Vietnam's Export Boom to the U.S.: The Role of Chinese Firms
(joint with Chris A. Avalos and Trang Hoang)
Finance and Economics Discussion Series Note (July 2026)
Following the U.S.-China tariffs, Vietnam became one of the largest beneficiaries of shifting global supply chains. This note examines who actually drove Vietnam's export boom. Using detailed firm-level data, we show that Chinese-owned companies more than doubled their share of Vietnam's exports to the United States—from 11 percent in 2018–19 to 25 percent in 2020–23 (see figure). At the same time, the export shares of domestic Vietnamese firms and other foreign-owned firms declined. The findings suggest that part of Vietnam's export success reflects Chinese firms relocating production to Vietnam rather than a complete shift away from Chinese manufacturing, with important implications for understanding the effects of U.S. trade policy.
Share of Vietnam's Exports to the U.S.
by Firm Ownership
Mexico in U.S. Supply Chains: Lessons from 2018-19 Tariffs
(joint with María Aristizábal-Ramírez, Chris A. Avalos, and Emma Rosenbaum)
Finance and Economics Discussion Series Note (June 2026)
This note investigates how the 2018–19 U.S. tariffs on Chinese imports reshaped Mexico’s role in U.S. supply chains. We estimate that 53 percent of Mexico’s export gains can be attributed to trade diversion caused by the tariffs, while the remaining growth reflects long-run trends and other factors (see figure). Within the trade-diversion component, Chinese production relocated to Mexico accounted for about 14 percent of total export growth, whereas direct transshipment accounted for less than 1 percent. These findings suggest that the tariffs primarily encouraged production to move to Mexico rather than widespread tariff circumvention through simple re-exporting, highlighting the growing integration of North American and Chinese supply chains.
Decomposition of Increase in
Mexican Exports to the U.S.
China shock 2.0: How China’s ongoing export surge differs from the early 2000s
(joint with François de Soyres, Ece Fisgin, Ana Maria Santacreu, and Kevin Vega)
Finance and Economics Discussion Series Note (May 2026)
We compare China's renewed export surge with the export boom that followed its entry into the World Trade Organization in 2001, often referred to as "China Shock 1.0." We argue that today's "China Shock 2.0" differs in three important ways. First, export growth is concentrated in higher value-added, technology-intensive industries, increasing competitive pressures on advanced economies. Second, China's export expansion has occurred alongside a strategy of greater domestic self-reliance, resulting in a historically large and persistent trade surplus rather than a parallel increase in imports (see figure). Third, China is expanding from an already dominant position in the global economy, making additional export growth more consequential for the rest of the world. Together, these factors suggest that China Shock 2.0 has broader implications for global trade and production than the first China Shock.
China's Share of World Trade
China's Trade Dominance and the Role of Industrial Policies
(joint with François de Soyres, Ece Fisgin, and Mike Liu)
Finance and Economics Discussion Series Note (March 2026)
Renewed attention to global imbalances has brought China's external surplus back into focus, with its trade surplus reaching a record $1.2 trillion in 2025. In particular, policymakers and analysts have increasingly focused on the role of industrial policies in shaping China's export performance and expanding trade surplus. Using detailed data on industrial policy interventions from the New Industrial Policy Observatory (NIPO) database, we document a positive relationship between the intensity of sector-specific industrial policy support and China's export growth and its trade balance (see figure), with especially strong gains in strategic industries such as automobiles and computing machinery. Taken together, the evidence suggests that industrial policy should be considered alongside traditional macroeconomic drivers when assessing China's external imbalances.
China's Trade Balance and Industrial Policy Intensity ($bn, 2017-2024)
The Global Trade Effects of the AI Infrastructure Boom
(joint with François de Soyres, Alex Haag, and Mike Liu)
Finance and Economics Discussion Series Note (February 2026)
Artificial intelligence (AI) has become a key driver of the global economic outlook, underscored by the unprecedented scale of announced investment commitments aimed at expanding AI-related infrastructure. The AI boom is also increasingly influencing international trade by boosting demand for critical inputs and intermediate goods needed to build data centers. This surge in AI-related investment has already supported international trade since early 2025, with strong demand for critical components particularly benefiting semiconductor producers and other high-tech manufacturing hubs in Asia.
World Merchandise Trade (Indexed)
Trade-offs of Higher U.S. Tariffs: GDP, Revenues, and the Trade Deficit
(joint with Sharon Jeon, Ricardo Reyes-Heroles, Abhi Uppal, and David Yu)
Finance and Economics Discussion Series Note (July 2025)
Presented at: IMF
Using a quantitative multi-country, multi-sector trade model, the note analyzes the trade-offs between economic growth, tariff revenues, and reductions in the U.S. trade deficit under alternative tariff scenarios. The analysis shows that the effects on the U.S. economy depend critically on both the scope of the tariffs and the extent to which they reduce the trade deficit. Tariffs targeting Chinese imports alone generate only limited tariff revenue because imports are largely diverted to other trading partners. In contrast, broad-based tariffs raise substantial revenue, partially offsetting their negative effects on GDP. However, if these broader tariffs also succeed in reducing the U.S. trade deficit, the tariff base shrinks, resulting in lower tariff revenues. The findings highlight that while higher tariffs can generate government revenue, they also reduce economic efficiency by disrupting comparative advantage and raising production costs, underscoring the complex trade-offs policymakers face when designing tariff policy.
U.S. Long-Run Economic Effects under different U.S. Trade Deficit Assumptions
Is China Really Growing at 5 Percent?
(joint with William Barcelona, Danilo Cascaldi-Garcia, and Jasper Hoek)
Finance and Economics Discussion Series Note (June 2025)
Presented at: IMF
For real-time updates, see ChinaNow, our alternative indicator of Chinese GDP growth.
Chinese authorities recently announced a growth target of "around 5 percent" for 2025, matching their 2024 target. Five percent is about half the pace of growth that China sustained from the 1980s to the early 2010s, but it is nonetheless quite high for an economy flirting with deflation and mired in a years-long property bust. Using an alternative indicator of Chinese GDP growth developed by Barcelona et al. (2022), we find that official GDP growth figures, which have been in line with the stated target, closely align with a broad range of Chinese economic indicators and do not appear to be overstated. We attribute this recent near-target growth has to a strong supply-side performance, supported by sustained global demand for Chinese goods and industrial policies promoting self-reliance. These factors have helped offset weak domestic consumption, which never fully recovered from COVID-era lockdowns and continues to be constrained by the ongoing property slump.
China’s alternative GDP - ChinaNow
(4-quarter growth)
Economic Resilience in the COVID-19 Pandemic.
(joint with Emily Highkin)
Finance and Economics Discussion Series Note (July 2022)
We document that the economic impact of COVID-19 became less severe over the course of the pandemic despite recurring waves of infections. Comparing the second and fourth quarters of 2020, we identify three key factors behind this increased resilience. First, social distancing restrictions were generally less stringent during later waves. Second, households became less responsive to these restrictions, reducing their mobility by less than during the initial wave. Finally, businesses and consumers adapted to operating under pandemic conditions, allowing economic activity to recover despite continued mobility constraints. The findings suggest that both behavioral changes and economic adaptation played important roles in reducing the economic costs of the pandemic over time.
Mobility and GDP
Effects of Supply Chain Bottlenecks on Prices using Textual Analysis.
(joint with Flora Haberkorn, Anderson Monken, and Henry L. Young,)
Finance and Economics Discussion Series Note (December 2021)
We examine how the sharp rebound in global demand for goods following the COVID-19 pandemic contributed to widespread supply chain disruptions and rising prices. Using textual analysis of thousands of corporate earnings calls, the note constructs real-time measures of firms' perceptions of shipping and supply chain bottlenecks across industries. The analysis shows that supply disruptions intensified significantly as global demand recovered, spreading from the automobile sector to a broad range of industries. Firms experiencing greater supply bottlenecks were also more likely to report raising prices, suggesting that strong demand and supply constraints together contributed to the surge in inflationary pressures during the post-pandemic recovery.
Aggregate Negative Sentiment
The Effect of US-China Tariff Hikes: Differences in Demand Composition Matter.
(joint with Ricardo Reyes-Heroles and Charlotte T. Singer)
Finance and Economics Discussion Series Note (March 2021)
We examine how the 2018–20 U.S.–China tariff increases affected long-run economic activity when accounting for investment and capital accumulation. Unlike most quantitative trade models, the analysis explicitly distinguishes between goods used for consumption and investment. The note shows that the U.S. imports a large share of its capital goods from China and imposed tariffs on many of these products, increasing the cost of investment and slowing capital accumulation. As a result, the model predicts larger long-run GDP losses than conventional trade models and assesses that the U.S. experiences larger GDP losses than China, despite China's greater export exposure. The findings highlight the importance of accounting for the composition of trade flows when evaluating the macroeconomic effects of tariffs.
Effects of Tariff Hikes on Relative Price of Final Investment
Long-Run Effects on Chinese GDP from U.S.-China Tariff Hikes.
(joint with John K. Ferraro)
Finance and Economics Discussion Series Note (July 2019)
We study how higher bilateral tariffs affect the long-run productive capacity of the U.S., Chinese, and global economies. Using a quantitative multi-country trade model, we estimate that tariffs reduce productivity by distorting resource allocation, raising production costs, and shifting labor and capital toward less productive sectors. The analysis finds that the direct long-run effects of the tariffs on China's GDP are relatively modest, although the estimates likely represent a lower bound because the model does not capture important channels such as reduced investment, innovation, and heightened uncertainty. The findings highlight that while the immediate macroeconomic effects of tariffs may be driven by uncertainty and financial market responses, their longer-run costs stem from lower economic efficiency and productivity.
The Effect of the GST on Indian Growth.
(joint with Ellen A. Wiencek)
International Finance Discussion Paper Note (March 2017)
We analyze the economic impact of India's landmark Goods and Services Tax (GST), which replaced a complex system of federal, state, and local indirect taxes with a unified national tax. Using a quantitative trade model of the Indian economy, the note examines how the reform reduces domestic trade barriers and improves the efficiency of trade across states. The analysis finds that the GST raises welfare in every Indian state and boosts long-run GDP by increasing domestic and international trade, with the magnitude of the gains depending on the final allocation of goods across GST tax brackets. The findings highlight the important role of reducing internal trade frictions in promoting economic integration and long-run growth.