Growth Through Inclusion in South Africa

It is painfully clear that South Africa is performing poorly, exacerbating problems such as inequality and exclusion. The economy’s ability to create jobs is slowing, worsening South Africa’s extreme levels of unemployment and inequality. South Africans are deeply disappointed with social progress and dislike the direction where the country seems to be heading. Despite its enviable productive capabilities, the national economy is losing international competitiveness. As the economy staggers, South Africa faces deteriorating social indicators and declining levels of public satisfaction with the status quo. After 15 years, attempts to stimulate the economy through fiscal policy and to address exclusion through social grants have failed to achieve their goals. Instead, they have sacrificed the country’s investment grade, increasing the cost of capital to the whole economy, with little social progress to show for it. The underlying capabilities to achieve sustained growth by leveraging the full capability of its people, companies, assets, and knowhow remain underutilized. Three decades after the end of apartheid, the economy is defined by stagnation and exclusion, and current strategies are not achieving inclusion and empowerment in practice.

This report asks the question of why. Why is the economy growing far slower than any reasonable comparator countries? Why is exclusion so extraordinarily high, even after decades of various policies that have aimed to support socio-economic transformation? What would it take for South Africa to include more of its people, capabilities, assets, and ideas in the functioning of the economy, and why aren’t such actions being undertaken already? The Growth Lab has completed a deep diagnostic of potential causes of South Africa’s prolonged underperformance over a two-year research project. Building on the findings of nine papers and widespread collaboration with government, academics, business and NGOs, this report documents the project’s central findings. Bluntly speaking, the report finds that South Africa is not accomplishing its goals of inclusion, empowerment and transformation, and new strategies and instruments will be needed to do so. We found two broad classes of problems that undermine inclusive growth in the Rainbow Nation: collapsing state capacity and spatial exclusion.

Housing in Wyoming: Constraints and Solutions

Quantitative evidence supports the contention that Wyoming’s housing market is constrained, to a greater degree than many other parts of the US. Prices are persistently above expectations given economic fundamentals in most parts of the state, and the supply of new housing in Wyoming is on average less responsive to price increases than in other US counties. This has undermined natural population growth and contributed to a low amount of population density close to city centers in Wyoming, as compared to other US cities with comparable population levels. Importantly, this phenomenon is not simply the result of pandemic-era economic frictions. The evidence shows that these constraints have durably persisted in Wyoming. 

This housing constraint weighs heavily on the broader Wyoming economy, and chokes off growth in new industries that could add to the Wyoming economy beyond its natural resource base. Businesses consistently report a lack of access to workforce as a leading problem that ultimately results from a lack of housing. Some businesses have even tried to create their own housing for employees, and news reports abound of teachers and nurses who secure jobs in Wyoming communities but then have to leave because they cannot find housing.

Key problems behind Wyoming’s housing constraints include excessive regulations concerning housing density and insufficient investment in arterial infrastructure. For example, there is evidence that over-regulated minimum lot sizes in Wyoming are blocking the creation of supply to match free-market demand for houses with smaller amounts of land. Other areas of over-regulation include those concerning allowable housing types, building height, parking spaces per dwelling, and the housing approval process itself. This may be seen as surprising given Wyoming’s reputation as a low-regulation state, but Wyoming maintains restrictions that other states and countries have discarded as outdated and highly counterproductive. Besides outright restrictions on housing development, we find that the most common cost driver undermining the housing development has to do with low public investment in needed arterial infrastructure, especially water systems. Land supply as well as material and construction costs are not primary constraints to housing development across the state, but may matter for select communities.

We suggest a portfolio of policy changes for the state of Wyoming to explore in order to solve its housing constraints. One category of changes is regulatory, and focuses on deregulation, reducing bureaucratic overhead, and shifting from veto-cratic to democratic housing approval procedures. Another category is focused on investment on infrastructure to support housing, and exploration of state-local funding structures to facilitate continuous infrastructure improvement. If implemented, these changes will not only help to solve Wyoming’s housing constraints but also facilitate housing development in a way that combats urban sprawl, and in doing so protects open spaces outside of cities that Wyomingites value.

Related project: Pathways to Prosperity in Wyoming

Mirar el bosque más allá de sus árboles: Una estrategia para frenar la deforestación y avanzar en una prosperidad compartida en la Amazonía colombiana

¿Hay que sacrificar la selva para traer prosperidad económica a la Amazonía colombiana? Según este compendio de investigación compuesto por una serie de estudios sobre esa región, la respuesta es “no”: la percepción que hay un dilema entre crecimiento económico y protección de la selva es una falsa dicotomía. Los factores que impulsan la deforestación y la prosperidad son distinguibles entre sí, y tienen lugar en sitios diferentes. La deforestación ocurre en la frontera agropecuaria, donde uno de los entornos con mayor complejidad biológica del mundo está siendo destruido por algunas de las actividades económicas menos complejas, en particular la ganadería extensiva. En cambio, los motores económicos de la Amazonía son sus áreas urbanas, que en su mayoría están ubicadas lejos del borde de la selva, como es el caso de las áreas localizadas en el piedemonte y que no cuentan con un bosque denso. Estas ciudades ofrecen mayor complejidad económica con su acceso a un rango más amplio de capacidades productivas en actividades de mayores ingresos, con poca presencia de las actividades que favorecen la deforestación. Tal vez la cara menos notoria de la vida en cada una de las tres regiones amazónicas estudiadas, Caquetá, Guaviare y Putumayo, es que la mayoría de la gente vive en áreas urbanas. Este hecho dice mucho sobre la geografía económica de esos lugares: incluso en las partes más remotas de la Amazonía, la gente quiere vivir cerca de los demás, en áreas densamente pobladas. Esto además corrobora los hallazgos de nuestra investigación global en las últimas dos décadas: para traer prosperidad hay que expandir las capacidades productivas disponibles a nivel local y así diversificar la producción de ese lugar hacia más actividades y que posean mayor complejidad.  

A Growth Perspective on Wyoming

This report sets out to understand if the economy of the State of Wyoming is positioned to grow into the future. To do this, the report begins by investigating the past. To know where the state economy could be headed, and how that direction may be improved, it is critical to understand how the state developed the economic structure and drivers that it has today. Thus, Wyoming’s economic trajectory is explored over the long, medium, and short term. From this investigation, we find that Wyoming faces an overall growth problem, but we also find a high degree of variation in economic engines and growth prospects across the state. The problem that this report identifies is that the composition of economic activities is not positioned to sustain a high quality of life across all parts of the state.

“Across all parts of the state” is an essential part of the problem statement for Wyoming. While some local and regional economies in the state are growing and bumping up against identifiable constraints, other local and regional economies are experiencing sustained contractions and will require new sources of growth in order to retain (or expand) population and high quality of life. Since economic dynamics vary significantly across the state, analysis is conducted in as much geographic detail as possible. By combining historical and geographic dimensions of growth, this report aims to inform pathways for sustained and inclusive prosperity across Wyoming.

Related project: Pathways to Prosperity in Wyoming

Seeing the Forest for More than the Trees: A Policy Strategy to Curb Deforestation and Advance Shared Prosperity in the Colombian Amazon

Does economic prosperity in the Colombian Amazon require sacrificing the forest? This research compendium of a series of studies on the Colombian Amazon finds the answer to this question is no: the perceived trade-off between economic growth and forest protection is a false dichotomy. The drivers of deforestation and prosperity are distinct – as they happen in different places. Deforestation occurs at the agricultural frontier, in destroying some of the world’s most complex biodiversity by some of the least economically complex activities, particularly cattle-ranching. By contrast, the economic drivers in the Amazon are its urban areas often located far from the forest edge, including in non-forested piedmont regions. These cities offer greater economic complexity by accessing a wider range of productive capabilities in higher-income activities with little presence of those activities driving deforestation. Perhaps the most underappreciated facet of life in each of the three Amazonian regions studied, Caquetá, Guaviare, and Putumayo, is that the majority of people live in urban areas. This is a telling fact of economic geography: that even in the remote parts of the Amazon, people want to come together to live in densely populated areas. This corroborates the findings of our global research over the past two decades that prosperity results from expanding the productive capabilities available locally to diversify production to do more, and more complex, activities.

Looking for Virtue in Remoteness: Policy Recommendations for Sustainable and Inclusive Growth in the Peruvian Amazonia

Loreto is a place full of contrasts. Although it is the largest department in Peru, it is one of the least populated in the country. Its capital, Iquitos, is closer to Brazil and Colombia’s border states than it is to the capitals of its neighboring regions in Peru – San Martin and Ucayali. Iquitos can only be reached by air or river, making it one of the largest cities in the world without road access. Since its foundation, Loreto’s economy has depended on the exploitation of natural resources: from the Amazon rubber boom at the end of the 19th and the beginning of the 20th centuries, to the oil extraction and exploitation of forest resources that predominate today. This model has brought with it significant environmental damage and has produced a pattern of slow and volatile growth, which has opened an ever-widening gap between the economy of the region and that of the rest of the country. Between 1980 and 2018, Loreto grew at an average compound annual growth rate four times lower than the rest of Peru. Otherwise stated, while the rest of Peru has tripled the size of its economy, Loreto increased it by just under one-third.

Within the last decade (2008-2018), the region has distanced itself from its Amazonian peers in the country (Ucayali, San Martín, and Madre de Dios), which have grown at an average annual growth rate five times higher. Loreto’s average per capita income fell from three-quarters of the national average in 2008 to less than half of it by 2018. In addition to – or perhaps as a consequence of – its economic challenges, Loreto is also among the departments with the worst indicators of social development, including the highest levels of anemia and child malnutrition in Peru.

In this context, the Growth Lab at Harvard University partnered with the Gordon and Betty Moore Foundation to develop a research study that would provide inputs and policy recommendations to boost the development of the region and foster sustainable prosperity.

The Economic Complexity of the UAE: Diversification into Goods and Services


The UAE has achieved significant economic diversification over the past two decades, with non-oil goods exports growing 7.7% annually (2005-19) and services exports expanding by a factor of 3.5, driven primarily by transport, logistics, tourism, and stone/metals products. However, the current export matrix remains energy-intensive and exhibits relatively low economic complexity compared to aspirational peers, indicating limited accumulation of sophisticated productive know-how and suggesting constraints on future growth potential. This report applies economic complexity theory to identify a country-specific diversification roadmap, using density measures to assess feasibility based on the UAE’s existing capabilities and prioritizing opportunities with high complexity and growing global demand. Through this systematic sector identification process, we identify 63 products and 18 service industries organized into ten diversification themes: five in goods (food, metals, chemicals, plastics, and machinery) and five in services (ICT, financial services, business services, healthcare, and creative industries). Given the UAE’s relatively low Complexity Outlook Index, achieving further structural transformation will require active policies to accumulate productive capacities, execute well-targeted capability jumps, and strengthen state capacity to address market failures inherent in the self-discovery process.

A Growth Diagnostic of Kazakhstan

This Growth Diagnostic Report was generated as part of a research engagement between the Growth Lab at Harvard University and the Astana International Financial Centre (AIFC) between June 2021 and December 2022. The purpose of the engagement was to formulate evidence-based policy options to address critical issues facing the economy of Kazakhstan through innovative frameworks such as growth diagnostics and economic complexity. This report is accompanied by the Economic Complexity Report that applies findings from this report on economy-wide challenges to growth and diversification in order to formulate attractive and feasible opportunities for diversification.

Kazakhstan faces multifaceted challenges to sustainable and inclusive growth: macroeconomic uncertainty, an uneven economic playing field, and difficulties in acquiring productive capabilities, agglomerating them locally, and accessing export markets. Underlying Kazakhstan’s transformational growth in the last two decades—during which real GDP per capita multiplied by 2.5x—are two periods that underscore how Kazakhstan’s growth trajectory has been correlated with oil and gas dynamics. The early and mid-2000s characterized by the global commodity supercycle led to an expansion of the economy upwards of 8% annually, with a mild slowdown during the global financial crisis. In 2014, Kazakhstan’s growth slowed with the collapse of commodity prices, and alternative engines of growth have not been strong enough to fend against volatility since. These trends, along with growing uncertainty in the long-run demand of oil and gas, continue to highlight the limitations of relying on natural resources to drive development.

As in the experience of other major oil producers, diversification of Kazakhstan’s non-oil economy is a critical pathway to drive a new era of sustainable and inclusive growth and mitigate the impacts of commodity price shocks on the country’s economy. Kazakhstan’s growth trajectory demonstrates that the country has enough oil to suffer symptoms of Dutch disease, but not enough to position it as a reliable engine of growth in the future. Development of non-oil activities has been a policy objective of the government of Kazakhstan for some time, but previous efforts for target sectors have failed to generate sufficient exports and investments to produce alternative engines of growth. This report characterizes the relationship between growth, industrial policy, and the constraints to diversification in Kazakhstan. It utilizes the growth diagnostics framework to understand why efforts to diversify into non-oil tradables has been challenging. The report proposes a growth syndrome to explain the constraints preventing Kazakhstan from achieving productive diversification and sustainable growth.

This report is organized in six sections, including a brief introduction.

Related project: Sustainable and Inclusive Growth in Kazakhstan

The Economic Complexity of Kazakhstan: A Roadmap for Sustainable and Inclusive Growth

Since the end of the 1990s, Kazakhstan has relied on oil and gas as the main drivers of economic growth. While this has led to rapid development of the country, especially during years of high oil prices, it has also subjected the economy to more severe downturns during oil shocks, bouts of currency overvaluation, and procyclicality in growth and public spending.

Stronger economic diversification has the potential to drive a new era of sustainable growth by supporting new sources of value added and export revenue, creating new and better jobs, and making the economy more resistant to fluctuations in oil dynamics. However, repeated efforts to stimulate alternative, non-oil engines of growth have so far been inconclusive.

This report introduces a new framework to identify opportunities for economic diversification in Kazakhstan. This framework attempts to improve upon previous methods, notably by building country and region-specific challenges to the development of the non-oil economy directly into the framework to identify feasible and attractive opportunities. These challenges are presented in detail in the Growth Diagnostic of Kazakhstan and are summarized along three high-level constraints: (i) an uneven economic playing field dominated by government-related public and private-entities; (ii) difficulties in acquiring productive capabilities, agglomerating them locally, and accessing export markets; and (iii) ongoing macroeconomic factors lowering external competitiveness lower and making the economy less stable.

Our approach applies the economic complexity paradigm to identify what specific products and industries are most feasible for diversification, based on the existing productive capabilities demonstrated in the economy. We examine Kazakhstan’s economic complexity at the national but also subnational levels, highlighting the heterogeneity of export baskets across regions that makes an analysis of opportunities at the subnational level essential.

Related project: Sustainable and Inclusive Growth in Kazakhstan

Development in a Complex World: The Case of Ethiopia

This research compendium provides an explanation of Ethiopia’s fundamental economic challenge of slowing economic growth after an exceptional growth acceleration — a challenge that has been compounded by COVID-19, conflict, and climate change impacts. Ethiopia has experienced exceptional growth since the early 2000s but began to see a slowdown in the capacity of the economy to grow, export, and produce jobs since roughly 2015. This intensified a set of macroeconomic challenges, including high, volatile, and escalating inflation. This compendium identifies a path forward for more sustainable and inclusive growth that builds on the government’s Homegrown Economic Reform strategy. It includes growth diagnostics and economic complexity research as well as applications to unpack interacting macroeconomic distortions and inform diversification strategies. Drawing on lessons from past success in Ethiopia and new constraints, this compendium offers insights into what the Government of Ethiopia and the international community must do to unlock resilient, post-conflict economic recovery across Ethiopia.

The research across the chapters of this compendium was developed during the Growth Lab’s research project in Ethiopia from 2019 to 2022, supported through a grant by the United States Agency of International Development (USAID). This research effort, which was at times conducted in close collaboration with government and non-government researchers in Ethiopia, pushed the boundaries of Growth Lab research. The project team worked to understand to intensive shocks faced by the country and enable local capability building in the context of limited government resources in a very low-income country. Given the value of this learning, this compendium not only discusses challenges and opportunities in Ethiopia in significant detail but also describes how various tools of diagnostic work and economic strategy-building were used in practice. As such, it aims to serve as a teaching resource for how economic tools can be applied to unique development contexts. The compendium reveals lessons for Ethiopian policymakers regarding the country’s development path as well as numerous lessons that the development community and development practitioners can learn from Ethiopia.