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, 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.

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 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.

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 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 Wyoming

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 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. 

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, 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. 

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 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. 

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 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.

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 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.

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, 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. 

Executive Summary: English | Arabic | French

Catalyzing Green Growth in the UAE: Growth Opportunities in a Decarbonizing World

The world is rapidly shifting towards a lower-carbon economy, drawing a new map of comparative advantage in the process. As the global economy decarbonizes, it will bring about profound changes in the landscape of production, giving rise to new industries, markets, and pathways for economic development. This transformation will manifest through changes in global demand and prices for existing products but also through the emergence of novel technologies and industries, many of which will replace older, carbon-intensive practices and production methods. These trends will have a significant impact on the fundamental competitiveness of every economy. Therefore, it is crucial for national economic policies, including in the United Arab Emirates, to include a well-designed green growth strategy to harness the global drive towards a decarbonized world economy.

This report aims to identify green growth opportunities for the UAE through a structured approach and suggest concrete policy ideas to seize them. We analyze green growth opportunities along the following four pillars: (1) make the enablers of decarbonization; (2) make green versions of energy-intensive products; (3) capitalize on carbon capture, utilization, and storage (CCUS); and (4) export decarbonization-related know-how.

One of the most promising opportunities identified lies in the development of green industrial parks. The UAE should consider establishing such green industrial parks to attract energy-intensive industries aiming to switch to low-carbon production processes. These parks provide the necessary inputs to low-carbon industrial production in a concentrated geographical area. These include dedicated low-cost renewable energy, but also clean, high-temperature heat, low-carbon hydrogen, as well as carbon capture technology and other services necessary to certify the green nature of the production. A net-zero world will need to make things like steel, cement, chemicals, aluminum, and glass without emitting carbon. It will also need to develop fuels for ships, planes, and heavy-duty transport that have near-zero life cycle emissions, a large proportion of which are expected to come from renewable energy that is used to make hydrogen and liquid fuels. Low solar energy costs make the UAE one of the best places to develop low-carbon energy-intensive industries. Additionally, the UAE has a low cost of capital, which is an important comparative advantage since many of these industrial activities are highly capital-intensive. As the world transitions towards a decarbonized global economy, green industrial parks will drive high-value green economic activities to locate in the UAE, resulting in stronger exports, more value-added, and a future-proof economic model for the country.

As developing green industrial parks is complex, this is an opportunity to accumulate valuable know-how that, in turn, can be monetized. For instance, nobody yet knows how to build, manage, and operate a multi-gigawatt green hydrogen production facility. In the process of building green industrial parks in the UAE, the UAE will have to learn how to optimize a very complex renewable energy system, balance electricity, heat, and hydrogen across multiple energy users with different load profiles, and deploy multiple new technologies together that are still in the pilot phase.

The UAE should consider monetizing its domestic experience by developing and exporting green industrial parks in other countries and developing a business model around these activities. Such a strategy could involve (1) owning the Engineering, Procurement, and Construction Management (EPCM) contractors and other related businesses that develop and operate parks; (2) where possible, having as much of the high-income knowledge workers who provide these services live and work in the UAE; and (3) helping UAE industrial companies that wish to expand abroad (such as Emirates Global Aluminium, or Emirates Steel Arkan) make profitable foreign investments in green industrial parks in other countries.

There may be another opportunity in critical minerals processing. A mining boom is required to provide the world with enough critical minerals to build a clean energy system. Currently, China is dominating the critical minerals processing market, but many countries are looking to diversify their critical minerals supply chain. Given its low cost of capital, strategic location, and good trading infrastructure, the UAE is well-positioned to take advantage of this opportunity. The country already has nascent strengths in mineral refining to build off, in the aluminum and, soon, in the lithium value chains.

Other promising policy ideas are centered on accelerating the creation of green growth knowledge in the UAE and encouraging high-potential business applications. Given their potentially large implications for low-carbon industrial processes in the UAE, we recommend that the government consider establishing applied research hubs in the areas of electrochemistry and thermal energy management & storage. Our research has already identified leading actors in this area that may be attractive partners for collaboration. Additionally, to ensure the close monitoring of the innovation and technology developed abroad, we recommend discussing the establishment of a green technologies working group within the Emirates Scientist Council. This working group would continuously monitor advances in green technologies and their impact on the UAE, reporting findings to the higher levels of government to inform strategic decisions.