Martin Nybom
Jan Stuhler
Mattia Fochesato
Sam Bowles
Linda Wu
Tzu-Ting Yang
Thomas Piketty
Malka Guillot
Jonathan Goupille-Lebret
Bertrand Garbinti
Antoine Bozio
Hakki Yazici
Slavík Ctirad
Kina Özlem
Tilman Graff
Tilman Graff
Yuri Ostrovsky
Martin Munk
Anton Heil
Maitreesh Ghatak
Robin Burgess
Oriana Bandiera
Claire Balboni
Jonna Olsson
Richard Foltyn
Minjie Deng
Iiyana Kuziemko
Elisa Jácome
Juan Pablo Rud
Bridget Hofmann
Sumaiya Rahman
Martin Nybom
Stephen Machin
Hans van Kippersluis
Anne C. Gielen
Espen Bratberg
Jo Blanden
Adrian Adermon
Maximilian Hell
Robert Manduca
Robert Manduca
Marta Morazzoni
Aadesh Gupta
David Wengrow
Damian Phelan
Amanda Dahlstrand
Andrea Guariso
Erika Deserranno
Lukas Hensel
Stefano Caria
Vrinda Mittal
Ararat Gocmen
Clara Martínez-Toledano
Yves Steinebach
Breno Sampaio
Joana Naritomi
Diogo Britto
François Gerard
Filippo Pallotti
Heather Sarsons
Kristóf Madarász
Anna Becker
Lucas Conwell
Michela Carlana
Katja Seim
Joao Granja
Jason Sockin
Todd Schoellman
Paolo Martellini
UCL Policy Lab
Natalia Ramondo
Javier Cravino
Vanessa Alviarez
Hugo Reis
Pedro Carneiro
Raul Santaeulalia-Llopis
Diego Restuccia
Chaoran Chen
Brad J. Hershbein
Claudia Macaluso
Chen Yeh
Xuan Tam
Xin Tang
Marina M. Tavares
Adrian Peralta-Alva
Carlos Carillo-Tudela
Felix Koenig
Joze Sambt
Ronald Lee
James Sefton
David McCarthy
Bledi Taska
Carter Braxton
Alp Simsek
Plamen T. Nenov
Gabriel Chodorow-Reich
Virgiliu Midrigan
Corina Boar
Sauro Mocetti
Guglielmo Barone
Martin Nybom
Jan Stuhler
Mattia Fochesato
Sam Bowles
Linda Wu
Tzu-Ting Yang
Thomas Piketty
Malka Guillot
Jonathan Goupille-Lebret
Bertrand Garbinti
Antoine Bozio
Hakki Yazici
Slavík Ctirad
Kina Özlem
Tilman Graff
Tilman Graff
Yuri Ostrovsky
Martin Munk
Anton Heil
Maitreesh Ghatak
Robin Burgess
Oriana Bandiera
Claire Balboni
Jonna Olsson
Richard Foltyn
Minjie Deng
Iiyana Kuziemko
Elisa Jácome
Juan Pablo Rud
Bridget Hofmann
Sumaiya Rahman
Martin Nybom
Stephen Machin
Hans van Kippersluis
Anne C. Gielen
Espen Bratberg
Jo Blanden
Adrian Adermon
Maximilian Hell
Robert Manduca
Robert Manduca
Marta Morazzoni
Aadesh Gupta
David Wengrow
Damian Phelan
Amanda Dahlstrand
Andrea Guariso
Erika Deserranno
Lukas Hensel
Stefano Caria
Vrinda Mittal
Ararat Gocmen
Clara Martínez-Toledano
Yves Steinebach
Breno Sampaio
Joana Naritomi
Diogo Britto
François Gerard
Filippo Pallotti
Heather Sarsons
Kristóf Madarász
Anna Becker
Lucas Conwell
Michela Carlana
Katja Seim
Joao Granja
Jason Sockin
Todd Schoellman
Paolo Martellini
UCL Policy Lab
Natalia Ramondo
Javier Cravino
Vanessa Alviarez
Hugo Reis
Pedro Carneiro
Raul Santaeulalia-Llopis
Diego Restuccia
Chaoran Chen
Brad J. Hershbein
Claudia Macaluso
Chen Yeh
Xuan Tam
Xin Tang
Marina M. Tavares
Adrian Peralta-Alva
Carlos Carillo-Tudela
Felix Koenig
Joze Sambt
Ronald Lee
James Sefton
David McCarthy
Bledi Taska
Carter Braxton
Alp Simsek
Plamen T. Nenov
Gabriel Chodorow-Reich
Virgiliu Midrigan
Corina Boar
Sauro Mocetti
Guglielmo Barone

The distributional effects of trade: theory and evidence from the United States

What is this research about and why did you do it?

Trade policy such as tariffs can have unequal effects on real wages through changes in both relative wages of workers and consumers’ cost of living. In the absence of detailed data on the heterogeneity of consumption baskets, economists have often relied on parametric models. This study builds a unified non-parametric approach to predicting the unequal effects of trade shocks through both channels based on detailed microdata on spending and employment from the United States.

How did you answer this question?

We first show theoretically that the effects of trade shocks on the cost of living are governed by the fraction of imports in consumer spending, as a sufficient statistic. Moreover, the effects on nominal wages crucially depend on the labour market exposure of workers to exporting, import competition, and importing of materials. We then collect detailed data to measure the heterogeneity of consumer and worker exposure to trade in the US. For instance, we build three complementary datasets linking consumption surveys to trade data to capture within-industry differences in import spending while also capturing the universe of goods and services.

What did you find?

Import shares of spending are very similar across income and education groups of US households, both overall and for imports from specific trade partners, such as China. Similarly, the labour market exposure of workers is similar across workers of different earnings levels. However, worker exposure is very heterogenous within income groups, depending on the industries they work in. As a result, we predict that changes to trade policy will not have significant impacts on inequality via either nominal wages or the cost-of-living, except if they are targeted to very specific industries. At the same time, across-the-board trade shocks are expected to create winners and losers within each income group.

Import Shares by US Household Income Bin. The share of imports in consumption baskets is approximately constant across bins of US household income. The same finding holds for “direct” imports of final goods and “indirect” imports of materials used in the production of domestic goods; it also holds for imports from specific countries. The figure uses linked data from the BLS Consumer Expenditure Survey and BEA Input-Output Tables for the United States in 2007.

What implications does this have for the research on wealth concentration or economic inequality?

In recent years a popular narrative is that “trade wars are class wars”. Leveraging detailed data, we provide evidence against that hypothesis, on both the consumption and labour market sides. At the same time, we highlight the distinction between the effects of economic shocks on inequality and the unequal effects of such shocks: the distributional effects may be sizable and have important political consequences even if inequality does not significantly change.

What are the next steps in your agenda?

Our data-driven exposure-based approach can be leveraged to shed light on the unequal effects of other shocks and policies, such as climate change and the policies aimed at achieving net-zero carbon emissions.

Citation and related resources

This paper can be cited as: Borusyak, K., and Jaravel, X. 2021. 'The distributional effects of trade: theory and evidence from the United States.' NBER Working Paper 28957.

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About the authors