How should Uganda grow?
Income per capita in Uganda has doubled in the last 20 years. This remarkable performance has been buoyed by significant aid flows and large external imbalances. Economic growth has been concentrated in non-tradable activities leading to growing external imbalances and a growing gap between rural and urban incomes. Future growth will depend on achieving sufficient export dynamism. In addition, growth faces a number of other challenges: low urbanization rate, rapid rural population growth and high dependency ratios. However, both the dependency ratio and fertility rates have begun to decline recently. Rural areas are also severely overcrowded with low-productivity subsistence agriculture as a pervasive form of production. Commercial agriculture has great possibilities to increase output, but as the sector improves its access to capital, inputs and technology it will shed jobs rather than create them.
These challenges combined tell us that future growth in Uganda will require a rapid rate of export growth and economic diversification. The country faces the prospect of an oil boom of uncertain size and timing. It could represent an important stepping stone to achieve external sustainability, expanded income and infrastructure and a greater internal market. However, as with all oil booms, the challenges include avoiding the Dutch disease, managing the inevitable volatility in oil incomes and avoiding inefficient specialization in oil. Policies that set targets for the non-oil deficit could help manage some of these effects, but a conscious strategy to diversify would still be needed.
The best strategy is therefore to use the additional oil revenue and accompanying investments to promote a diversification strategy that is sustainable. To determine how to encourage such a transformation, we draw on a new line of research that demonstrates how development seldom implies producing more of the same. Instead, as countries grow, they tend to move into new industries, while they also increase productivity in existing sectors. In this report, we analyze what those new industries might be for Uganda.
To do so, we first look to those products which balance the desire to increase the diversification and complexity of production, while not over-stretching existing capabilities. These include mostly agricultural inputs, such as agrochemicals and food processing. In addition, Uganda should concurrently develop more complex industries, such as construction materials, that are reasonably within reach of current capabilities and will be in great demand in the context of an oil boom. Here, the fact that Uganda is landlocked and faces high import costs will provide natural protection to the expanding demand in Uganda and neighboring countries. We conclude with a discussion of the government policies that will support Uganda in developing new tradable industries.
Implied Comparative Advantage
The comparative advantage of a location shapes its industrial structure. Current theoretical models based on this principle do not take a stance on how comparative advantages in different industries or locations are related with each other, or what such patterns of relatedness might imply about the underlying process that governs the evolution of comparative advantage. We build a simple Ricardian-inspired model and show this hidden information on inter-industry and inter-location relatedness can be captured by simple correlations between the observed patterns of industries across locations or locations across industries. Using the information from related industries or related locations, we calculate the implied comparative advantage and show that this measure explains much of the location’s current industrial structure. We give evidence that these patterns are present in a wide variety of contexts, namely the export of goods (internationally) and the employment, payroll and number of establishments across the industries of subnational regions (in the US, Chile and India). The deviations between the observed and implied comparative advantage measures tend to be highly predictive of future industry growth, especially at horizons of a decade or more; this explanatory power holds at both the intensive as well as the extensive margin. These results suggest that a component of the long-term evolution of comparative advantage is already implied in today’s patterns of production.
The Atlas of Economic Complexity: Mapping Paths to Prosperity
From the foreword:
It has been two years since we published the first edition of The Atlas of Economic Complexity. “The Atlas,” as we have come to refer to it, has helped extend the availability of tools and methods that can be used to study the productive structure of countries and its evolution.
Many things have happened since the first edition of The Atlas was released at CID’s Global Empowerment Meeting, on October 27, 2011. The new edition has sharpened the theory and empirical evidence of how knowhow affects income and growth and how knowhow itself grows over time. In this edition, we also update our numbers to 2010, thus adding two more years of data and extending our projections. We also undertook a major overhaul of the data. Sebastián Bustos and Muhammed Yildirim went back to the original sources and created a new dataset that significantly improves on the one used for the 2011 edition. They developed a new technique to clean the data, reducing inconsistencies and the problems caused by misreporting. The new dataset provides a more accurate estimate of the complexity of each country and each product. With this improved dataset, our results are even stronger.
All in all, the new version of The Atlas provides a more accurate picture of each country’s economy, its “adjacent possible” and its future growth potential.
For up-to-date datasets and new visualizations, visit atlas.hks.harvard.edu.
Last updated on 12/02/2024
Ricardo Hausmann
Ricardo Hausmann is the founder and Director of Harvard’s Growth Lab and the Rafik Hariri Professor of the Practice of International Political Economy at Harvard Kennedy School. Under his leadership, the Growth Lab has grown into one of the most well-regarded and influential hubs for research on economic growth and development around the world.
His scholarly contributions have had a significant impact on the study and practice of development. These include the development of the Growth Diagnostics and Economic Complexity methodologies, as well as several widely used economic concepts, such as Dark Matter, Original Sin, and Self-discovery. His work has been published in some of the top journals in the world, including Science, Journal of Development Economics, Journal of International Economics, Proceedings of the National Academy of Sciences, Journal of International Money and Finance, Economic Policy, and the Journal of Economic Growth, among many others. These publications have been cited more than 59,000 times.
Since launching the Growth Lab in 2006, Hausmann has served as principal investigator for more than 50 research initiatives in more than 30 countries, including the US, informing development policy, growth strategies, and diversification agendas at the national, regional, and city levels.
Before joining Harvard University, he served as the first Chief Economist of the Inter-American Development Bank (1994-2000), where he created the Research Department. He has served as Minister of Planning of Venezuela (1992-1993) and as a member of the Board of the Central Bank of Venezuela. He also served as Chair of the IMF-World Bank Development Committee. He was Professor of Economics at the Instituto de Estudios Superiores de Administracion (IESA) (1985-1991) in Caracas, where he founded the Center for Public Policy. He holds a Ph.D. in economics from Cornell University.
Download CV (last updated February 2026)
Neighbors and the Evolution of the Comparative Advantage of Nations: Evidence of International Knowledge Diffusion?
The literature on knowledge diffusion shows that it decays strongly with distance. In this paper we document that the probability that a product is added to a country’s export basket is, on average, 65% larger if a neighboring country is a successful exporter of that same product. For existing products, having a neighbor with comparative advantage in them is associated with a growth of exports that is higher by 1.5 percent per annum. While these results could be driven by a common third factor that escapes our controls, they are what would be expected from the localized character of knowledge diffusion.
Last updated on 12/07/2017
The Dynamics of Nestedness Predicts the Evolution of Industrial Ecosystems
Decades of research in ecology have shown that nestedness is a ubiquitous characteristic of both, biological and economic ecosystems. The dynamics of nestedness, however, have rarely been observed. Here we show that the nestedness of both, the network connecting countries to the products that they export and the network connecting municipalities to the industries that are present in them, remains constant over time. Moreover, we find that the conservation of nestedness is sustained by both, a bias for industries that deviate from the networks’ nestedness to disappear, and a bias for the industries that are missing according to nestedness to appear. This makes the appearance and disappearance of individual industries in each location predictable. The conservation of nestedness in industrial ecosystems, and the predictability implied by it, demonstrates the importance of industrial ecosystems in the long term survival of economic activities.
Last updated on 12/10/2021
Empirical Confirmation of Creative Destruction from World Trade Data
We show that world trade network datasets contain empirical evidence that the dynamics of innovation in the world economy follows indeed the concept of creative destruction, as proposed by J.A. Schumpeter more than half a century ago. National economies can be viewed as complex, evolving systems, driven by a stream of appearance and disappearance of goods and services. Products appear in bursts of creative cascades. We find that products systematically tend to co-appear, and that product appearances lead to massive disappearance events of existing products in the following years. The opposite – disappearances followed by periods of appearances – is not observed. This is an empirical validation of the dominance of cascading competitive replacement events on the scale of national economies, i.e. creative destruction. We find a tendency that more complex products drive out less complex ones, i.e. progress has a direction. Finally we show that the growth trajectory of a country’s product output diversity can be understood by a recently proposed evolutionary model of Schumpeterian economic dynamics.
Last updated on 12/07/2017
Closing the Gender Gap in Education: Does it Foretell the Closing of the Employment, Marriage, and Motherhood Gaps?
In this paper, we examine several dimensions of gender disparity for a sample of 40 countries using micro-level data. We start by documenting the reversal of the gender education gap and ranking countries by the year in which it reversed. Then we turn to an analysis of the state of other gaps facing women: we compare men and women’s labor force participation (the labor force participation gap), married and single women’s labor force participation (the marriage gap), and mothers’ and non-mother’s labor force participation (the motherhood gap). We show that gaps still exist in these spheres in many countries, though there is significant heterogeneity among countries in terms of the size of and the speed at which these gaps are changing. We also show the relationship between the gaps and ask how much the participation gap would be reduced if the gaps in other spheres were eliminated. In general, we show that while there seems to be a relationship between the decline of the education gap and the reduction of the other gaps, the link is rather weak and highly heterogeneous across countries.
Growth and Competitiveness in Kazakhstan: Issues and Priorities in the Areas of Macroeconomic, Industrial, Trade and Institutional Development Policies
Kazakhstan has achieved many of its goals and faces enormous opportunities. It has been able to transform itself into a market economy, thus unleashing the productive capacity of its citizens and creating the conditions for the country to benefit from international trade and investment. In addition, it has discovered large quantities of oil reserves that will allow it to sustain a tripling of oil production in the next two decades.
Under these conditions, the recent performance of the economy has been characterized by rapid growth with declining unemployment. The economy has been propped up by increased fiscal spending and by private investment. Macroeconomic management has been prudent in the sense that inflation has been kept low, the government has accumulated significant fiscal savings in the National Fund and the Central Bank has built up a significant stock of international reserves. The question is how to make this situation last over the medium and long term and how to make the economy resilient to the shocks that may come.
This report is a collection of policy memos that deal with the choices the government faces going forward in the broad area of macroeconomic policies, including fiscal policy and institutions, monetary and exchange rate arrangements and policies, financial policies, industrial policy, trade policy, and broad issues in institutional development.
Building a Better Future for the Dominican Republic
From 2010-2011, a team from the Growth Lab at Harvard’s Center for International Development collaborated with the Dominican government to develop a strategy to create a highly productive, internationally competitive economy. With a vision for 2030, this team of scholars, practitioners, and government agencies hopes to revitalize the Dominican economy, promoting inclusive growth and sustainable human development.
The faculty team advised on a growth strategy based on diversification and development of the tradable sector. The five-tiered approach focuses on education, exports, fiscal reform, financial architecture, and development along the Haitian border, culminating in overall economic growth, job creation, demographic transitions, and restructured formal sectors.
Also included in the overall plan are investment promotion, infrastructure development, active scouting of new and innovative goods and services, maximization of the country’s tourist potential, improved governance, and a revised tax regime. Specific financial recommendations include encouraging and reorganizing pension fund investment and changing the average savings rate as a benchmark for higher returns on those funds.