Food insecurity has been increasing in recent years, and has been further exacerbated in 2020 by the coronavirus. But what can we expect for the next decade? What will current trends in climate change, economic growth, and demographic shifts mean for food security throughout the 2020s? With data from the Food and Agriculture Organization in partnership with Gallup World Poll, the World Data Lab has used machine learning techniques and the latest forecasts of global change to estimate the dynamics of food insecurity for the coming decade. This forecast is displayed at subnational spatial resolution on the World Hunger Clock, allowing policymakers to explore the data and answer important questions about hunger.

Scientists have been studying food security for decades, and for many years, they relied on crude metrics, such as food available per capita, or the rate of stunting among children. However, these methods come with a variety of problems. Looking at the amount of food stored in national reserves does not account for inequalities in access to that food, while population level metrics like rates of stunting are confounded by things like infectious disease and parasites.

Today, scientists use a new metric called the Food Insecurity Experience Scale, which measures people’s lived experiences of hunger, rather than just crude proxies for hunger. It involves questions about skipping meals, running out of food, and worrying about having enough to eat over the previous year. As one of the most informative and cross-culturally valid metrics of food insecurity, it was selected as one of the key indicators for the second Sustainable Development Goal of Zero Hunger. Now, with the World Hunger Clock, it is possible to explore this important metric at high spatial resolution including projections into the future for the entire world.

To map world hunger, we trained a machine learning model with the best data available today on variables like wealth, education, demographics, urbanization, and the climate. Our model was able to predict recent historic rates of food insecurity with very high accuracy. Then, based on how those variables are likely to change in the coming years, we estimated rates of food insecurity in the future.

We used our model to predict both moderate food insecurity—eating less than you would like, as well as severe food insecurity—going an entire day without eating. The figure below shows our results aggregated for the whole world. In recent years, our model confirms that both moderate and severe food insecurity have been on the rise in terms of absolute numbers. Due to the impact of the coronavirus on the global food system, 2020 and 2021 will see the highest levels of hunger in over a decade. Today, nearly 2.5 billion people—almost one-third of the world’s population—have some level of hunger, due to lacking the resources to purchase the food they would like, while 800,000 people are severely food insecure, going entire days without eating at least once.

Figure 1. Hunger is declining but very slowly

Number of people with moderate and severe food insecurity


Figure 1. Hunger is declining but very slowly

Source: World Data Lab, World Hunger Clock


Breaking down our model’s predictions by world region shows a dynamic picture. East Asia has been continuing a pattern of increasing development and access to food, so the number of food insecure people has decreased and will continue to do so. Not only are people leaving a state of food insecurity and poverty, but people are achieving a middle-class lifestyle. Increasingly, the challenge people and policymakers face in this region is not the challenge of eating enough but rather eating well—having diets that do not lead to obesity and that do not have an excessive impact on the environment.

In sub-Saharan Africa, on the other hand, the number of food insecure will continue to rise. While economic development will continue rapidly, in many parts of Africa, population growth will outpace the improvements in food security. Many lower-middle-income African countries will make large strides in decreasing the rate of food security, particularly Senegal, Ghana, Nigeria, Kenya, and Ethiopia, but in absolute numbers, food insecurity will continue to increase throughout the continent.

Read the rest of Matt Cooper, Homi Kharas, and Benjamin Müller’s article here at Brookings