A growing body of research documents that the size and growth of an industry in a place depends on how much related activity is found there. This fact is commonly referred to as the "principle of relatedness." However, there is no consensus on why we observe the principle of relatedness, how best to determine which industries are related or how this empirical regularity can help inform local industrial policy. We perform a structured search over tens of thousands of specifications to identify robust – in terms of out-of-sample predictions – ways to determine how well industries fit the local economies of US cities. To do so, we use data that allow us to derive relatedness from observing which industries co-occur in the portfolios of establishments, firms, cities and countries. Different portfolios yield different relatedness matrices, each of which help predict the size and growth of local industries. However, our specification search not only identifes ways to improve the performance of such predictions, but also reveals new facts about the principle of relatedness and important trade-offs between predictive performance and interpretability of relatedness patterns. We use these insights to deepen our theoretical understanding of what underlies path-dependent development in cities and expand existing policy frameworks that rely on inter-industry relatedness analysis.

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.

We revisit the well-known fact that richer countries tend to produce a larger variety of goods and analyze economic development through (export) diversifcation. We show that countries are more likely to enter ‘nearby’ industries, i.e., industries that require fewer new occupations. To rationalize this finding, we develop a small open economy (SOE) model of economic development at the extensive industry margin. In our model, industries differ in their input requirements of non-tradeable occupations or tasks. The SOE grows if profit maximizing frms decide to enter new, more advanced industries, which requires training workers in all occupations that are new to the economy. As a consequence, the SOE is more likely to enter nearby industries in line with our motivating fact. We provide indirect evidence in support of our main mechanism and then discuss implications: We show that there may be multiple equilibria along the development path, with some equilibria leading on a pathway to prosperity while others resulting in an income trap, and discuss implications for industrial policy. We finally show that the rise of China has a non-monotonic effect on the growth prospects of other developing countries, and provide suggestive evidence for this theoretical prediction.

The investment promotion process in Albania is underperforming versus its potential. Between 2014 and 2018, the Albanian economy saw accelerating growth and transformation, which has been tied to the arrival of foreign companies. However, Albania has the potential to realize much more and more diversified foreign direct investment (FDI), which will be critical to accelerating growth in the period of global recovery from the COVID-19 pandemic. As the Albanian economy weathers the storm of COVID-19, it is critical to look to the future by enhancing the investment promotion process to be more targeted and proactive such that Albania can attract transformative global companies aligned with the country’s comparative advantages. This is not only a critical step toward faster and more resilient economic growth in Albania; it also happens to have very high returns in comparison to the limited fiscal spending required to implement the actions required.

The targeted investment promotion approach discussed in this note would capitalize on Albania’s many existing comparative advantages for attracting efficiency-seeking FDI. It would not displace Albania’s Strategic Investment Law nor the activities of the Albanian Investment Corporation (AIC), which aim to expand the country’s comparative advantages. Efficiency-seeking FDI — global companies that expand into Albania to serve global markets because it makes them more productive — do not need extensive tax incentives, regulatory exemptions, or other subsidies. In fact, an overreliance on these approaches can crowd out firms that do not want or need to rely on government support. Adding targeted investment promotion to Albania’s growth strategy would lead to more jobs, better quality jobs, more inclusive job growth, faster convergence with the income levels of the rest of Europe, and ultimately less outmigration.

This note summarizes the Growth Lab’s observations of the investment promotion process in Albania, over the last year in particular, and lays out recommendations to capture widespread opportunities for economic transformation that have been missed to date. The recommendations provided at the end of this note provide a roadmap for building an enhanced network for targeted investment promotion that is specific to Albania’s context. These recommendations recognize the current constraints that the COVID-19 pandemic creates but also look past the pandemic to prepare for opportunities that will emerge during the global recovery.

This report aims to answer the critical but difficult question: "What will it take for Jordan to grow?" Though Jordan has numerous active growth and reform strategies in place, they do not clearly answer this fundamental question. The Jordanian economy has experienced more than a decade of slow growth. Per capita income today is lower than it was prior to the Global Financial Crisis as Jordan has experienced a refugee-driven population increase. Jordan’s comparative advantages have narrowed over time as external shocks and responses to these shocks have changed the productive structure of Jordan’s economy. This was a problem well before the country faced the COVID-19 pandemic. The Jordanian economy has lost productivity, market access, and, critically, the ability to afford high levels of imports as a share of GDP. Significant efforts toward fiscal consolidation have further constrained aggregate demand, which has slowed non-tradable activity and the ability of the economy to create jobs. Labor market outcomes have worsened over time and are especially bad for women and youth. Looking ahead, this report identifies clear and significant opportunities for Jordan to strengthen new engines of export growth that would enable better overall job creation and resilience, even amidst the continued unpredictability of the pandemic. This report argues that there is need for a paradigm shift in Jordan’s growth strategy to focus more direct attention and resources on activating “agents of change” to accelerate the emergence of key growth opportunities, and that there are novel roles that donor countries can play in support of this.

In the short-term, economies shift preferentially into new activities that are related to ones they currently do. Such a tendency should have implications for the nature of an economy’s long-term development as well. We explore these implications using a dynamical network model of an economy’s movement into new activities. First, we theoretically derive a pair of coordinates that summarize long-term structural change. One coordinate captures overall ability across activities, the other captures an economy’s composition. Second, we show empirically how these two measures intuitively summarize a variety of facts of long-term economic development. Third, we observe that our measures resemble complexity metrics, though our route to these metrics differs significantly from previous ones. In total, our framework represents a dynamical approach that bridges short-and long-term descriptions of structural change, and suggests how different branches of economic complexity analysis could potentially fit together in one framework.

We study episodes where economic growth decelerates to negative rates. While the majority of these episodes are of short duration, a substantial fraction last for a longer period of time than can be explained as the result of business-cycle dynamics. The duration, depth and associated output loss of these episodes differs dramatically across regions. We investigate the factors associated with the entry of countries into these episodes as well as their duration. We find that while countries fall into crises for multiple reasons, including wars, export collapses, sudden stops and political transitions, most of these variables do not help predict the duration of crises episodes. In contrast, we find that a measure of the density of a country's export product space is significantly associated with lower crisis duration. We also find that unconditional and conditional hazard rates are decreasing in time, a fact that is consistent with either strong shocks to fundamentals or with models of poverty traps.

This paper explores the role that uncertainty plays in the emergence of new products or services for export in developing countries. Using a comparative case study method, I explore the degree to which those entrepreneurs who discovered new export activities faced uncertainty, and what the nature of this uncertainty was. I then document how this uncertainty, when present, was resolved, and how this affected subsequent diffusion of the newly discovered activity. The cases suggest two important dimensions of uncertainty in the emergence of new export activities: productivity characteristics and demand characteristics. A new activity could feature one, both, or neither types of uncertainty. The reasons for lower inherent uncertainty in these cases suggest a new theory of product similarity that is heterogeneous, multi-dimensional, and operating at a highly disaggregated level. Furthermore, the degree of uncertainty has implications for the expected ‘triggers’ of discovery, and these are born out in the cases. Finally, when uncertainty was present, its resolution often provided significant benefits to subsequent entrants, and the manner in which high uncertainty was overcome suggests potential avenues for policy.

Countries seldom grow rich by producing the same things more productively. They usually change what they produce in the process of development. Structural transformation is the process whereby countries move to new economic activities that are more productive and thus are able to pay higher wages. This process is very important for growth: countries that are able to upgrade their exports by developing new economic activities tend to grow faster (Hausmann and Rodrik, 2003; Hausmann, Hwang, and Rodrik, 2006).

The purpose of this paper is to apply new methodologies to analyze the history of and future opportunities for structural transformation in the Caribbean. We first look at the composition of exports from the Caribbean, and show that the region is specialized in relatively unsophisticated, ―poor-country‖ export products, and this is not simply a consequence of their small size or specialization in tourism and financial services.

We then review the concept of the ―product space‖ and determine where the Caribbean countries are specialized within this space. The results show that generally these countries export peripheral products that are intensive in capabilities with few alternative uses. In addition, we consider what effects regional integration would have on this opportunity set and show that future opportunities for structural transformation are much higher for the Caribbean Community (CARICOM) as a perfectly integrated zone—higher than for any of its members on their own.

The final section discusses the policy implications of these results. We show that for almost all countries in the Caribbean there is a need to move to new export activities. Some countries in the region have a set of nearby activities they could exploit, including in the services sector, which suggests a parsimonious approach to promoting new activities is appropriate. This approach involves the government better orienting itself to learn what emerging sectors need in the way of publically provided inputs. But for many countries in the region, there are few nearby activities, suggesting a more proactive search process is necessary. In the appendix we apply the product space data to this search for nearby and more distant export activities for Belize and Jamaica. However, such data is merely a starting point for what must be a continuous process of high-bandwidth dialogue with the private sector to learn what is needed for new activities to emerge. We provide general design guidelines for such a dialogue, both for nearby and more distant activities, and we outline some specific initiatives as examples.

This paper applies new techniques and metrics to analyze Ecuador's past record of and future opportunities for structural transformation. Ecuador's export dynamics and the emergence of new export activities have been the historical drivers of the country's growth, but recently Ecuador's export basket has undergone little structural transformation. The same broad sectors continue to dominate, and the overall sophistication of the export basket has actually declined in recent years. In order to consider why movement to new, more sophisticated export activities has lagged in Ecuador, we examine export connectedness and find that the country is concentrated in a peripheral part of the product space. We quantitatively scan Ecuador's efficient frontier and identify new, high-potential export activities that are nearby in the product space. This sector evaluation provides valuable information for the government to prioritize dialogue and interventions, but it is not meant to be a conclusive identification of "winners". Rather, we provide policy guidelines to facilitate the emergence of these and other new export activities, dealing with the sector-specificity of much of what the government must provide to the private sector to succeed while at the same time avoiding the well-known perils of traditional industrial policies.

The literature extensively discusses the increasing commitment toward comprehensive structural reform of China’s economy as it targets to achieve high quality and sustainable economic growth. This research investigates the inherent relationship between supply-side structural reform (SSSR) and dynamic capital structure adjustment in Chinese-listed firms. Our results show that SSSR’s introduction has significantly improved the adjustment speed toward the optimal debt ratio, especially for firms with high indebtedness and low investment performance. Importantly, China’s bond market plays a crucial role through SSSR for firms’ debt ratio to adjust toward their optimal level. However, there is no such evidence among state-owned enterprises (SOEs), suggesting that the structural reform concerning corporate capital structure for SOEs is more challenging and longstanding when compared with non-SOEs.

Structural transformation is the process by which countries change what they produce and move from low-productivity, low-wage activities to high-productivity, high-wage activities. The purpose of this report is to use emerging methodologies to analyze Pakistan’s history of and opportunities for structural transformation, in an effort to better understand past economic performance and accelerate future economic growth. Part 1 looks at the composition of Pakistan’s export basket and establishes that the country is specialized in relatively unsophisticated export activities that are typical of poorer countries. Compared to other countries in Asia, Pakistan has not been moving to new and better export activities, and consequently has fallen behind. We show that this is in part because the actual products that Pakistan currently produces are intensive in capabilities with few alternative uses. Pakistan is specialized in a relatively peripheral part of the product space, and has not explored the productive possibilities as actively as its comparators. Given this record, an important priority in the future is to accelerate structural transformation. Pakistan’s current orientation in the product space suggests that such acceleration would require a mix of facilitating movements to nearby activities, as well as encouraging more strategic jumps to new areas of the product space. Part 2 uses the data and methodologies of Part 1 to identify what those nearby and more distant activities might be, while Part 3 discusses appropriate policies that follow from these results and promote structural transformation, without suffering common failures of past industrial policies. The key message is that the government of Pakistan must actively learn the sector-specific constraints to structural transformation and overcome them in order to accelerate future economic growth.

The main finding of this analysis is that Chile’s pattern of specialization implies little opportunities for easy movements to new activities. Chile is specialized in an extremely sparse part of the product space and has a relatively unsophisticated export package. Past growth has been surprisingly strong given this pattern of specialization, as has been performance in the services sector, and it appears that there does remain some room to continue growing through quality upgrading in existing products. However, Chile has little room to increase its market share in existing products, and its current export package does not offer a path to future structural transformation and growth. Furthermore, this isn’t due to Chile’s status as a natural resource-based economy, as the country lags in these dimensions even when compared to countries like Canada, Australia, and New Zealand. Movements to new sectors are necessary, but will be difficult given this pattern of specialization. This suggests that there should be some scope for public investment in the study and coordination of new export activities to fuel long-term economic growth.