Capital Services in Global Value Chains

(Updated Nov 2025)
Revise and resubmit, Quarterly Journal of Economics

Abstract: This paper constructs the first global dataset on inter-sectoral capital service flows. I use this data to disaggregate capital services and intermediate inputs in a dynamic multi-sector model of global production. Steady state allocations and responses to shocks are determined by a capital-augmented global input-output matrix. Two properties of the capital services network deliver larger long-run consumption impacts of globalization than existing estimates, and larger impacts in more capital-intensive countries. First, more consumption-influential producers use capital from more trade-exposed suppliers. Second, heterogeneity in the network reallocates sectoral expenditures towards producers with the largest respective declines in capital service costs. These reallocations raise capital incomes for producers and lower price indices for consumers.

Data available here

Winner of the 2024 Philippe Martin Award

Presentations (in early stages):
Virtual International Trade and Macro Seminar, May 2022
National Academy of Sciences Workshop on Innovation GVCs, and Globalization, May 2021

Industry Linkages from Joint Production

(Updated Apr 2025)
Revise and resubmit, American Economic Review

Abstract: I present evidence and theory on joint production in U.S. manufacturing. Higher demand in one industry raises a firm’s sales in another the more that the two industries share knowledge inputs like R&D. I estimate that knowledge inputs contribute to economies of scope through their scalability and partial non-rivalry within the firm. On average economies of scope cause aggregate producer prices to fall by one percent for every ten percent increase in output. More knowledge-intensive and export-intensive industries have higher scope economies and are disproportionately exposed to policies like tariffs that affect market size.

Winner of the 2020 WTO Essay Award for Young Economists
Media coverage:
Colloquy

Structural Change within versus Across Firms: Evidence from the United States

(Updated May 2022, joint with Teresa Fort, Stephen Redding, and Peter Schott)

Online Appendix

Abstract: We document the role of intangible capital in manufacturing firms’ substantial contribution to non-manufacturing employment growth from 1977-2019. Exploiting data on firms’ “auxiliary” establishments, we develop a novel measure of proprietary in-house knowledge and show that it is associated with increased growth and industry switching. We rationalize this reallocation in a model where firms combine physical and knowledge inputs as complements, and where producing the latter in-house confers a sector-neutral productivity advantage facilitating within-firm structural transformation. Consistent with the model, manufacturing firms with auxiliary employment pivot towards services in response to a plausibly exogenous decline in their physical input prices.


Global Production Networks in Transition

(coming soon)

The Costs of Market Disintegration: Evidence from the India-Pakistan Border

(in progress, joint with Robin Burgess, Dave Donaldson, and Stephen Redding)