Koller, Julian and Stefanova, Stefani (2025): Spatial Spillovers of Local Trade Shocks: Estimation and Distributional Consequences.
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Abstract
We propose a novel spatial IV approach to estimate inter-regional employment spillovers from local trade shocks and apply it to the surge of Chinese import competition in the U.S. We find strong spillovers at the local level that substantially reshape the geography of the shock's employment burden. Our results further suggest that these indirect effects propagate through input-output linkages rather than labor mobility. Moreover, we show that our estimates rationalize the roughly 30 percent gap between Autor et al. (2013) and the structural follow-up literature in the aggregate U.S. manufacturing employment decline attributed to Chinese import competition.
| Item Type: | MPRA Paper |
|---|---|
| Original Title: | Spatial Spillovers of Local Trade Shocks: Estimation and Distributional Consequences |
| Language: | English |
| Keywords: | Trade Shocks, Local Labor Markets, Import Competition |
| Subjects: | F - International Economics > F1 - Trade > F10 - General F - International Economics > F1 - Trade > F14 - Empirical Studies of Trade F - International Economics > F1 - Trade > F16 - Trade and Labor Market Interactions |
| Item ID: | 128159 |
| Depositing User: | Stefani Stefanova |
| Date Deposited: | 09 Mar 2026 07:07 |
| Last Modified: | 08 May 2026 13:33 |
| References: | D. Acemoglu and P. Restrepo. Robots and jobs: Evidence from US labor markets. Journal of Political Economy, 128(6): 2188-2244, 2020. D. Acemoglu, D. Autor, D. Dorn, G. H. Hanson, and B. Price. Import competition and the great US employment sag of the 2000s. Journal of Labor Economics, 34(S1): S141-S198, 2016. A. Ahrens and A. Bhattacharjee. Two-step lasso estimation of the spatial weights matrix. Econometrics, 3(1): 128-155, 2015. T. Allen. Information frictions in trade. Econometrica, 82(6): 2041-2083, 2014. A. Auclert, W. S. Dobbie, and P. Goldsmith-Pinkham. Macroeconomic effects of debt relief: Consumer bankruptcy protections in the great recession. Technical report, National Bureau of Economic Research, 2019. A. J. Auerbach, Y. Gorodnichenko, and D. Murphy. Local fiscal multipliers and fiscal spillovers in the United States. Technical report, National Bureau of Economic Research, 2019. D. Autor, D. Dorn, and G. Hanson. When work disappears: Manufacturing decline and the falling marriage market value of young men. American Economic Review: Insights, 1(2): 161-178, 2019. D. Autor, D. Dorn, G. Hanson, and K. Majlesi. Importing political polarization? The electoral consequences of rising trade exposure. American Economic Review, 110(10): 3139-3183, 2020. D. Autor, D. Dorn, G. H. Hanson, M. R. Jones, and B. Setzler. Places versus people: the ins and outs of labor market adjustment to globalization. Technical report, National Bureau of Economic Research, 2025. D. H. Autor and D. Dorn. The growth of low-skill service jobs and the polarization of the US labor market. American Economic Review, 103(5): 1553-1597, 2013. D. H. Autor, D. Dorn, and G. H. Hanson. The China syndrome: Local labor market effects of import competition in the United States. American Economic Review, 103(6): 2121-2168, 2013. T. J. Bartik. Who benefits from state and local economic development policies? Technical report, W.E. Upjohn Institute for Employment Research, Kalamazoo, Michigan, US, 1991. K. Behrens, C. Ertur, and W. Koch. ‘Dual’gravity: Using spatial econometrics to control for multilateral resistance. Journal of Applied Econometrics, 27(5): 773-794, 2012. M. Beraja, A. Fuster, E. Hurst, and J. Vavra. Regional heterogeneity and the refinancing channel of monetary policy. The Quarterly Journal of Economics, 134(1): 109-183, 2019. T. Betz, S. J. Cook, and F. M. Hollenbach. Spatial interdependence and instrumental variable models. Political Science Research and Methods, 8(4): 646-661, 2020. O. J. Blanchard and Katz. Regional evolutions. Brookings Papers on Economic Activity, 1992(1): 1-75, 1992. N. Bloom, M. Schankerman, and J. Van Reenen. Identifying technology spillovers and product market rivalry. Econometrica, 81(4): 1347-1393, 2013. K. Borusyak, P. Hull, and X. Jaravel. Quasi-experimental shift-share research designs. The Review of Economic Studies, 89(1): 181-213, 2022. K. Borusyak, P. Hull, and X. Jaravel. A practical guide to shift-share instruments. Journal of Economic Perspectives, 39(1): 181-204, 2025. G. Brancaccio, M. Kalouptsidi, and T. Papageorgiou. Geography, transportation, and endogenous trade costs. Econometrica, 88(2): 657-691, 2020. L. Caliendo, M. Dvorkin, and F. Parro. Trade and labor market dynamics: General equilibrium analysis of the China trade shock. Econometrica, 87(3): 741-835, 2019. A. C. Cameron, J. B. Gelbach, and D. L. Miller. Bootstrap-based improvements for inference with clustered errors. The Review of Economics and Statistics, 90(3): 414-427, 2008. D. Chetverikov, B. Larsen, and C. Palmer. IV quantile regression for group-level treatments, with an application to the distributional effects of trade. Econometrica, 84(2): 809-833, 2016. L. Corrado and B. Fingleton. Where is the economics in spatial econometrics? Journal of Regional Science, 52(2): 210-239, 2012. A. De Paula, I. Rasul, and P. C. Souza. Identifying network ties from panel data: Theory and an application to tax competition. Review of Economic Studies, 2024. B. Dupor and R. Guerrero. Local and aggregate fiscal policy multipliers. Journal of Monetary Economics, 92: 16-30, 2017. F. Eckert, T. C. Fort, P. K. Schott, and N. J. Yang. County business patterns database: Full county×industry panel 1975-2018, 2021. P. H. Egger, P. Kaynak Gunes, and B. Zoller-Rydzek. Indirect effects of trade shocks on Turkish local labor markets. Regional Science and Urban Economics, 83, 103537, 2020. P. H. Egger, J. Li, and Y. Zhao. Chinese regions’ participation in global value chains and the associated global transmission of export price and quantity shocks. Review of International Economics, 32(2): 371-393, 2024. B. Fingleton and J. Le Gallo. Estimating spatial models with endogenous variables, a spatial lag and spatially dependent disturbances: Finite sample properties. Papers in Regional Science, 87(3): 319-340, 2008. S. Galle, A. Rodr´ıguez-Clare, and M. Yi. Slicing the pie: Quantifying the aggregate and distributional effects of trade. Review of Economic Studies, 90(1): 331-375, 2023. S. Gibbons and H. G. Overman. Mostly pointless spatial econometrics? Journal of Regional Science, 52(2): 172-191, 2012. X. Giroud, S. Lenzu, Q. Maingi, and H. Mueller. Propagation and amplification of local productivity spillovers. Econometrica, 92(5): 1589-1619, 2024. E. L. Glaeser and J. Gyourko. Urban decline and durable housing. Journal of Political Economy, 113(2): 345-375, 2005. P. Goldsmith-Pinkham, I. Sorkin, and H. Swift. Bartik instruments: What, when, why, and how. American Economic Review, 110(8): 2586-2624, 2020. S. Gonçalves. The moving blocks bootstrap for panel linear regression models with individual 46 fixed effects. Econometric Theory, 27(5): 1048-1082, 2011. S. Halleck Vega and J. P. Elhorst. The SLX model. Journal of Regional Science, 55(3):339-363, 2015. K. Head and T. Mayer. Gravity equations: Workhorse, toolkit, and cookbook. In G. Gopinath, E. Helpman, and K. Rogoff, editors, Handbook of International Economics, 4:131-195. Elsevier, 2014. H. H. Kelejian and I. R. Prucha. A generalized spatial two-stage least squares procedure for estimating a spatial autoregressive model with autoregressive disturbances. The Journal of Real Estate Finance and Economics, 17:99-121, 1998. O. Krebs and M. Pflüger. On the road (again): Commuting and local employment elasticities in Germany. Regional Science and Urban Economics, 99, 103874, 2023. H. R. Künsch. The jackknife and the bootstrap for general stationary observations. The Annals of Statistics, pp. 1217-1241, 1989. C. Lam and P. C. Souza. Estimation and selection of spatial weight matrix in a spatial lag model. Journal of Business & Economic Statistics, 38(3): 693-710, 2020. L.-F. Lee. Asymptotic distributions of quasi-maximum likelihood estimators for spatial autoregressive models. Econometrica, 72(6): 1899-1925, 2004. S. Liao, I. S. Kim, S. Miyano, and F. Zhu. Concordance: Product Concordance. Comprehensive R Archive Network (CRAN), 2020. URL https://CRAN.R-project.org/package=concordance. R package version 2.0.0. A. Mian and A. Sufi. House prices, home equity–based borrowing, and the US household leverage crisis. American Economic Review, 101(5): 2132-2156, 2011. F. Monte, S. J. Redding, and E. Rossi-Hansberg. Commuting, migration, and local employment elasticities. American Economic Review, 108(12): 3855-3890, 2018. E. Nakamura and J. Steinsson. Fiscal stimulus in a monetary union: Evidence from US 47 regions. American Economic Review, 104(3): 753-792, 2014. K. Ord. Estimation methods for models of spatial interaction. Journal of the American Statistical Association, 70(349): 120-126, 1975. J. R. Pierce and P. K. Schott. Trade liberalization and mortality: evidence from US counties. American Economic Review: Insights, 2(1):47-63, 2020. D. Rodrik. Why does globalization fuel populism? Economics, culture, and the rise of right-wing populism. Annual Review of Economics, 13(1):133-170, 2021. P. J. Rousseeuw and C. Croux. Alternatives to the median absolute deviation. Journal of the American Statistical Association, 88(424): 1273-1283, 1993. G. Solon, S. J. Haider, and J. M. Wooldridge. What are we weighting for? Journal of Human Resources, 50(2):301-316, 2015. C. Tan, M. Kesina, and J. P. Elhorst. Parameterizing spatial weight matrices in spatial econometric models. Political Analysis, 33(1): 49-63, 2025. C. K. Wolf. The missing intercept: A demand equivalence approach. American Economic Review, 113(8): 2232-2269, 2023. Y. V. Yotov, R. Piermartini, J.-A. Monteiro, and M. Larch. An Advanced Guide to Trade Policy Analysis: The Structural Gravity Model. United Nations and World Trade Organization, Geneva, 2016. |
| URI: | https://mpra.ub.uni-muenchen.de/id/eprint/128159 |

