Scars of Pandemics from Lost Schooling and Experience: Aggregate Implications and Gender Differences Through the Lens of COVID-19

January 2022

Remi Jedwab  (George Washington University)
Roberto Samaniego (George Washington University)
Paul Romer (NYU Stern)
Asif M. Islam (World Bank)

IIEP working paper 2022-02

Abstract: Pandemic shocks disrupt human capital accumulation through schooling and work experience. This study quantifies the long-term economic impact of these disruptions in the case of COVID-19, focusing on countries at different levels of development and using returns to education and experience by college status that are globally estimated using 1,084 household surveys across 145 countries. The results show that both lost schooling and experience contribute to significant losses in global learning and output. Developed countries incur greater losses than developing countries, because they have more schooling to start with and higher returns to experience. The returns to education and experience are also separately estimated for men and women, to explore the differential effects by gender of the COVID-19 pandemic. Surprisingly, while we uncover gender differences in returns to education and schooling, gender differences in the impact of COVID-19 are small and short-lived, with a loss in female relative income of only $2.5$ percent or less mainly due to the greater severity of the employment shock on impact. These findings might challenge some of the ongoing narratives in policy circles. The methodology employed in this study is easily implementable for future pandemics.

JEL Codes: O11; O12; O15; E24; J11; J16; J17; J31

Key Words: Pandemics; Human Capital; Returns to Education; Returns to Experience; Gender; Female Relative Income; Labor Markets; Development Accounting; COVID-19

Killer Cities and Industrious Cities? New Data and Evidence on 250 Years of Urban Growth

January 2022

Remi Jedwab (George Washington University)
Marina Gindelsky (Bureau of Economic Analysis)

IIEP working paper 2022-01

Abstract: In the historical literature, cities of the Industrial Revolution are portrayed as having a demographic penalty: killer cities with high death rates and industrious cities with low birth rates. To econometrically test this, we construct a novel data set of almost 2,000 crude demographic rates for 142 large cities in 35 countries for 1700-1950. Mortality actually decreased faster than fertility during the Industrial Revolution era and rates of natural increase rose in the cities of industrializing countries, especially large cities. This implies a declining, not rising, demographic penalty thanks to the Industrial Revolution. To explain the puzzle, we posit that negative health and industriousness effects of industrial urbanization might have been outweighed by positive effects of increased income and life expectancy.

JEL Codes: N90, N30, N10, R00, J10

Key Words: Urban Demographic Penalty, Killer Cities, Industrious Cities, Mortality, Fertility, Natural Increase, Industrial Revolution, Urban Growth

Cities Without Skylines: Worldwide Building-Height Gaps and their Possible Determinants and Implications

August 2021

Remi Jedwab (George Washington University)
Jason Barr (Rutgers University)
Jan Brueckner (University of California)

IIEP working paper 2021-15

Abstract: There is a large literature on U.S. cities measuring the extent and stringency of land-use regulations and how regulatory and geographical constraints affect important outcomes such as housing prices and economic growth. This paper is the first to study the global extent and impact of regulatory and other constraints by estimating what we call building-height gaps. Using a novel data set on the year of construction and heights of tall buildings around the world, we compare the total height of a country’s stock of tall buildings to what the total height would have been if supply was more elastic, based on parameters from a benchmark set of countries. These gaps are larger for richer countries and for residential buildings than for commercial buildings in such countries. The gaps are driven by under-building in central areas of larger cities. These gaps are not compensated by tall building construction in peripheral areas of cities or less stringent limits on outward expansion beyond the existing boundaries of the cities. Countries with older, historic structures have larger gaps, likely due to more stringent height regulations and dispersed ownership that inhibits land assembly. Lastly, the gaps correlate strongly with international measures of housing prices, sprawl, congestion, and pollution.

JEL Codes: R3, R5, O18, O50

Key Words: International Buildings Heights; Land Use Regulations; Geographical Constraints; Housing Supply; Housing Prices; Sprawl; Congestion; Pollution

Epidemics, inequality and poverty in preindustrial and early industrial times

August 2020

Guido Alfani (Bocconi University, Dondena Centre, IGIER, and Stone Center for Research on Socio-Economic Inequaltiy)

IIEP working paper 2020-16

Abstract: *This paper is part of a Symposium organized by Dr. Remi Jedwab of the George Washington University that will appear in the Journal of Economic Literature.* Recent research has explored the distributive consequences of major historical epidemics, and the current crisis triggered by Covid-19 prompts us to look at the past for insights about how pandemics can affect inequalities in income, wealth, and health. The fourteenth-century Black Death, which is usually believed to have led to a significant reduction in economic inequality, has attracted the greatest attention. However, the picture becomes much more complex if other epidemics are considered. This article covers the worst epidemics of preindustrial times, from Justinian’s Plague of 540-41 to the last great European plagues of the seventeenth century, as well as the cholera waves of the nineteenth. It shows how the distributive outcomes of lethal epidemics do not only depend upon mortality rates, but are mediated by a range of factors, chief among them the institutional framework in place at the onset of each crisis. It then explores how past epidemics affected poverty, arguing that highly lethal epidemics could reduce its prevalence through two deeply different mechanisms: redistribution towards the poor, or extermination of the poor. It concludes by recalling the historical connection between the progressive weakening and spacing in time of lethal epidemics and improvements in life expectancy, and by discussing how epidemics affected inequality in health and living standards.

 

JEL Codes: D31, D63, I14, I30, J11, N30, N33

Key Words: epidemics; inequality; poverty

The 1918 Influenza Pandemic and its Lessons for COVID-19

August 2020

Brian Beach (Vanderbilt University and NBER), Karen Clay (Carnegie Mellon University and NBER), Martin Saavedra (Oberlin College)

IIEP working paper 2020-15

Abstract: *This paper is part of a Symposium organized by Dr. Remi Jedwab of the George Washington University that will appear in the Journal of Economic Literature.* This article reviews the global health and economic consequences of the 1918 infuenza pandemic, with a particular focus on topics that have seen a renewed interest because of COVID-19. We begin by providing an overview of key contextual and epidemiological details as well as the data that are available to researchers. We then examine the effects on mortality, fertility, and the economy in the short and medium run. The role of nonpharmaceutical interventions in shaping those outcomes is discussed throughout. We then examine longer-lasting health consequences and their impact on human capital accumulation and socioeconomic status. Throughout the paper we highlight important areas for future work.

 

JEL Codes: I10, N0, J10, J24

Key Words: Pandemics; 1918 Influenza; COVID-19; epidemics

The Economic Impact of the Black Death

June 2020

Remi Jedwab (George Washington University), Noel D. Johnson (George Mason University), Mark Koyama (George Mason University)

IIEP working paper 2020-14

Abstract: *This paper is part of a Symposium organized by Dr. Remi Jedwab of the George Washington University that will appear in the Journal of Economic Literature.* The Black Death was the largest demographic shock in European history. We review the evidence for the origins, spread, and mortality of the disease. We document that it was a plausibly exogenous shock to the European economy and trace out its aggregate and local impacts in both the short-run and the long-run. The initial effect of the plague was highly disruptive. Wages and per capita income rose. But, in the long-run, this rise was only sustained in some parts of Europe. The other indirect long-run effects of the Black Death are associated with the growth of Europe relative to the rest of the world, especially Asia and the Middle East (the Great Divergence), a shift in the economic geography of Europe towards the Northwest (the Little Divergence), the demise of serfdom in Western Europe, a decline in the authority of religious institutions, and the emergence of stronger states. Finally, avenues for future research are laid out.

 

JEL Codes: N00, N13, I15, I14, J11, O10, O43

Key Words: Pandemics; Black Death; Institutions; Cities; Urbanization; Malthusian Theory; Demography; Long-Run Growth; Middle Ages; Europe; Asia;

Pandemics, Poverty, and Social Cohesion: Lessons from the Past and Possible Solutions for COVID-19

June 2020

Remi Jedwab (George Washington University), Amjad M. Khan (The World Bank),Richard Damania (The World Bank), Jason Russ (The World Bank), Esha D. Zaveri (The World Bank)

IIEP working paper 2020-13

Abstract: Since COVID-19 broke out, there has been renewed interest in understanding the economic and social dynamics of historical and more recent pandemics and epidemics, from the plagues of Antiquity to modern-day outbreaks like Ebola. These events can have significant impacts on the interplay between poverty and social cohesion, i.e. how different groups in society interact and cooperate to survive and prosper. To that effect, this survey paper provides an overview of how social responses to past pandemics and epidemics were determined by the epidemiological and non-epidemiological characteristics of these outbreaks, with a particular focus on the scapegoating and persecution of minority groups, including migrants. More precisely, we discuss existing theories as well as historical and quantitative studies, and highlight the cases and contexts where pandemics may lead to milder or more severe forms of scapegoating. Finally, we conclude with a summary of priorities for future research on pandemics and social cohesion and discuss the possible effects and policy implications of COVID-19.

 

JEL Codes: O15, O18, I15, I19, J61, J71

Key Words: COVID-19; Pandemics; Epidemics; Disasters; Social Cohesion; Stigmatization; Minority Persecution; Conflict; Poverty; Migration; Social Capital; Trust

Medieval Cities Through the Lens of Urban Economic Theories

May 2020

Remi Jedwab (George Washington University), Noel D. Johnson (George Mason University), and Mark Koyama (George Mason University)

IIEP working paper 2020-9

Abstract: We draw on theories and empirical findings from urban economics to explore and explain patterns of city growth in the Middle Ages (c. 800-1500 CE). We discuss how agricultural development and physical geography determined the location and size of cities during the medieval period. We also consider the relative importance of economies of scale, agglomeration, and human capital spillovers in medieval cities and discuss how their growth was limited by disamenities and constraints on mobility. We discuss how medieval cities responded to shocks such as the Black Death and describe how institutions became increasingly important in determining their trajectories. Avenues for future research are also laid out.

 

JEL Codes: R11; R12; R19; N9; N93; N95

Key Words: Medieval Era; City Growth; Urbanization; Food Surplus Hypothesis; Agglomeration Effects; Labor Mobility; Pandemics; Institutions; Europe; Asia

Human Capital Accumulation at Work: Estimates for the World and Implications for Development

February 2020

Remi Jedwab, Asif Islam, Paul Romer, and Robert Samaniego

IIEP working paper 2020-3

Abstract: In this paper, we: (i) study wage-experience profiles and obtain measures of returns to potential work experience using data from about 24 million individuals in 1,084 household surveys and census samples across 145 countries; (ii) show that returns to work experience are strongly correlated with economic development – workers in developed countries appear to accumulate twice more human capital at work than workers in developing countries; and (iii) use a simple accounting framework to find that the contribution of work experience to human capital accumulation and economic development might be as important as the contribution of education itself.

JEL: O11; O12; O15; O47; E24; J11; J31

Keywords: Returns to Work Experience; Returns to Education; Human Capital Accumulation; Economic Development; Labor Markets; Development Accounting

Cities of Workers, Children or Seniors? Age Structure and Economic Growth in a Global Cross-Section of Cities

August 2019

Remi Jedwab, Daniel Pereira, and Mark Roberts

IIEP working paper 2019-13

Abstract: A large literature documents the positive influence of a city’s skill structure on its rate of economic growth. By contrast, the effect of a city’s age structure on its economic growth has been a hitherto largely neglected area of research. We hypothesize that cities with more working-age adults are likely to grow faster than cities with more children or seniors and set out the potential channels through which such differential growth may occur. Using data from a variety of historical and contemporary sources, we show that there exists marked variation in the age structure of the world’s largest cities, both across cities and over time. We then study how age structure affects economic growth for a global cross-section of mega-cities. Using various identification strategies, we find that mega-cities with higher dependency ratios – i.e. with more children and/or seniors per working-age adult – grow significantly slower. Such effects are particularly pronounced for cities with high shares of children. This result appears to be mainly driven by the direct negative effects of a higher dependency ratio on the size of the working-age population and the indirect effects on work hours and productivity for working age adults within a city.

JEL: R10; R11; R19; J11; J13; J14; O11; N30

Keywords: Urbanization; Cities; Age Structure; Dependency Ratios; Children; Ageing; Demographic Cycles; Agglomeration Effects; Human Capital; Growth; Development

The Economics of Missionary Expansion: Evidence from Africa and Implications for Development

May 2019

Remi Jedwab, Felix Meier zu Selhausen, and Alexander Moradi

IIEP Working Paper 2019-10

Abstract: How did Christianity expand in sub-Saharan Africa to become the continent’s dominant religion? Using annual panel data on all Christian missions from 1751 to 1932 in Ghana, as well as cross-sectional data on missions for 43 sub-Saharan African countries in 1900 and 1924, we shed light on the spatial dynamics and determinants of this religious diffusion process. Missions expanded into healthier, safer, more accessible, and more developed areas, privileging these locations first. Results are confirmed for selected factors using various identification strategies. This pattern has implications for extensive literature using missions established during colonial times as a source of variation to study the long-term economic effects of religion, human capital and culture. Our results provide a less favorable account of the impact of Christian missions on modern African economic development. We also highlight the risks of omission and endogenous measurement error biases when using historical data and events for identification.

JEL Codes: N3, N37, N95, Z12, O12, O15

Keywords: Economics of Religion; Religious Diffusion; Path Dependence; Economic Development; Compression of History; Measurement; Christianity; Africa

Economic and Political Factors in Infrastructure Investment: Evidence from Railroads and Roads in Africa 1960–2015

September 2017

Remi Jedwab and Adam Storeygard

IIEP Working Paper 2019-9

Abstract: Transport investment has played an important role in the economic development of many countries. Starting from a low base, African countries have recently initiated several massive transportation infrastructure projects. However, surprisingly little is known about the current levels, past evolution, and correlates of transportation infrastructure in Africa. In this paper, we introduce a new data set on the evolution of the stocks of railroads (1862-2015) and multiple types of roads (1960-2015) for 43 sub-Saharan African countries. First, we compare our estimates with those from other available data sets, such as the World Development Indicators. Second, we document the aggregate evolution of transportation investments over the past century in Africa. We confirm that railroads were a “colonial” transportation technology, whereas paved roads were a “post-colonial” technology. We also highlight how investment patterns have followed economic patterns. Third, we report conditional correlations between 5-year infrastructure growth and several geographic, economic and political factors during the period 1960-2015. We find strong correlations between transportation investments and economic development as well as more political factors including pre-colonial centralization, ethnic fractionalization, European settlement, natural resource dependence, and democracy. This suggests that non-economic factors may have a significant role in the ability of countries to invest in these public goods.

JEL Codes: O11; O18; O20; H54; R11; R12; R40; N77

Keywords: Transportation Infrastructure; Public Investment; Railroads; Roads; Paved Roads; Africa; Growth; Institutions; Comparative Development; History

The Average and Heterogeneous Effects of Transportation Investments: Evidence from sub-Saharan Africa 1960-2010

March 2019

Remi Jedwab and Adam Storeygard

IIEP Working Paper 2019-8

Abstract: Previous work on transportation investments has focused on average impacts in high- and middle-income countries. We estimate average and heterogeneous effects in a poor continent, Africa, using roads and cities data spanning 50 years in 39 countries. Using changes in market access due to distant road construction as a source of exogenous variation, we estimate an 30-year elasticity of city population with respect to market access of 0.06–0.18. Our results suggest that this elasticity is stronger for small and remote cities, and weaker in politically favored and agriculturally suitable areas. Access to foreign cities matters little.

JEL Codes: R11; R12; R4; O18; O20; F15; F16

Keywords: Transportation Infrastructure; Paved Roads; Urbanization; Cities; Africa; Market Access; Trade Costs; Highways; Internal Migration; Heterogeneity

Pandemics, Places, and Populations: Evidence from the Black Death

February 2019

Remi Jedwab, Noel D. Johnson, and Mark Koyama

IIEP Working Paper 2019-3

Abstract: The Black Death killed 40% of Europe’s population between 1347-1352, making it one of the largest shocks in the history of mankind. Despite its historical importance, little is known about its spatial effects and the effects of pandemics more generally. Using a novel dataset that provides information on spatial variation in Plague mortality at the city level, as well as various identification strategies, we explore the short-run and long-run impacts of the Black Death on city growth. On average, cities recovered their pre-Plague populations within two centuries. In addition, aggregate convergence masked heterogeneity in urban recovery. We show that both of these facts are consistent with a Malthusian model in which population returns to high-mortality locations endowed with more rural and urban fixed factors of production. Land suitability and natural and historical trade networks played a vital role in urban recovery. Our study highlights the role played by pandemics in determining both the sizes and placements of populations.

JEL: R11; R12; O11; O47; J11; N00; N13

Keywords: Pandemics; Black Death; Mortality; Path Dependence; Cities; Urbanization; Malthusian Theory; Migration; Growth; Europe

Negative Shocks and Mass Persecutions: Evidence from the Black Death

March 2017

by Remi Jedwab (George Washington University), Mark Koyama (George Mason University) & Noel Johnson (George Mason University)

IIEP Working Paper 2017-4

The authors of this paper examine the Black Death persecutions committed against the Jewish people to demonstrate the factors that determine when a minority group will face persecution. A theoretical framework is developed that predicts that there is an increased probability that minorities are scapegoated and persecuted when negative shocks occur. However, if the shocks become more severe, the probability of persecution may decrease when economic complementarities exist between the majority and minority groups. To accomplish this, the authors gathered data on a city-level on Black Death mortality and Jewish persecution. An aggregate level showed that scapegoating led to an increase in the baseline probability of persecution. On the city-level, high plague mortality rates did not align with increased persecutions. Persecutions were found to be more likely in cities with a history of antisemitism and less likely in locations where Jews were featured in important economic roles.

The Black Death had wide-ranging social effects, and historians and economists often look to the Black Death as a direct cause of scapegoating and persecution of Jewish communities. The authors contradict this view using city-level Black Death mortality rates and Jewish persecution, demonstrating that the higher the mortality in a city, the less likely persecution would occur. This was accentuated in cities where Jews played important economic roles. They show that, while the Black Death shock was the initial impetus for antisemitic persecution in Europe, it was mainly patterns of differences in economic standing between minority and majority groups that explain local variation in persecution.

Their work contributes to several literatures, such as recent work on the economics of mass killings. They also add to literature on the relationship between shocks and the persecution of minorities, which emphasizes the role played by economic complementarities between groups, and literature on antisemitism. Their study provides a unique perspective, as well, as the Black Death provides a very well suited setting to examine the causes of mass killings.

In their framework, negative shocks can increase both the incentive to persecute a minority and to raise that minority’s economic value. The authors conclude that the decision to persecute the minority is dependent upon how the intensity of the shock interacts with the benefit one gains from persecution and the economic benefits gained from the presence of the minority. While their research suggested there are underlying biases against minorities, it also demonstrated that complementary economic activities between minority groups and majority groups could reduce inter-group aggression.