Publications
Growth Lab faculty, fellows, and affiliates regularly publish research in a wide range of academic and policy venues. These include working papers in our Working Paper series, books, book chapters, articles in top peer-reviewed journals, policy pieces, op-eds in news outlets, reports, and conference papers.
We’ve highlighted some of our latest releases below.

JOURNAL ARTICLE
The Coherence of US Cities
New research recently published in the Proceedings of the National Academy of Sciences reveals that the transformation of U.S. cities follows a surprisingly stable rule: while cities evolve and diversify, on average, they maintain a constant level of “coherence”—a measure of how well their economic activities fit together. The findings raise questions about urban transformation and suggest limitations for how policy can steer diversification of urban economies.
Working Papers
Working Papers
Orrego Zamudio, J.C. & O’Brien, T., 2025
New Mexico’s Economy Over Time and Space
This report examines New Mexico’s economy over more than a century to inform statewide and regional economic development efforts. By mapping both long-term trajectories and recent changes, the analysis is […]
This report examines New Mexico’s economy over more than a century to inform statewide and regional economic development efforts. By mapping both long-term trajectories and recent changes, the analysis is designed to support effective strategies for state and local leaders as they seek to address persistent challenges, respond to new risks, and leverage unique opportunities across the state’s diverse economies.
Long-Term Perspective (1900–2020)
The first section of this report provides an overview of New Mexico’s longer-term growth path to understand how the past influences the present and future of the state economy. New Mexico’s population never accelerated like some of its neighbors and peers. Slowdowns and uneven growth meant that New Mexico never attracted people in the way that Arizona, Colorado, or Utah did. Recent population growth has been the slowest in the last 120 years for New Mexico, indicating important economic problems that have made people “vote with their feet” to leave the state. Population growth and migration patterns are always co-evolving with what is happening in the state economy. Early in the 20th century, New Mexico’s economy was centered on agriculture, and over the next century, New Mexico saw a uniquely precipitous drop in employment in this sector. New Mexico missed early waves of manufacturing-led industrialization that benefited other states. This likely indicates a limit on how much manufacturing growth is possible moving forward, as the state has fewer latent capabilities and assets than other states that historically had larger manufacturing sectors. Mining, including the extraction of oil and gas, grew to be a critical part of the New Mexican economy and government revenues, but never accounted for more than 10% of jobs. Government activity also grew to be a uniquely large part of the state economy in New Mexico because of both state and federal funding.
Beneath the long-term statewide trends, New Mexico’s economy is striking for the variation of economic performance and drivers across the state. From a long-term perspective, many rural areas are still responding to major economic shocks to their sources of tradable income that often happened many decades ago. In an ideal world, major urban hubs would absorb the outmigration from regions that are losing population. However, as rural communities navigate these challenges, urban areas have not been in a strong enough position to absorb displaced populations from other parts of the state or in-migration from other states. As the state economy has evolved from industries that are rooted in place (such as agriculture and mining) to industries that thrive in more urban settings (such as professional services), the weaknesses of urban economies in New Mexico in comparison to other states stand out.
Medium and Short-Term Perspective (1997-2024)
Several of the challenges of New Mexico over the long-term have continued to play out over the last 25 years. New Mexico’s per capita growth has been relatively low, and its income level has fallen further behind other states, especially within the region. The period of 2005-17 was exceptionally weak, marked by several years of per capita contraction that cannot be explained by national patterns. Arguably, the most important problem over 2005-17 was that state and local government activity followed a procyclical pattern that made the downturn worse when fiscal policy could have been designed to partially offset the pain of the downturn. The decline in the state government activity appears to be driven by a significant drop in tax collection that was only partially cushioned by increased federal spending at the time. While New Mexico is now enjoying a period of more robust growth, an economic upswing since 2018 has yet to offset the effects of a prolonged stagnation. Past dynamics suggest that today’s “boom” in growth will likely be followed by a period of “bust”. Whether the current higher growth trajectory should be expected to continue hinges on the sustainability of current growth drivers and the potential for others to emerge.
Again, beneath these state patterns, there is significant variation in economic performance across New Mexico’s regions. A few urban counties, most of all Bernalillo County, drive the state’s overall economic activity, and their growth has lagged national trends. Counties across the state have growth patterns that are largely uncorrelated with each other. One can see the effects of state-level downturns across many counties, but state growth does not translate equally in all counties. In fact, some counties have grown in a negatively correlated way with statewide growth over the last 25 years. Depending on their local economic drivers, some counties are currently growing rapidly — for example, Lea and Eddy counties, which benefit directly from current oil and gas expansion in the Permian Basin. Several rural counties have seen growth, driven by different sectors in recent years, even as they face long-term pressures. Meanwhile, several urban economies are struggling to absorb population and labor. A deep dive into Albuquerque’s growth finds that an undersupply of housing is the most binding constraint today.
Implications for Economic Strategy and Policy
New Mexico is building on several strengths in its economic development strategy. Recent successes, including major business investments in Albuquerque and Las Cruces and the expansion of universal childcare and tuition-free college, mark important steps forward. The state has channeled a great part of its oil and gas windfalls into permanent funds, ensuring increased reserves for use in education, early childhood, and future flexibility. Annual distributions from these reserves now account for major shares of education spending, and they are projected to become an even larger part of the state budget. New Mexico has also had some success in targeting sectors for investment attraction and in a public push in site development and site readiness for investment. The state also faces new and recurring stressors, and this report has several implications for strategy moving forward. As federal funds recede, the state’s reserves are increasingly needed to offset cuts in healthcare, higher education, and other urgent areas, narrowing available fiscal space for new priorities. New Mexico has improved its ability to save revenues generated during the current resource boom, but it will also have to navigate spending tradeoffs. We suggest more deployment of the state’s fiscal resources to expand regional capacity to attract investment and actions to better address housing supply constraints in urban areas — both of which are small budget items in relation to existing priorities but with large potential gains. While New Mexico is moving in the right direction by targeting sectors and identifying key sites for development, the diversity of regional challenges and opportunities calls for greater regional tailoring. County-by-county analyses of diversification opportunities, using economic complexity methods, are available in this online repository. As for addressing labor supply constraints, investments in childcare and higher education effectively target long-term pressures on talent retention and attraction. However, the principal obstacle remains housing. There are state and local actions that can be taken to allow housing supply to better meet growing demand.
Working Papers
Kaddah, F., 2025
Women at Work: A Systematic Diagnostic of Female Saudi Employment Gains in Saudi Arabia
Saudi Arabia has witnessed a paradox where high demand for labor did not translate into high labor force participation for Saudi women. Despite possessing higher educational attainment than men, Saudi […]
Saudi Arabia has witnessed a paradox where high demand for labor did not translate into high labor force participation for Saudi women. Despite possessing higher educational attainment than men, Saudi women historically faced lower participation rates, higher unemployment, and concentration in lower-paying sectors. This paper examines the paradoxical surge in Saudi women’s employment during a period of economic weakness following the 2014 oil price shock and 2020 pandemic. The study documents unprecedented employment gains driven primarily by new labor market entrants, particularly women with high school education or less, who diversified beyond traditional education and health sectors into retail, construction, manufacturing, and food services. Through empirical analysis of policy reforms implemented between 2016-2022, the paper identifies three key drivers of Saudi women’s employment gains: the removal of legal and social barriers (including workspace requirements and driving restrictions), wage subsidies during COVID-19, and increases in the Nitaqat de facto minimum wage for Saudi workers. While these gains represent historic progress, the analysis reveals concerning trends, including a widening gender wage gap and questions regarding the sustainability of subsidy-dependent employment growth. The paper highlights the need to balance short-term policy interventions to increase women’s entry into the workforce with long-term diversification efforts that align women’s skills and wage expectations with market demands to ensure sustainable and equitable employment outcomes.
Working Papers
Kalemli-Özcan, S., Soylu, C. & Yildirim, M.A., 2025
Global Networks, Monetary Policy and Trade
We develop a novel framework to study the interaction between monetary policy and trade. Our New Keynesian open economy model incorporates international production networks, sectoral heterogeneity in price rigidities, and […]
We develop a novel framework to study the interaction between monetary policy and trade. Our New Keynesian open economy model incorporates international production networks, sectoral heterogeneity in price rigidities, and trade distortions. We decompose the general equilibrium response to trade shocks into distinct channels that account for demand shifts, policy effects, exchange rate adjustments, expectations, price stickiness, and input–output linkages. Tariffs act simultaneously as demand and supply shocks, leading to endogenous fragmentation through changes in trade and production network linkages. We show that the net impact of tariffs on domestic inflation, output, employment, and the dollar depends on the endogenous monetary policy response in both the tariff-imposing and tariff-exposed countries, within a global general equilibrium framework. Our quantitative exercise replicates the observed effects of the 2018 tariffs on the U.S. economy and predicts a 1.6 pp decline in U.S. output, a 0.8 pp rise in inflation, and a 4.8% appreciation of the dollar in response to a retaliatory trade war linked to tariffs announced on “Liberation Day.” Tariff threats, even in the absence of actual implementation, are self-defeating— leading to a 4.1% appreciation of the dollar, 0.6% deflation, and a 0.7 pp decline in output, as agents re-optimize in anticipation of future distortions. Dollar appreciates less or even can depreciate under retaliation, tariff threats, and increased global uncertainty.
Working Papers
Unkovska, T. & Konoplyov, S., 2025
Global Imbalances in International Trade, Dynamics of Debt and Finance: Causes and Mitigation Measures
Global imbalances have been building up in the world economy for decades and have reached critical levels, giving rise to tariff confrontations, trade wars, and geopolitical tensions. This paper presents […]
Global imbalances have been building up in the world economy for decades and have reached critical levels, giving rise to tariff confrontations, trade wars, and geopolitical tensions. This paper presents our systemic analysis of three global imbalances: international trade, debt dynamics, and finance. Based on our new systemic concept of global imbalances and analysis of a large body of historical and latest financial and economic data in various countries and the world economy, we have concluded that these three global imbalances are closely interconnected and mutually influence each other through different channels and nonlinear feedback mechanisms that we describe. These three global imbalances are interrelated symptoms of deep structural problems in the global economy that require corrective measures both at the level of individual countries, especially the US and China, and at the global coordinated efforts by key countries within the G7 and G20. We highlight the key structural problems in the global economy, suggest a modern interpretation of the Triffin dilemma through the prism of equilibrium levels of exchange rates, and suggest possible measures to mitigate the global imbalances.
Working Papers
Bustos, S., et al., 2025
Tackling Discrepancies in Trade Data: The Harvard Growth Lab International Trade Datasets
Bilateral trade data informs foreign and domestic policy decisions, serves as a growth indicator, determines tariffs, and is the basis for financial and investment decisions for corporations. Accurate trade data […]
Bilateral trade data informs foreign and domestic policy decisions, serves as a growth indicator, determines tariffs, and is the basis for financial and investment decisions for corporations. Accurate trade data translates into better decision-making. However, the raw bilateral trade data reported by UN Comtrade suffer from two structural problems: reporting differences between country partners and countries reporting in different product classification systems, which require product-level harmonization to compare data across countries. In this paper, we address these challenges by combining a mirroring technique and a data-driven concordance method. Mirroring reconciles importer and exporter differences by imputing country reliability scores and applying a weighted country-pair average to calculate the estimated trade value. We harmonize product classifications across vintages by calculating conversion weights that reflect a product’s market share. The resulting publicly available datasets mitigate issues in raw trade statistics, reducing reporting inconsistencies while maintaining product-level granularity across six decades.
Working Papers
Pritchett, L. & Viarengo, M., 2025
Raising the Bar: A Poverty Line for Global Inclusion
The first of the United Nations 2015 Sustainable Development Goals is: “End poverty in all its forms everywhere.” An implication of this broad goal is the existence of an array […]
The first of the United Nations 2015 Sustainable Development Goals is: “End poverty in all its forms everywhere.” An implication of this broad goal is the existence of an array of poverty lines, which raises the question of an appropriate lower-bound and an upper-bound to global poverty lines. The ‘dollar-a-day’ poverty line (updated for inflation to P$2.15 in 2017 PPP) is widely accepted as a global lower-bound poverty line (GLBPL). However, while different countries, organizations, and authors use higher poverty lines, there is no consensus on a global upper bound poverty line (GUBPL). We estimate a GUBPL using two conceptually distinct approaches, both grounded in the tension between the focus axiom for poverty measures and standard economic social welfare measures. We set a candidate GUBPL either at: (i) the consumption consistent with the achievement of adequate material well-being or (ii) the consumption level where marginal utility is “near enough” zero. Using either approach, empirical results across an array of measures of well-being demonstrate that ad hoc poverty lines, including the World Bank’s highest reported poverty line of P$6.85, are far too low to be plausible candidates for a GUBPL. Using the two approaches across four distinct indicators of well-being, all of the empirical results suggest a GUBPL of at least P$21.5, ten times higher than the standard GLPBL of P$2.15. The use of both a lower bound and upper bound global poverty line balances the radically exclusive nature of the ‘dollar-a-day’ standard, which classifies people with very low levels of material well-being and hence very high marginal utility of income as “not poor” with an equally radically inclusive GUBPL which counts only those with globally high material achievement and low(ish) marginal utility of income as “not poor.”Working Papers
Nedelkoska, L., et al., 2025
De Facto Openness to Immigration
Various factors influence why some countries are more open to immigration than others. Policy is only one of them. We design country-specifc measures of openness to immigration that aim to […]
Various factors influence why some countries are more open to immigration than others. Policy is only one of them. We design country-specifc measures of openness to immigration that aim to capture de facto levels of openness to immigration, complementing existing de jure measures of immigration, based on enacted immigration laws and policy measures. We estimate these for 148 countries and three years (2000, 2010, and 2020). For a subset of countries, we also distinguish between openness towards tertiary-educated migrants and less than tertiary-educated migrants. Using the measures, we show that most places in the World today are closed to immigration, and a few regions are very open. The World became more open in the first decade of the millennium, an opening mainly driven by the Western World and the Gulf countries. Moreover, we show that other factors equal, countries that increased their openness to immigration, reduced their old-age dependency ratios, and experienced slower real wage growth, arguably a sign of relaxing labor and skill shortages.
Explore the country rankings in our interactive visualization website and learn more about the project, Leveraging the Global Talent Pool to Jumpstart Prosperity in Emerging Economies.
Working Papers
Arcay, G. & O’Brien, T., 2025
Serving From Hermosillo: Opportunities in Cross-Border Trade of Services
Technological advances have increased the general tradability of services, leading international trade in services to outpace trade in goods, especially after the global financial crisis and the COVID-19 pandemic. Services […]
Technological advances have increased the general tradability of services, leading international trade in services to outpace trade in goods, especially after the global financial crisis and the COVID-19 pandemic. Services once considered less tradable due to the necessity of physical proximity between consumer and provider are now increasingly digitized and delivered remotely. Cross-border services now represent 79% of all internationally traded services, and digitally deliverable activities like engineering, accounting, database and other information services are experiencing yearly U.S. imports growth rates over 15%. This report analyzes how Mexico has been capitalizing on some of these trends over the past five years using the most granular data available. Then, we analyze opportunities from the perspective of Hermosillo.
Hermosillo is poised to benefit from this global expansion due to its comparative advantages and existing productive capabilities in potentially tradeable services. We estimate the revealed comparative advantage of Hermosillo in each tradeable service category and find that the city is better positioned than similarly rich and complex cities in Mexico to take advantage of several of these opportunities. This is because Hermosillo is currently intensive in these opportunities, and also because Hermosillo has other industries that are similar to the opportunities in terms of their occupational structure (which could potentially supply additional labor in case tradeable service industries were to expand rapidly). Moreover, Hermosillo’s wage differentials compared to the U.S. are significant for most industries and occupations, including all tradable service industries and teleworkable occupations. This provides a cost advantage for foreign firms seeking to outsource part of their operations. Hermosillo also boasts a well-educated workforce with high levels of schooling and a strong emphasis on STEM fields, positioning it well to meet a potential expansion in educated labor demand.
Some tradable services represent bigger opportunities for Hermosillo, but the city will need to develop new capabilities in cross-border service provision in order to take advantage of them. In particular, engineering services, database and other information services, business and management consulting, research and development, education, and accounting services require attention and further research to inform effective strategies. To realize these opportunities, local firms may need to overcome sector-specific challenges related to internationalization. Policymakers can play a pivotal role by fostering strategic partnerships, attracting multinational service providers to bring in knowhow, and creating supportive enabling environments for teleworking and digital service provision.
Working Papers
Daboin, J., et al., 2025
Una Estrategia de Crecimiento Económico para Hermosillo
Hermosillo se está quedando atrás en materia de crecimiento económico y diversificación productiva. Históricamente la ciudad se ha beneficiado de una fuerte presencia manufacturera, liderada por Ford, y un capital […]
Hermosillo se está quedando atrás en materia de crecimiento económico y diversificación productiva. Históricamente la ciudad se ha beneficiado de una fuerte presencia manufacturera, liderada por Ford, y un capital humano de alta calidad; sin embargo, se quedó rezagada con respecto a ciudades comparativas en términos de creación de empleo y diversificación económica entre 2010-2020. Este bajo desempeño se deriva principalmente de un menor crecimiento y diversificación de la industria manufacturera en comparación con ciudades mexicanas más dinámicas. Es importante destacar que Hermosillo mantiene importantes ventajas competitivas, sobre todo en infraestructura logística, costos de y acceso a electricidad, y calidad del capital humano. Pero también enfrenta retos en materia de sustentabilidad del agua, de asequibilidad y de oferta de vivienda, así como de movilidad urbana. Hermosillo debe encontrar una combinación de políticas públicas que le permitan capitalizar en sus ventajas, así como solucionar las potenciales restricciones al crecimiento que va a enfrentar.
Hermosillo tiene claras oportunidades para acelerar su crecimiento económico. Hay tres cambios importantes en el contexto global que Hermosillo puede aprovechar: la transición energética, la relocalización de las cadenas de suministro y el boom del comercio internacional de servicios digitales. Estas tres tendencias se alinean particularmente con algunas de las ventajas competitivas existentes de Hermosillo. La ubicación estratégica de la ciudad cerca del mercado estadounidense, la mano de obra calificada, sus instituciones educativas y los abundantes recursos solares la ponen en buena posición para capitalizar estos cambios a través de acciones de política pública.
Las oportunidades económicas de Hermosillo podrían desbloquearse si la ciudad resuelve estratégicamente sus principales limitaciones. La gestión sostenible del agua y la mejora de su planificación urbana, particularmente en vivienda y transporte público, son las restricciones más urgentes que, una vez atendidas, permitirían a la ciudad crecer a un ritmo más cercano a su potencial. El incremento de la oferta vivienda y el desarrollo de un sistema de transporte público eficiente reduciría los costos de vida y los costos laborales para las empresas, haciendo a Hermosillo más atractiva para trabajadores e inversionistas. A su vez, es necesario establecer un modelo sostenible de gestión del agua que permita garantizar el crecimiento futuro de la ciudad. La resolución de estas limitaciones es esencial para posicionar a Hermosillo como un centro importante para las cadenas de suministro de manufactura avanzada, de la industria verde y de servicios digitales en el norte de México. La ciudad tiene muchos elementos a su favor para prosperar, pero requiere abordar estas limitaciones de manera coordinada para desbloquear su próxima fase de crecimiento económico.
Working Papers
Fortunato, A., 2025
Nearshoring in Hermosillo: Analysis of Economic Growth Opportunities
This is one of four Growth Lab reports that aim to identify promising growth opportunities for Hermosillo. The focus of this report is nearshoring. Nearshoring is not a new phenomenon in […]
This is one of four Growth Lab reports that aim to identify promising growth opportunities for Hermosillo. The focus of this report is nearshoring. Nearshoring is not a new phenomenon in Mexico, but recent changes in U.S. policy aimed to incentivize nearshoring of critical industries. This report first explores current realities of nearshoring and friendshoring in recent years, based on global trade and the distance which U.S. imports are traveling, and Mexico’s dynamics in global trade and investment in comparison to other countries. The report then evaluates the economic growth opportunities that nearshoring could incentivize in Hermosillo. We analyze the nearshoring opportunity set for Hermosillo across products and industries and if they are based on the city’s productive capabilities.
This report confirms that nearshoring and friendshoring have been taking place in global trade and investment in response to U.S. policy between 2017 and 2023. Mexico has made gains in its exports to the U.S. market in recent years as exports from China have lost ground, but it is not the only country doing so. A few countries like Vietnam benefited even more, despite being geographically far from the U.S. market. Mexico is seeing growth in products it has traditionally exported, but it is not seeing much diversification into products that the U.S. has deemed critical. Nor is Mexico seeing promising investment trends that would signal an acceleration of growth in these opportunities. Given Hermosillo’s position as a large city that is near the U.S. market, and to a growing market in Arizona in particular, the process of nearshoring represents a potentially transformational chance to jumpstart growth in attractive industries to better position the local economy for the future.
This report provides analysis to begin to identify the most promising nearshoring opportunities for Hermosillo, but local action is needed to build on these initial observations. We identify products and industries that are attractive opportunities for nearshoring in Hermosillo and we evaluate which industries are most consistent with Hermosillo’s existing industry structure and underlying productive capabilities. Promising opportunities stand out in industries related to medical equipment, electronics, machinery, and plastics and the latter sections of this report explore these opportunities in some detail, both quantitatively and more qualitatively. Local strategies to capitalize on these opportunities will vary in design and local actors should weigh the criteria provided and other considerations when deciding which industries are the highest priority for targeted investment promotion and other action steps. One exception, however, is in the value chain for semiconductors, where the emerging opportunity to supply and complement the value chain that is forming in Arizona is too large to pass up. Semiconductors represent an essential area that policymakers and the business community in Hermosillo should embrace, along with a set of additional promising nearshoring opportunities.
Working Papers
Protzer, E., et al., 2024
A New Algorithm to Efficiently Match U.S. Census Records and Balance Representativity with Match Quality
We introduce a record linkage algorithm that allows one to (1) efficiently match hundreds of millions of records based not just on demographic characteristics but also name similarity, (2) make […]
We introduce a record linkage algorithm that allows one to (1) efficiently match hundreds of millions of records based not just on demographic characteristics but also name similarity, (2) make statistical choices regarding the trade-off between match quality and representativity and (3) automatically generate a ground truth of true and false matches, suitable for training purposes, based on networked family relationships. Given the recent availability of hundreds of millions of digitized census records, this algorithm significantly reduces computational costs to researchers while allowing them to tailor their matching design towards their research question at hand (e.g. prioritizing external validity over match quality). Applied to U.S Census Records from 1850 to 1940, the algorithm produces two sets of matches, one designed for representativity and one designed to maximize the number of matched individuals. At the same level of accuracy as commonly used methods, the algorithm tends to have a higher level of representativity and a larger pool of matches. The algorithm also allows one to match harder-to-match groups with less bias (e.g. women whose names tend to change over time due to marriage).
Working Papers
Fortunato, A., et al., 2024
Growth Through Diversification in Hermosillo
In this report, we study Hermosillo’s economic performance and assess critical issues affecting the city’s ability to achieve stronger economic growth. Although Hermosillo is far from experiencing economic stagnation, it […]
In this report, we study Hermosillo’s economic performance and assess critical issues affecting the city’s ability to achieve stronger economic growth. Although Hermosillo is far from experiencing economic stagnation, it fell behind other cities that managed to become successful economic hubs between 2010 and 2020. The main reason behind this trailing growth is Hermosillo’s relatively low diversification and investment dynamics, especially in the manufacturing sector. We apply growth diagnostic testing on various potential constraints to economic growth: logistics, electricity, water, human capital, housing, and transportation. Although none of them have directly constrained economic growth in the past, some are explicit threats to increasing growth in the future, thus catching up with high-performing peers. Electricity, human capital, and logistics are comparative advantages, while water, housing, and transportation are threats.
In 2025, Mexico is expected to start a new period in its economic history marked by the promise of nearshoring and a new presidential administration. In the past, Mexico has gone through milestones that heavily impacted its economic development path, like the establishment of NAFTA and the China Shock (Hanson, 2010). The rise of Northern Mexico and other regions like El Bajío as global manufacturing hubs has resulted from greater integration with the North American market. This has brought foreign direct investments (FDI) targeted at establishing manufacturing sites primarily to cater to US demand and exports to the rest of the world. Mexico holds high expectations that nearshoring will bring opportunities of the same or greater magnitude. In that context, Hermosillo stands out as a city with the potential to exploit those opportunities and enhance its economic transformation. It is crucial to analyze its binding constraints for economic growth, comparative advantages, and potential concerns to understand how well-positioned Hermosillo is to take advantage of this momentum.
Following the introduction and a methodological overview, the report is divided into four main sections. Section 3 provides a growth perspective on Hermosillo; Section 4 presents an analysis of growth constraints; Section 5 explains the local diversification challenge in detail; and Section 6 describes strategic policy areas to accelerate growth that result from this growth diagnostic analysis.
Working Papers
Protzer, E., et al., 2024
How Wyoming’s Exodus of Young Adults Holds Back Economic Diversification
A missing ingredient to Wyoming’s diversification efforts is keeping young people and families in the state. By the time people born in Wyoming reach their thirties, nearly two thirds have left – one of the highest rates in the country. Without access to this workforce, it is exceedingly difficult for the Wyoming economy to diversify.
Wyoming is a rural Mountain West state with a high Gross State Product (GSP) per capita, foremostly driven by its fossil fuel sector. The state’s longstanding strengths in resource extraction provide much of its livelihood, including both its private earnings and public finances. Its other industries are comparatively much smaller, but Wyoming would benefit from their expansion in order to smooth out resource-related shocks going forward. Importantly, Wyoming should think on a big scale when considering such opportunities. Middling, business-as-usual growth in its non-resource sectors will not fundamentally do much to insulate Wyoming’s economy against resource busts. One category of diversification opportunities to consider are those in industries tied to the natural endowments of the land. Wyoming generally does well in these sectors, but prospects of further expansion are either highly uncertain or limited in scale. Some of the most promising opportunities are in new energy and critical minerals, but these carry significant technological uncertainty and/or modest income potential. Transformative growth in agriculture is likely to be difficult because Wyoming faces hard constraints on its water consumption, and its tourism income per capita is already among the very highest of any US states. Adding value to raw materials is a commonly-discussed strategy that, in practice, does not work well in the modern economy because raw materials are often easily traded over long distances. While it is therefore vital for Wyoming to pursue economic activities related to its natural endowments, it must also look to its advanced services and manufacturing sectors. Wyoming is a severe laggard in these industries versus other states, and serious action is needed to generate the large pools of skilled labor that they need to succeed. There is widespread recognition that Wyoming is behind on this matter, and the state has made critical investments in education to bridge this gap. The missing ingredient, however, is keeping young people and families in the state. By the time people born in Wyoming reach their thirties, nearly two thirds have left – one of the highest rates in the country. Without access to this workforce, it is exceedingly difficult for the Wyoming economy to diversify. Empirically, young Wyomingites and families overwhelmingly leave the state in favor of larger cities. University of Wyoming graduates especially are attracted to large cities a few hours’ drive away from Laramie, Wyoming (where the University of Wyoming is located). These destinations include Fort Collins and Denver. Even if it wanted to, Wyoming could not wave a magic wand to create a large urban metropolis overnight, and it is therefore necessary to understand what specifically attracts young adults and families to these big cities instead of Wyoming towns so that the latter can compete better. The evidence shows that housing is a surprisingly important factor related to migration decisions on which Wyoming underperforms. Young adults fresh out of university often prefer to live in centrally-located apartments, so that they are close to jobs, restaurants, and friends. Wyoming towns, however, lack dense multi-family housing in their downtown cores as compared to other US towns with very similar overall population. This lack of dense downtown housing suitable for young people contributes to an overall housing supply deficiency, thereby driving up housing prices across the board. It also entails depressed foot traffic in downtowns, leading to fewer customers for local businesses and ultimately fewer urban amenities like restaurants versus Colorado communities – a key result given that surveyed University of Wyoming students report that restaurants are their top desired urban amenity. The main reason there is not denser housing in Wyoming downtowns is because strict regulations have illegalized them. A plethora of restrictions exist around issues like minimum lot sizes, maximum building heights, minimum parking space requirements, maximum dwellings per unit of area, and more. Studies show that Wyoming is more overregulated than other communities when it comes to restrictions on housing density. Other places successfully leave these decisions to the free market rather than government, and Wyoming could remove these restrictions to increase its supply of housing for young people at no cost. There is additionally a lack of funding for arterial infrastructure in Wyoming, such as water and sewage lines, which drives up development costs. A general lack of funding for community assets arguably also affects young peoples’ and families’ migration decisions. There is evidence that community demand for investment outstrips supply in water and transport infrastructure, and that many counties use allotted sales tax expansions (“Penny Taxes”) very frequently. One way Wyoming could direct more funding to its local communities is via an expanded grants management system; Wyoming gets less federal grant funding per person than other rural US states, and based on interviews this is tied to a lack of dedicated staff who can navigate the significant overhead associated with following and applying for grants. Overall, while Wyoming is currently a laggard on advanced service and manufacturing industries there are concrete steps it could take to compete better by retaining more of its young people. Wyoming’s Pathways to Prosperity economic development project has already enacted a number of changes to support that outcome, but more can be done. With denser downtowns and more funding for community assets, Wyoming would bolster both its economic and cultural vitality by keeping its young people and leveraging them to obtain growth in new industries. Related project: Pathways to Prosperity in WyomingWorking Papers
Martin, D.A., Morales-Arilla, J. & Morales, A., 2024
Escaping from Hardship, Searching for Comfort: Climate Matching in Refugees’ Destination Choices
Do refugees settle in destinations that are ecologically similar to their origins? We assess the relevance of “climate matching” theories of migration for Venezuelan refugees in South America. Leveraging social […]
Do refugees settle in destinations that are ecologically similar to their origins? We assess the relevance of “climate matching” theories of migration for Venezuelan refugees in South America. Leveraging social media data, we build and validate the first local bilateral matrix of Venezuelan flows across the region. We measure bilateral ecological similarities in terms of temperature, precipitation, elevation, and distance to the coastline. Performing Poisson Pseudo-Maximum Likelihood gravity models of migration, we show that Venezuelan flows are more likely between ecologically similar areas. Model predictions explain independent measurements of Venezuelans’ settlement choices at both bilateral and destination levels.
Working Papers
Shah, T., 2024
Green Growth Opportunities for Hermosillo: Supplying the Global Energy Transition
As the world decarbonizes, demand for products that enable the green transition will increase rapidly. Solar panels and wind turbines will be needed to generate renewable energy, and critical minerals […]
As the world decarbonizes, demand for products that enable the green transition will increase rapidly. Solar panels and wind turbines will be needed to generate renewable energy, and critical minerals like copper and lithium will be required for wiring and batteries. Many other products and services within supply chains for such “green products” have a similar dynamic but are less widely known. While reducing carbon emissions often comes in conflict with economic development goals, producing the products that enable the world to decarbonize presents a significant opportunity for places to diversify their economies and generate income for their citizens.
This section analyzes Hermosillo’s opportunities to produce green products. We analyze the industries which produce these green products and Hermosillo’s capabilities in those industries in the most granular detail that data currently allows. We find not only that Hermosillo can produce products needed for the green transition and thus capture new sources of income for its people and businesses, but also that many of these products are good stepping stones for future economic activities. In the process of learning how to produce these products, Hermosillo can better enable further diversification opportunities. We classify these opportunities accordingly, along both the intensive margin –– industries in which Hermosillo already has a revealed comparative advantage –– and the extensive margin, in which it does not.
The most immediate green opportunity for Hermosillo lies in the mining of metals. Critical minerals required for the green transition, such as lithium and copper, are present in Sonora, but recent federal policy changes threaten expansion and productivity. The Government of Sonora needs to leverage its experience dealing with mining interests, environmental issues, and the demands of local communities to help co-produce mining policies which are both sustainable and productive. These can have positive spillovers in Hermosillo in the form of mining services growth and the location of mining company headquarters in the city, as in the past.
Overall, Hermosillo has opportunities to leverage the green transition to help diversify its economy, but it is not as well-positioned as its peers. Hermosillo will need to coordinate investment efforts in order to compete with peer cities, who are better positioned to take advantage of these opportunities today. Industries such as manufacturing of electronic components and semiconductors and manufacturing of plastics products are among the more feasible and attractive industries for Hermosillo to target for promotion. Coordinating the manufacturing of green inputs with efforts to take advantage of solar energy resources is a strong strategy for the city. Large solar parks will need to be constructed to harness the cities’ solar energy resources. By using the planned build-out of these industries as a source of final demand, Hermosillo may be able to out-compete peer cities in attracting a solar panel OEM, which would help diversify the city into electronic components and semiconductors, as well as into the manufacturing of electric generation equipment.
Working Papers
Lamby, L., 2024
Green Growth Opportunities for Hermosillo: “Powershoring”
The process of global decarbonization offers significant growth opportunities for Hermosillo, given its outstanding solar power potential. As fossil fuels are relatively cheap to transport, they created an “energy flat […]
The process of global decarbonization offers significant growth opportunities for Hermosillo, given its outstanding solar power potential. As fossil fuels are relatively cheap to transport, they created an “energy flat world,” allowing industries to thrive in locations that are far away from energy sources. Renewable energy, however, is much more costly to transport. Because of this, energy-intensive industries are naturally incentivized to relocate to areas with competitive green energy in a decarbonizing world ––something known as “powershoring.” Powershoring is a green growth opportunity for Hermosillo; that is, a pathway for Hermosillo to accelerate its own economic growththrough helping the global economy to decarbonize. Powershoring is becoming an increasingly important opportunity as businesses face carbon taxes and other costs inconsuming fossil fuel energy, which come from both regulators and consumers.
Hermosillo’s powershoring strategy should involve both attracting new industries and exploring new growth opportunities for existing industries. On the intensive margin of existing industries, companies may expand by integrating renewable energy into their own consumption of renewable sources. Hermosillo can build on its strengths in the food and agricultural sectors. On the extensive margin of new industries, attractive opportunities arise in the chemicals manufacturing cluster, the glass and ceramics cluster, and the semiconductors and electronics cluster. The industries identified in these clusters can be targeted for potential investment promotion efforts, given their large energy demands. In this report, we provide initial observations on several of these industries from an investment promotion perspective.
To establish Hermosillo as a prime destination for industries seeking lower emissions, government and industry must work together on long- and short-term strategies. A significant obstacle is the intermittency of solar energy, which is subject to weather variability and the unavoidable reality that the sun does not shine at night. A current approach by companies is to use energy from the grid in combination with green energy certificates to offset resulting carbon emissions, but this practice is untenable for some end consumers. Over the longer-term, intermittency could be resolved through advances in battery storage and connections to neighboring regions, where wind power and other complementary renewable energy can be sourced. Since decarbonizing the grid is a long-term scenario, early movers can capitalize on opportunities through green industrial parks that provide a dedicated supply of renewable energy. The region’s energy infrastructure will need to evolve to ensure stability, but the short-term focus should be on industries that align with Hermosillo’s existing capabilities and renewable potential. Prioritizing sectors where processes are more easily electrified, and water needs are manageable appears to be the most logical place to begin a dynamic process of attracting and growing powershoring opportunities in Hermosillo.
Working Papers
Chacua, C., et al., 2024
Global Trends in Innovation Patterns: A Complexity Approach
Technological know-how in a country shapes its growth potential and competitiveness. Scientific publications, patents, and international trade data offer complementary insights into how ideas from science, technology, and production evolve, […]
Technological know-how in a country shapes its growth potential and competitiveness. Scientific publications, patents, and international trade data offer complementary insights into how ideas from science, technology, and production evolve, combine, and are transformed into capabilities. Analyzing their trajectories enables a more comprehensive and multifaceted understanding of the whole innovation process, from generating ideas to internationally commercializing products. We analyze the production patterns in these three domains, documenting the differences between advanced and emerging market economies. We find that future income, patenting, and publishing growth correlate with the economic complexity indices calculated from these domains. Capabilities embedded in the country also shape future diversification opportunities and make the innovation process path dependent. Lastly, we also show that diversification opportunities can be inferred across innovation domains.
Working Papers
Chacua, C., et al., 2024
Innovation Policies Under Economic Complexity
Recent geopolitical challenges have revived the implementation of industrial and innovation policies. Ongoing discussions focus on supporting cutting-edge industries and strategic technologies but ignore the impact on economic growth. In this paper, researchers explain why effective innovation policies should be place-based and multidimensional, leveraging countries’ existing capabilities and addressing countries’ current problems.
Recent geopolitical challenges have revived the implementation of industrial and innovation policies. Ongoing discussions focus on supporting cutting-edge industries and strategic technologies but hardly pay attention to their impact on economic growth. In light of this, we discuss the design of innovation policies to address current development challenges while considering the complex nature of productive activities. Our approach conceives economic development and technological progress as a process of accumulation and diversification of knowledge. This process is limited by the tacit nature of knowledge and by countries’ binding constraints to growth. Consequently, effective innovation policies should be place-based and multidimensional, leveraging countries’ existing capabilities and addressing countries’ current problems. This contrasts policies that lead to economic efficiencies, such as copying other countries’ solutions to problems that countries do not currently have.
Working Papers
Lamby, L., et al., 2024
Diagnosing Wyoming’s Workforce Challenges
Wyoming is facing two distinct labor market challenges: in the short-term low workforce availability is a constraint while in the long-term job and wage growth have stagnated. Currently, Wyoming’s labor […]
Wyoming is facing two distinct labor market challenges: in the short-term low workforce availability is a constraint while in the long-term job and wage growth have stagnated. Currently, Wyoming’s labor market is characterized by tightness and employers are struggling to fill positions. However, the current tightness of the labor market is not a phenomenon that is specific to Wyoming but instead is prevalent across the country. What sets Wyoming apart is the lack of growth in employment and wages over the long-term. Understanding these differing dynamics is important because policy responses may attempt to address the short-term issue without considering the underlying structural causes of the long-term dynamics. This will likely be ineffective and not lead to lasting change. For lasting change, the structural issues of the long-term dynamic need to be addressed. An often-discussed solution is to increase the supply of training and education – this has merits in its own right but will not solve the long-term labor market challenge facing Wyoming. Only 38% of all jobs in Wyoming require tertiary education, the second lowest of any US state. Additionally, our analysis shows that the returns to a tertiary degree in Wyoming are significantly below those of its peers. Unsurprisingly, the lack of demand for tertiary-educated workers leads many young Wyomingites with a tertiary degree to leave the state. Overall, however, Wyoming has become an exporter of well-trained young people. Increasing the supply of tertiary education will not address the underlying structural issues facing the labor market. A main driver of Wyoming’s lagging performance has been the comparatively low labor productivity in the state. Most of Wyoming’s industries have a lower output per worker than the respective national industry and pay lower wages on average. Industries that fall into this category cover 82.8% of all employment in Wyoming. The few industries in which Wyoming is more productive than the rest of the US are mostly related to natural resource extraction. Wage dynamics of occupations in the state exert a similar pattern where STEM-related occupations have not seen much growth, indicating low demand in the state. To address the long-term issue, Wyoming needs to create the conditions for a more complex economy that can use the potential of its human capital instead of excessively relying on its natural resources. The challenge is to attract and grow competitive companies in industries with strong demand. A critical factor in doing so is scale. Many more knowledge-intensive industries tend to develop in places that are larger urban agglomerations. Wyoming should focus on the positive forces of agglomeration to develop these industries and make use of the productive potential it has. Creating the conditions for this includes place-based investments and an enabling regulatory framework. In Wyoming, housing regulations have been an important barrier preventing further agglomerations, but efforts are underway to address this barrier. In the short-term, solutions that are focused on increasing the available labor pool within the state appear most promising in easing the current constraint. This is especially true when they address structural barriers that could persist after the labor market cools off. Our work documents specific recommendations within the areas of childcare, justice-involved individuals, higher education, and out-of-state workers (Section 3.2) that aim to increase the participation from these labor pools in Wyoming’s workforce. These are labor pools that are significant in size and have underutilized potential in terms of labor force participation within the state. Related project: Pathways to Prosperity in WyomingWorking Papers
Schetter, U., et al., 2024
From Products to Capabilities: Constructing a Genotypic Product Space
Economic development is a path-dependent process in which countries accumulate capabilities that allow them to move into more complex products and industries. Inspired by a theory of capabilities that explains […]
Economic development is a path-dependent process in which countries accumulate capabilities that allow them to move into more complex products and industries. Inspired by a theory of capabilities that explains which countries produce which products, these diversification dynamics have been studied in great detail in the literature on economic complexity analysis. However, so far, these capabilities have remained latent and inference is drawn from product spaces that reflect economic outcomes: which products are often exported in tandem. Borrowing a metaphor from biology, such analysis remains phenotypic in nature. In this paper we develop a methodology that allows economic complexity analysis to use capabilities directly. To do so, we interpret the capability requirements of industries as a genetic code that shows how capabilities map onto products. We apply this framework to construct a genotypic product space and to infer countries’ capability bases. These constructs can be used to determine which capabilities a country would still need to acquire if it were to diversify into a given industry. We show that this information is not just valuable in predicting future diversification paths and to advance our understanding of economic development, but also to design more concrete policy interventions that go beyond targeting products by identifying the underlying capability requirements.
Working Papers
Hausmann, R., 2024
Export-led Growth
Should exports be an important focus of economic growth strategies? The Washington Consensus, summarised by John Williamson some 35 years ago, would have answered in the negative. In the 1980s, […]
Should exports be an important focus of economic growth strategies? The Washington Consensus, summarised by John Williamson some 35 years ago, would have answered in the negative. In the 1980s, when the consensus was forged, many countries had highly protective trade regimes, multiple exchange rates with large black-market premia, interest rate controls, and high inflation. The consensus was that if countries unified exchange rates, reduced barriers to trade, and brought inflation under control, exports would follow naturally. According to the Lerner symmetry theorem, import tariffs are equivalent to a tax on exports. Exchange controls act as an additional tax by forcing exporters to sell their earnings at an artificially appreciated exchange rate. If such policy-induced distortions were eliminated, the Washington Consensus suggested, exports would naturally reach their efficient level.
Today, many countries have unified their exchange rates, eliminated exchange controls, brought inflation to single digits, reduced trade barriers, and signed free trade agreements with many of their main trade partners, and yet, the median country has not narrowed its income gap with the United States. Export performance matters for growth, with countries that grow exhibiting more than proportional export growth. In many developing and emerging economies, growth is highly correlated with exogenous movements in their export prices and on fluctuations in international capital flows. Moreover, sustained fast-growing economies change the composition of their export basket substantially towards new, more complex products.
Regional differences in growth and export trajectories confirm these observations. Countries in East Asia – including China — have managed rapid changes to their export baskets, increased their global export shares in new industries, and achieved fast growth. In Latin America, by contrast, even good performers like Chile, Colombia and Peru stabilised inflation, opened their economies to international trade (tariffs are negligible and they have signed numerous free trade agreements) and capital flows. Yet, they have been unable to diversify their export baskets and achieve sustained growth. The experiences of many nations in Africa and the Middle East resemble those of Latin America.
In this paper, I argue that a focus on exports, both at the intensive margin (where existing products increase their volume), but especially at the extensive margin (where new products start being exported), can help countries figure out what policies to adopt in order to achieve sustained growth. I present five stylised facts about growth and its trends in the decades that followed the Washington Consensus.
Working Papers
Bhorat, H., et al., 2024
Supply-Side Economics of a Good Type: Supporting and Expanding South Africa’s Informal Economy
This paper argues that South Africa’s persistently high unemployment is in part explained by abnormally low levels of informal sector activity compared to other developing countries. Using cross-country data, it […]
This paper argues that South Africa’s persistently high unemployment is in part explained by abnormally low levels of informal sector activity compared to other developing countries. Using cross-country data, it shows that South Africa is an outlier, with low informality and high unemployment relative to its income level. If South Africa had informality rates consistent with its income level, unemployment would be much lower at around 7% instead of over 25%. The paper explores regulatory barriers, spatial constraints, lack of infrastructure, and crime as key factors inhibiting the growth of the informal sector. To boost informal activity and employment, it recommends a firm-size based policy matrix addressing these constraints, with a focus on regulatory changes to expand market access, zero-rating of licensing fees, provision of critical infrastructure like storage facilities, and transport vouchers and subsidies to connect informal businesses to markets. Implementing such supply-side policy changes could demonstrate the employment potential of the informal sector and build momentum for broader deregulation.
Working Papers
Bahar, D., et al., 2024
Japan’s Economic Puzzle
This paper examines Japan’s economic performance in recent years, uncovering a narrative that challenges conventional views. Despite slow productivity growth, Japan maintains the highest economic complexity globally due to its […]
This paper examines Japan’s economic performance in recent years, uncovering a narrative that challenges conventional views. Despite slow productivity growth, Japan maintains the highest economic complexity globally due to its sophisticated export portfolio. The study reveals that while Japan has been experiencing a decline in goods export market shares it has had a rise in services exports, particularly in R&D licensing. Furthermore, Japan has significantly increased its net foreign assets and direct investments abroad, resulting in abnormal high returns. These results put together suggest that Japanese firms —perhaps in reaction to a stagnant domestic labor force—are leveraging their extensive knowledge capital by investing and redeploying resources internationally, which are generating these higher returns. The increasing wealth generated abroad results, we show, in an expansion of non-tradable activities which are less productive, driving down aggregate productivity growth. The paper also highlights concerns over declining innovation quality, posing risks to Japan’s future economic performance and its ability to redeploy its accumulated knowledge to enjoy from unusually high returns from their foreign investments. The findings emphasize the need for policy reforms to enhance innovation quality to sustain Japan’s productivity of non-tradable activities and with an immigration policy that may change the downward trend in labor supply.
Working Papers
Hartog, M., et al., 2024
Inventing Modern Invention: The Professionalization of Technological Progress in the US
Between the mid-19th and mid-20th centuries, the US transformed from an agricultural economy to the frontier in science, technology, and industry. We study how the US transitioned from traditional craftsmanship-based […]
Between the mid-19th and mid-20th centuries, the US transformed from an agricultural economy to the frontier in science, technology, and industry. We study how the US transitioned from traditional craftsmanship-based to today’s science-based innovation. To do so, we digitize half a million pages of patent yearbooks that describe inventors, organizations, and technologies on over 1.6M patents and add demographic information from US census records and information on corporate research activities from large-scale repeated surveys on industrial research labs. Starting in 1920, the 19th-century craftsmanship-based invention was, within just 20 years, overtaken by a rapidly emerging new system based on teamwork and a new specialist class of inventors, engineers. This new system relied on a social innovation: industrial research labs. These labs supported high-skill teamwork, replacing the collaborations within families with professional ties in firms and industrial research labs. This shift had wide-ranging consequences. It not only altered the division of labor in invention, but also reshaped the geography of innovation, reestablishing large cities as epicenters of technological progress and introduced new barriers to patenting for women and foreign-born inventors that have persisted into the 21st century.
Working Papers
Martin, D.A., 2024
Women Seeking Jobs with Limited Information: Evidence from Iraq
Do women apply more for jobs when they know the hiring probability of female job seekers directly from employers? I implemented a randomized control trial and a double-incentivized resume rating […]
Do women apply more for jobs when they know the hiring probability of female job seekers directly from employers? I implemented a randomized control trial and a double-incentivized resume rating to elicit the preferences of employers and job seekers for candidates and vacancies in Iraq. The treatment reveals the job offer rate for women, calculated using the employers’ selection of women divided by the total number of female candidates. After revealing the treatment, the women applied for jobs by three more percentage points than the men in the control group. This paper highlights the value of revealing employers’ preferences to improve the match between female candidates and employers when women underestimate the chances of finding a job.
Working Papers
Bustos, S., Cheston, T. & Rao, N., 2023
The Missing Economic Diversity of the Colombian Amazon
Alarming rates of forest loss in the Colombian Amazon have created a perceived trade-off that the only means of achieving economic prosperity is by sacrificing the forest. This study finds […]
Alarming rates of forest loss in the Colombian Amazon have created a perceived trade-off that the only means of achieving economic prosperity is by sacrificing the forest. This study finds little evidence of this trade-off; rather, we find that economic development and forest protection are not an either-or choice. Forest clearing is driven by extensive cattle-ranching as a means to secure land titles. In essence, the loss of some of the world’s richest biodiversity is the result of some of the least economically complex activities that fail to achieve economic prosperity in the region. If anything, the acceleration in deforestation has accompanied a period of economic stagnation.
The existing economic model in the Amazon – centered on agrarian colonization and mineral extraction – has not generated prosperity for the people, all while failing the forest. The exceptional diversity of the Amazon’s biome is not reflected in the region’s economy. The Amazonian economy is best characterized by its low diversity and low complexity. A significant proportion of employment is linked to public administration – more than in other departments of the country. Very little of the production in the departments is destined to be consumed outside the departments (“exported”).
This study seeks to define an alternative economic model for the Colombian Amazon from the perspective of economic complexity with environmental sustainability. Economic complexity research finds that the productive potential of places depends not only on the soil or natural resources, but on the productive capabilities—or knowhow—held by its people. This research finds that the Colombian Amazon will not become rich by adding value to its raw materials or by specializing in one economic activity. Rather, economic development is best described as a process of expanding the set of capabilities present to be able to produce a more diverse set of goods, of increasingly greater complexity. This model starts from the base of understanding the existing productive capabilities in Caquetá, Guaviare, and Putumayo, to identify high-potential economic sectors that build off those capabilities to achieve new, sustainable pathways to shared prosperity.
Achieving shared prosperity in the Amazon depends on the connectivity and opportunity in its urban areas. The primary drivers of greater economic complexity – and prosperity – are the cities in the Amazon. Even in the remote areas of the Amazon, the majority of people in Caquetá, Guaviare, and Putumayo live in urban areas. The low prosperity in the Colombian Amazon is driven by the lack of prosperous cities. The report finds that Amazonian cities are affected by the lack of connectivity to major Colombian cities that limit their ability to ‘export’ things outside the department to then expand the capacity to ‘import’ the things that are not produced locally as a means to improve well-being.
Working Papers
Freeman, T., et al., 2024
Grants in Wyoming: Constraints and Solutions
Wyoming communities are reliant on grants to fund local priorities, yet the grants system is not effectively meeting the needs of many communities across the state. This problem is central […]
Wyoming communities are reliant on grants to fund local priorities, yet the grants system is not effectively meeting the needs of many communities across the state. This problem is central to the growth challenges of many rural economies across the state. Although this problem pre-dates the recent expansion of federal grant programs, the importance of this problem has grown in the last several years as the scale and complexity of federal grant opportunities — particularly discretionary grants — has increased. Wyoming communities are struggling to navigate and benefit from these federal funding opportunities. As of late 2023, the state is significantly underperforming many comparator states in the number of federal grants received and the distribution of federal grants across the state. Grant writers and administrators face a sometimes impossible task in navigating an ever-shifting grants landscape. This is a challenge for local governments across the country but may be especially important in Wyoming due to narrow local tax bases and the rural nature of the state.
Through an eight-month effort combining research and action, we have explored the causes of this problem to inform potential solutions. We have identified four principal constraints that are most to blame for Wyoming’s underperformance: (1) Lack of relationships between communities and funders; (2) Inability to follow changing grant opportunities (esp. federal); (3) Shortage of prioritized community needs and “grant ready” project plans; and (4) Overreliance on “local heroes” – especially for smaller communities. We argue that these challenges are “principal constraints” because they are binding for the largest number of communities, especially smaller communities. However, there are additional constraints that are critical for other communities, especially those that have more experience with accessing state and federal grants. This note summarizes key evidence we have found on each of these principal constraints. These constraints occur early in the grants process, meaning many potentially promising grant opportunities are never pursued. We find that many federal grant programs and discretionary award processes are inconsistent with the realities of scarce staff, resources, and bandwidth of local governments, especially in small communities. However, we find widespread examples and evidence that these constraints can be overcome through actions to enable a strong state-wide network that supports local leaders and grant administrators. Examples of success within the state and in other states show that building the capabilities of the network and enabling all communities to access the knowhow of the network can lead to much better grant outcomes.
The note closes with a discussion of how to target a network-enabling response to the grants problem. We outline a first-best option that centers on establishing regional officers who would be responsible for a set of tasks that would respond directly to the principal constraints identified. This approach would require annual funding, but preliminary analysis shows the return on investment overall would be very high and the approach would have the greatest benefits for smaller communities across the state. Very initial designs have been explored for how to establish such a system building on existing assets. Finally, we compare this first-best approach to alternative approaches that are closer to the current support actions underway in the state.
Working Papers
Daboin, J., et al., 2023
Scientific and Technical Innovation in the UAE: A Capability-based Approach
The success or failure of the United Arab Emirates’ (UAE) mid- and long-term growth strategy will, in large part, be determined by innovation. The country aims to continue transitioning from […]
The success or failure of the United Arab Emirates’ (UAE) mid- and long-term growth strategy will, in large part, be determined by innovation. The country aims to continue transitioning from its past focus on oil and gas, energy-intensive products, and re-exporting services to a future economic model increasingly relying on high-value, knowledge-intensive goods and services. A successful transition will necessitate importing and adapting frontier foreign innovation, but also creating a world-class innovation ecosystem at home.
Part of this effort will entail developing further the country’s Research and Development (R&D) capabilities. While significant catch-up is already visible, much remains to be done to bring the UAE’s R&D output in line with the ambitions assigned by its leadership. The production of scientific publications and patents has been rapidly increasing over the past few years. However, the current level of scientific publications and international patenting activity remains below that of aspirational peers, such as Singapore and Norway, but also fellow Gulf Cooperation Council (GCC) countries, such as Qatar and Saudi Arabia.
One of the reasons may be simple: there are not enough researchers in the UAE. The proportion of researchers in the UAE’s workforce is below what is expected for such an advanced economy. While the UAE has been successful at attracting foreign students and skilled workers, including in STEM fields which underpin R&D activities, this has not translated into a higher density of researchers in the labor force. Determining whether that results from low current demand for R&D skills due to the country’s current economic structure or from difficulties in producing or attracting R&D talent is difficult, although both likely contribute to the issue.
Working Papers
Daboin, J., et al., 2023
Inputs for Policy Design: Tools of Economic Diversification in the UAE
This report examines how the United Arab Emirates can leverage three key policy tools to accelerate economic diversification and transition to a knowledge-based economy: Foreign Direct Investment (FDI), Free Zones, […]
This report examines how the United Arab Emirates can leverage three key policy tools to accelerate economic diversification and transition to a knowledge-based economy: Foreign Direct Investment (FDI), Free Zones, and Sovereign Wealth Funds (SWFs). While the UAE has successfully attracted substantial FDI inflows and diversified its export basket over the past two decades, the country continues to underperform in economic complexity and faces challenges attracting knowledge-intensive investments, particularly in research and development activities. The analysis reveals that Free Zones have evolved beyond regulatory arbitrage advantages to become mechanisms for public-private coordination and specialized public goods provision, though their contribution to broader knowledge spillovers remains limited by restrictions on mainland business interactions. Similarly, while the UAE’s SWFs have increasingly pursued domestic diversification objectives through strategic acquisitions and partnerships, their impact could be improved by better aligning foreign investments with domestic capabilities and leveraging multiple channels for knowledge transfer beyond firm relocation. The report recommends a quality-oriented approach to FDI attraction focusing on innovation and R&D activities, adaptive Free Zone management that responds to evolving firm needs, and strategic SWF investments guided by economic complexity metrics, emphasizing that successful diversification requires intensive public-private and public-public coordination across all three tools to provide the necessary inputs for new, complex activities to appear in the UAE’s economic and industrial landscape.
Working Papers
Giovanni, J., et al., 2023
Pandemic-era Inflation Drivers and Global Spillovers
We estimate a multi-country multi-sector New Keynesian model to quantify the drivers of domestic inflation during 2020–2023 in several countries, including the United States. The model matches observed inflation together […]
We estimate a multi-country multi-sector New Keynesian model to quantify the drivers of domestic inflation during 2020–2023 in several countries, including the United States. The model matches observed inflation together with sector-level prices and wages. We further measure the relative importance of different types of shocks on inflation across countries over time. The key mechanism, the international transmission of demand, supply and energy shocks through global linkages helps us to match the behavior of the USD/Euro exchange rate. The quantification exercise yields four key findings. First, negative supply shocks to factors of production, labor and intermediate inputs, initially sparked inflation in 2020–2021. Global supply chains and complementarities in production played an amplification role in this initial phase. Second, positive aggregate demand shocks, due to stimulative policies, widened demand-supply imbalances, amplifying inflation further during 2021–2022. Third, the reallocation of consumption between goods and service sectors, a relative sector-level demand shock, played a role in transmitting these imbalances across countries through the global trade and production network. Fourth, global energy shocks have differential impacts on the US relative to other countries’ inflation rates. Further, complementarities between energy and other inputs to production play a particularly important role in the quantitative impact of these shocks on inflation.Working Papers
Hausmann, R., et al., 2023
Towards a Sustainable Recovery for Lebanon’s Economy
Lebanon’s current economic crisis ranks among the worst in recent history. GDP has collapsed by 38% in real terms. The Lebanese lira, which was fixed to the dollar in 1997, […]
Lebanon’s current economic crisis ranks among the worst in recent history. GDP has collapsed by 38% in real terms. The Lebanese lira, which was fixed to the dollar in 1997, has lost more than 98% of its value on the parallel market. The government has defaulted on its debt, and depositors are unable to access their funds held at commercial banks. Consolidated public sector debt, including both government debt and commercial banks’ claims on the Banque du Liban (BdL), represents more than seven times the current GDP. Public services delivery has crumbled. In short, the country is undergoing a debt crisis, a banking crisis, a currency crisis, and a growth collapse. Four years into the crisis, a resolution remains elusive, and each passing day increases the economic and social burdens faced by the population.
Given the increasing cost of delaying a resolution, we propose a strategy for Lebanon’s economic recovery that addresses all the dimensions of the crisis while recognizing the need to rapidly kick-start the economic recovery.
Learn more about the Growth Lab’s research project on Lebanon.
Working Papers
Hausmann, R., et al., 2023
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 […]
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.
Working Papers
Martin, D.A. & Romero, D.A., 2023
Pretending to be the Law: Violence to Reduce the COVID-19 Outbreak
Did the COVID-19 pandemic create an opportunity to earn population control through illegal violence? We argue that criminal groups in Colombia portray as de facto police by using mass killings […]
Did the COVID-19 pandemic create an opportunity to earn population control through illegal violence? We argue that criminal groups in Colombia portray as de facto police by using mass killings to reduce the COVID-19 outbreak. They used massacres as a threat to enforce social distance measures in places they considered worth decreasing mobility. Our results from an Augmented Synthetic Control Method model estimated that commuting to parks fell 20% more in areas with massacres than in places without mass killings. In addition, we do not find a decline in mobility to workplaces and COVID-19 deaths after the first mass killing. These findings are congruent with the hypothesis that illegal armed groups used fear to enforce mobility restrictions without hurting economic activities and their sources of revenue. However, violence slightly impacted the virus’ spread. Treated areas had a decline of 35 cases per 100,000 inhabitants four months after the first massacre.Working Papers
Fortunato, A. & Enciso, S., 2023
Food for Growth: A Diagnostics of Namibia’s Agriculture Sector
This growth diagnostic report analyzes the economic constraints that explain the underperformance of the agriculture sector in Namibia. Section 1 starts by showing why Namibia’s agricultural challenge is unique when […]
This growth diagnostic report analyzes the economic constraints that explain the underperformance of the agriculture sector in Namibia. Section 1 starts by showing why Namibia’s agricultural challenge is unique when compared to the rest of the world. We then describe the sector’s key features, recent trajectory, and growth potential across different relevant dimensions in Section 2. In Section 3, we provide an adaptation of the growth diagnostic framework to the case of agriculture in Namibia and a detailed analysis of its economic constraints. Finally, Section 4 presents policy guidelines for addressing the challenges described in this report and prioritizing policy interventions accordingly.
Working Papers
Bùi, T., et al., 2023
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 […]
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
Working Papers
Egger, P., et al., 2023
Gravity with History: On Incumbency Effects in International Trade
We introduce incumbency effects into a tractable dynamic model of international trade. The framework nests the canonical Melitz (2003)-Chaney (2008) model as a special case. The key novelty is that […]
We introduce incumbency effects into a tractable dynamic model of international trade. The framework nests the canonical Melitz (2003)-Chaney (2008) model as a special case. The key novelty is that fixed costs of market access decrease with tenure. As a consequence, there is less market exit and entry in response to a shock. We derive a gravity equation and show that, ceteris paribus, countries that liberalized their trade relationship earlier trade more today. We provide supporting evidence for the underlying mechanism and derive an augmented ACR formula (Arkolakis et al., 2012) for the gains from trade that accounts for incumbency effects. A quantitative analysis suggests that our mechanism can explain up to 25% of countries’ home shares and that the gains from trade are, on average, 10% larger when accounting for incumbency effects. The analysis further reveals novel distributional effects of trade that benefit real wages but reduce profits.
BOOK CHAPTER
A More Globally-minded European Green Industrial Policy
Co-authored by Ricardo Hausmann and research fellow Ketan Ahuja, this chapter explains why a rigorous framework for green growth in Europe starts with the observation that Europe can best pursue its dual economic and environmental goals not by focusing only on decarbonizing its own economy, but on helping the world decarbonize.
