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Modeling country-sectoral spillovers in generalized propensity score matching: An empirical test on trade data

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  • Nenci, Silvia
  • Vurchio, Davide

Abstract

In this paper, we address identification concerns linked to spillover effects. The literature is still scanty on this issue. To this aim, we propose an innovative strategy combining a counterfactual approach with spatial models. Specifically, we suggest an original revision of spatial propensity score matching, extending it to handle continuous treatment and weighting the spatial lags by the products’ distances over a “product-country space”. Adopting this strategy, we aim to address the bias in treatment selection and effectively manage interference and spillover effects from policy interventions and from government actions in other sectors. Using standard data, we then test our model in an empirical application that assesses the causal impact of agricultural policy support on product trade performance. Results show that not considering spillover effects leads to underestimating treatment assessment.

Suggested Citation

  • Nenci, Silvia & Vurchio, Davide, 2023. "Modeling country-sectoral spillovers in generalized propensity score matching: An empirical test on trade data," Economic Modelling, Elsevier, vol. 124(C).
    • Handle: RePEc:eee:ecmode:v:124:y:2023:i:c:s0264999323001050
    DOI: 10.1016/j.econmod.2023.106293
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    as
    1. Kym Anderson & Gordon Rausser & Johan Swinnen, 2013. "Political Economy of Public Policies: Insights from Distortions to Agricultural and Food Markets," Journal of Economic Literature, American Economic Association, vol. 51(2), pages 423-477, June.
    2. Helmut Fryges & Joachim Wagner, 2021. "Exports and Productivity Growth — First Evidence from a Continuous Treatment Approach," World Scientific Book Chapters, in: Joachim Wagner (ed.), MICROECONOMETRIC STUDIES OF FIRMS’ IMPORTS AND EXPORTS Advanced Methods of Analysis and Evidence from German Enterprises, chapter 6, pages 57-86, World Scientific Publishing Co. Pte. Ltd..
    3. Emiliano Magrini & Pierluigi Montalbano & Silvia Nenci & Luca Salvatici, 2017. "Agricultural (Dis)Incentives and Food Security: Is There a Link?," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 99(4), pages 847-871.
    4. Yin, Hua & Du, Zaichao & Zhang, Lin, 2018. "Assessing the gains and vulnerability of free trade: A counterfactual analysis of Macau," Economic Modelling, Elsevier, vol. 70(C), pages 147-158.
    5. Egger, Peter H. & Ehrlich, Maximilian v. & Nelson, Douglas R., 2020. "The trade effects of skilled versus unskilled migration," Journal of Comparative Economics, Elsevier, vol. 48(2), pages 448-464.
    6. Ricardo Hausmann & Bailey Klinger, 2007. "The Structure of the Product Space and the Evolution of Comparative Advantage," CID Working Papers 146, Center for International Development at Harvard University.
    7. Rahel Aichele & Gabriel Felbermayr, 2013. "Estimating the Effects of Kyoto on Bilateral Trade Flows Using Matching Econometrics," The World Economy, Wiley Blackwell, vol. 36(3), pages 303-330, March.
    8. André Luis Squarize Chagas & Rudinei Toneto & Carlos Roberto Azzoni, 2012. "A Spatial Propensity Score Matching Evaluation of the Social Impacts of Sugarcane Growing on Municipalities in Brazil," International Regional Science Review, , vol. 35(1), pages 48-69, January.
    9. Carlos A. Flores, 2007. "Estimation of Dose-Response Functions and Optimal Doses with a Continuous Treatment," Working Papers 0707, University of Miami, Department of Economics.
    10. Serrano-Domingo, Guadalupe & Requena-Silvente, Francisco, 2013. "Re-examining the migration–trade link using province data: An application of the generalized propensity score," Economic Modelling, Elsevier, vol. 32(C), pages 247-261.
    11. Helmut Fryges, 2009. "The export-growth relationship: estimating a dose-response function," Applied Economics Letters, Taylor & Francis Journals, vol. 16(18), pages 1855-1859.
    12. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    13. Emiliano Magrini & Pierluigi Montalbano & Silvia Nenci, 2017. "Are EU trade preferences really effective? An impact evaluation assessment of the Southern Mediterranean Countries’ case," International Review of Applied Economics, Taylor & Francis Journals, vol. 31(1), pages 126-144, January.
    14. Magrini, Emiliano & Montalbano, Pierluigi & Nenci, Silvia & Salvatici, Luca, 2014. "Agricultural trade distortions during recent international price spikes: what implications for food security?," 2014 International Congress, August 26-29, 2014, Ljubljana, Slovenia 182726, European Association of Agricultural Economists.
    15. Dehejia, Rajeev, 2005. "Practical propensity score matching: a reply to Smith and Todd," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 355-364.
    16. Kym Anderson & Signe Nelgen, 2012. "Agricultural trade distortions during the global financial crisis," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 28(2), pages 235-260, SUMMER.
    17. Peter H. Egger & Maximilian von Ehrlich & Douglas R. Nelson, 2012. "Migration and Trade," The World Economy, Wiley Blackwell, vol. 35(2), pages 216-241, February.
    18. Spiros Bougheas & Douglas R. Nelson, 2012. "Skilled Worker Migration and Trade: Inequality and Welfare," The World Economy, Wiley Blackwell, vol. 35(2), pages 197-215, February.
    19. Michela Bia & Alessandra Mattei, 2008. "A Stata package for the estimation of the dose–response function through adjustment for the generalized propensity score," Stata Journal, StataCorp LP, vol. 8(3), pages 354-373, September.
    20. P. Montalbano & S. Nenci, 2014. "Assessing the trade impact of the European Neighbourhood Policy on the EU-MED Free Trade Area," Applied Economics, Taylor & Francis Journals, vol. 46(7), pages 730-740, March.
    21. Kosuke Imai & David A. van Dyk, 2004. "Causal Inference With General Treatment Regimes: Generalizing the Propensity Score," Journal of the American Statistical Association, American Statistical Association, vol. 99, pages 854-866, January.
    22. Baier, Scott L. & Bergstrand, Jeffrey H., 2004. "Economic determinants of free trade agreements," Journal of International Economics, Elsevier, vol. 64(1), pages 29-63, October.
    23. Papke, Leslie E & Wooldridge, Jeffrey M, 1996. "Econometric Methods for Fractional Response Variables with an Application to 401(K) Plan Participation Rates," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 619-632, Nov.-Dec..
    24. Antonio F. Galvao & Liang Wang, 2015. "Uniformly Semiparametric Efficient Estimation of Treatment Effects With a Continuous Treatment," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 110(512), pages 1528-1542, December.
    25. Bent Dalum & Keld Laursen & Gert Villumsen, 1998. "Structural Change in OECD Export Specialisation Patterns: de-specialisation and 'stickiness'," International Review of Applied Economics, Taylor & Francis Journals, vol. 12(3), pages 423-443.
    26. Baier, Scott L. & Bergstrand, Jeffrey H., 2007. "Do free trade agreements actually increase members' international trade?," Journal of International Economics, Elsevier, vol. 71(1), pages 72-95, March.
    27. Kosuke Imai & In Song Kim, 2019. "When Should We Use Unit Fixed Effects Regression Models for Causal Inference with Longitudinal Data?," American Journal of Political Science, John Wiley & Sons, vol. 63(2), pages 467-490, April.
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    More about this item

    Keywords

    Generalized propensity score; Product space; Agricultural policy; Trade performance; Cross-country analysis;
    All these keywords.

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • F14 - International Economics - - Trade - - - Empirical Studies of Trade
    • F60 - International Economics - - Economic Impacts of Globalization - - - General
    • O50 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - General
    • Q17 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Agriculture - - - Agriculture in International Trade

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