops can be grown—with the poorest and most vulnerable communities facing the greatest burden.

This project provides spatially disaggregated estimates of changes in agricultural productivity across multiple time periods. Using agronomic models from the Global Agro-Ecological Zones (GAEZ v5) project, we quantify observed and projected productivity losses under a no-adaptation assumption: farmers are assumed to maintain the crop choices and farming practices observed in the baseline period. See the Key Findings for a summary of our main conclusions.

The Adaptation Challenge

Our estimates highlight the places where adaptation will be most needed. Adapting to climate change will be challenging everywhere—requiring new technologies, crop switching, and, in some places, shifts in where production happens. But the capacity to make these changes is deeply unequal, leaving many smallholders and low-income regions with far fewer options. The result: food security and rural livelihoods are most at risk where resilience is lowest.

Why This Matters

Climate-driven declines in agricultural productivity will be uneven. Current research shows that adaptation is limited even in developed countries—and in many low-income regions it is especially constrained. When yields fall, the impacts ripple outward: food insecurity rises, rural incomes shrink, and communities confront difficult choices about migration and livelihood change.

This webpage is an early warning tool for policymakers, development practitioners, and researchers. By pinpointing areas at risk of severe losses under baseline cropping patterns, it supports:

Our Framework

We report global changes in attainable yields—the biophysical maximum productivity a location can sustain—over 20-year periods at a resolution of roughly 10×10 km. For each grid cell, productivity is computed using a fixed crop mix—held constant across all periods and scenarios—so that only climate conditions vary. All estimates are based on the Global Agro-Ecological Zoning (GAEZ v5) model.

We distinguish between already observed change and future projections. Observed change is measured by comparing attainable yields under the 1981–2000 climate with those under the 2001–2020 climate, using historical climate inputs from a global weather data set tailored for agriculture (AgERA5). Projections are then reported relative to the 2001–2020 baseline, using IPCC-consistent climate scenarios that build on the magnitude of change already observed.

To provide a single, intuitive measure of impact, we aggregate the main crops in each cell by converting attainable production into calorie equivalents. Results are expressed as changes in the annual number of people who could be fed per grid cell, assuming a daily requirement of 2,000 calories per person.

1981–2000
Historical baseline
2001–2020
Observed change & new baseline
2021–2100
Projected under SSP3-7.0 and SSP5-8.5

Our Key Findings

Climate change is already eroding food production for hundreds of millions of people
More than 640 million people already live in agricultural areas where the maximum number of people that can be fed yearly (PFY) is down by more than 10% compared with 30 years ago. Nearly 690 million live in places that now produce enough food for 5,000 fewer people per year than they once did.
The parts of global agriculture with the least built-in protection are already taking the biggest losses
About 16% of global cropland has already lost more than 10% of its productivity. But rainfed farming is more exposed: around 20% of rainfed cropland has lost at least 10%, and nearly 5% has lost more than 30%.
A small number of hotspots already account for a disproportionate share of the global damage
Today, just 5% of agricultural land accounts for 35% of all PFY losses.
Losses are likely to accelerate: by mid-century, nearly half of the world could be living in declining agricultural zones
Today, around 15% of the global population lives in cells with at least a 5% decline in PFY. By 2041–2060, that rises to 49% under SSP3-7.0. Roughly 25% of countries account for 85–90% of total global losses by mid-century.
The geography of climate change is highly uneven
Climate change is reshaping agricultural productivity in very unequal ways across regions. Tropical regions bear the brunt of losses, while some high-latitude areas gain.
Those least responsible are the least able to absorb the shock
The countries that contributed least to cumulative CO₂ are among the most vulnerable, and that relationship strengthens over time.