News and Research 218

Future earnings gap due to COVID-19 school closures | Today’s global cohort of students may lose up to US$ 15 trillion over a lifetime

When children lose out on education, they lose out on future opportunities, including economic benefits, with far-reaching impact on their lives. Like so many aspects of this pandemic, this impact on children and young people seems more likely to take the form of a long crisis rather than a short, sharp shock. Nor is the economic impact of lost learning confined at the individual level. There will be significant consequences for national and global economies as well.

In mid-April, UNESCO reported 192 countries had closed all schools and universities, affecting 1.5 billion children and young people. It is difficult to predict how long schools will remain closed, how severely learning is being limited, and how much this will affect those who are already at a disadvantage. We do not yet know enough about how the pandemic will unfold. But we do know that learning is being lost, and losses will not likely be evenly distributed.

A recent IZA discussion paper by George Psacharopoulos, Victoria Collis, Harry A. Patrinos, Emiliana Vegas offers an initial projection of lost earnings that will result from the current school closures. The researchers began by assuming that every additional year of schooling equates to 8 percent in additional future earnings. They then assumed a period of four months of closures to estimate the loss in marginal future earnings. Real closure periods will vary based on the trajectory of the pandemic and policy choices. However, emerging information from countries including the U.S. suggest four months to be a reasonable estimate.

Third, the researchers assumed that only 10 percent of students would suffer a loss of learning. This conservative adjustment accounts for the range of online and distance learning that has been made available during closures. The emerging evidence is that these resources are in practice more readily available to students in high income countries than others.

Finally, the authors estimate total earnings losses for today’s students assuming a range of labor force participation rates between 70 and 100 percent.

Earnings gaps at the individual level and worldwide

Applied to the worldwide economy, the model projects a future earnings gap of over $US 11,000 at the individual level, or between $10 and $15 trillion (depending on the labor force participation rate) for the whole global cohort. In high-income countries, the projected individual earnings gap is $21,000, or between $3 and $5 trillion for the whole cohort.

In low-income countries, the projected individual earnings gap is $2,800, or between $252 billion and $360 billion (depending on the labor force participation rate) for the whole cohort. In a context of already low wages, depressed growth forecasts, and high rates of poverty, this gap suggests a potentially devastating economic loss for this group of nations.

In middle-income countries, projected individual losses are $6,800, or between $4 and $7 trillion (depending on the labor force participation rate) for the whole cohort. More than 1 billion of the 1.5 billion students affected by closures live in middle-income countries.

Lost GDP due to COVID-19

In terms of GDP, projected losses range from 43-61 percent (depending on the labor force participation rate) in low-income countries, to 15-22 percent in middle-income countries, to 6-9 percent in high-income countries. Taking the weighted average by population for the three regions provides a world estimate of a staggering 12-18 percent in lost GDP due to COVID-19.

By education level, post-secondary school graduates stand to lose $725 a year in present value terms, and almost $18,000 over a lifetime. Secondary school graduates will lose $363 a year and almost $9,000 over a lifetime, while those with less than secondary will lose $272 a year and $6,700 over a lifetime. But since most students around the world are in primary—at 49 percent—or secondary school—at 39 percent—then in terms of aggregate losses, they will be much higher at the lower levels of education, between $6.5 trillion and $9 trillion.

Larger impact on low-wage earners

The earnings losses will hurt those with lower levels of schooling more, as they are likely to move many people to a level of income where it is difficult to meet basic needs. The proportionate impact on a low-wage earner is, therefore, greater in absolute terms as it will affect his or her ability to achieve food security, affordable housing, and so on, compared with a relatively high-wage earner.

In presenting these findings, the researchers emphasize their status as the start, rather than the culmination, of an analytical process. There are complicating considerations, including the uneven quality of learning, differences in provision of effective distance learning, and other pressures that will come to bear on some children, such as the need to find work to help support their families. This paper is offered as a starting point to assist governments in making increasingly informed choices about school closures, and to start a debate on controlling and mitigating the economic downward spiral that COVID-19 is already generating. (IZA Discussion Paper No 13641 Lost Wages: The COVID-19 Cost of School Closures.) (This post first appeared on IZA’s Newsroom:


EU Parliament resolution on future of education in context of COVID-19 | The pandemic caused most severe disruption to education, threatening loss of learning for entire generation, loss of learning to decrease future income…

The EC adopted its 2021 work program, which is closely tied to the European recovery plan, and focused on accelerating the long-term green and digital transformations… Under economic growth, the EC aims to strengthen the Economic and Monetary Union… and propose a new European child guarantee, ensuring access to basic services like health and education for all children. Following the ambition to become a more “geopolitical” player through its external action, the Commission plans to announce revamped approaches concerning…Research, innovation, education and youth… Finally, under its push for democracy priority, the EC will present new strategies on rights of the child and for persons with disabilities, as well as proposals to combat gender-based violence and to harness the full potential of rural areas.

Social impact bonds boost literacy and numeracy but can they scale? New tools generate funding from investors who receive a return, but questions dog their expansion | Now the World Bank plans programmes in Pakistan and Uzbekistan, and the Education Outcomes Fund, hosted by Unicef, the UN agency for children, has set a target to raise $1bn to underwrite impact bonds in lower-income countries. The first two bonds, in Ghana and Sierra Leone, could start as soon as next year.

Health and education first: The key to unleashing emerging Europe’s post-pandemic potential The World Bank last week published its latest outlook for emerging Europe for Central Asia, and offered some cautious cause for optimism: not least the prospect that next year’s economic rebound from the recession caused by the Covid-19 pandemic could be stronger than anticipated, at least in some parts of the region…

Together with the Ministry of Public Education and its Teacher Re-Training Institute, the education team presented at the webinar on HCI 2020 and COVID impact on learning. This webinar series is organized by the Minister’s advisor John Tully and the Rector of the Teacher Re-Training Institute Mr. Radjiev; these webinars are attended by hundreds of secondary school teachers and school principals. The event was recorded and streamed live on Facebook:

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