Eighty percent or more of grain supplies are produced domestically in a majority of the 76 countries included in USDA’s annual International Food Security Assessment, making food grain production key to the assessment of food security conditions. Historically, area expansion was the main driver behind improved performance, but over the last two decades, production increases have stemmed primarily from attaining higher yields.
Countries with higher yield growth have generally made steady progress toward reducing the shares of their population assessed as food-insecure. However, per hectare grain yields in a number of countries remain well below the world average and have failed to grow, resulting in relatively little progress towards reducing their food-insecure populations.
In the Sub-Saharan Africa region, which generally includes most of the more vulnerable, low- and middle-income countries assessed, ERS analysis indicates that more countries are successfully adopting modern seed varieties that are contributing to improved yields.
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)
Source:usda.gov