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Spillovers and Exports: A Meta-Analysis

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Abstract

This study uses meta-analysis to analyze the empirical literature on spillovers and exports. It collects 3,291 estimated spillover effects from 99 studies. The estimated spillover effects in the literature span a large number of types and measures of both exports and spillovers. As a result, we transform estimates to partial correlation coefficients (PCCs). We analyze these transformed effects using four different versions of Weighted Least Squares estimators, incorporating both meta-analytic “Fixed Effects” and “Random Effects”. Our analysis produces three main findings. First, while we estimate a mean overall effect of spillovers on exports that is statistically significant, the size of the effect is economically negligible. Second, we find evidence of positive publication bias using conventional Funnel Asymmetry Tests. However, the size of the estimated publication bias is small, and disappears in some regressions when other explanatory variables are included in the analysis. Third, using both Bayesian Model Averaging and frequentist WLS estimation, we find that some data, estimation, and study characteristics are significant in some regressions. However, only a few of the characteristics are robust, and none are large in size.

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  • Jianhua Duan & Kuntal K. Das & Laura Meriluoto & W. Robert Reed, 2019. "Spillovers and Exports: A Meta-Analysis," Working Papers in Economics 19/03, University of Canterbury, Department of Economics and Finance.
  • Handle: RePEc:cbt:econwp:19/03
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    1. Tomas Havranek & Zuzana Irsova, 2012. "Survey Article: Publication Bias in the Literature on Foreign Direct Investment Spillovers," Journal of Development Studies, Taylor & Francis Journals, vol. 48(10), pages 1375-1396, October.
    2. Andrew B. Bernard & Jonathan Eaton & J. Bradford Jensen & Samuel Kortum, 2003. "Plants and Productivity in International Trade," American Economic Review, American Economic Association, vol. 93(4), pages 1268-1290, September.
    3. Judith Giles & Cara Williams, 2001. "Export-led growth: a survey of the empirical literature and some non-causality results. Part 2," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 9(4), pages 445-470.
    4. Mark A. Cohen & Adeline Tubb, 2018. "The Impact of Environmental Regulation on Firm and Country Competitiveness: A Meta-analysis of the Porter Hypothesis," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 5(2), pages 371-399.
    5. Aitken, Brian & Hanson, Gordon H. & Harrison, Ann E., 1997. "Spillovers, foreign investment, and export behavior," Journal of International Economics, Elsevier, vol. 43(1-2), pages 103-132, August.
    6. Bernard, Andrew B. & Bradford Jensen, J., 1999. "Exceptional exporter performance: cause, effect, or both?," Journal of International Economics, Elsevier, vol. 47(1), pages 1-25, February.
    7. T.D. Stanley & Hristos Doucouliagos & Margaret Giles & Jost Heckemeyer & Robert Johnston & Patrice Laroche & Jon Nelson & Martin Paldam & Jacques Poot & Geoff Pugh & Randall Rosenberger & Katja Rost, 2013. "Meta-analysis of economics research reporting guidelines," Post-Print hal-02137661, HAL.
    8. Iwasaki, Ichiro & Tokunaga, Masahiro, 2016. "Technology transfer and spillovers from FDI in transition economies: A meta-analysis," Journal of Comparative Economics, Elsevier, vol. 44(4), pages 1086-1114.
    9. Donato de Rosa, 2006. "Explaining Russian manufacturing exports: Firm characteristics and external conditions," Working Papers halshs-00590449, HAL.
    10. Ichiro IWASAKI & Satoshi MIZOBATA, 2018. "Post-Privatization Ownership And Firm Performance: A Large Meta-Analysis Of The Transition Literature," Annals of Public and Cooperative Economics, Wiley Blackwell, vol. 89(2), pages 263-322, June.
    11. Marc J. Melitz, 2003. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," Econometrica, Econometric Society, vol. 71(6), pages 1695-1725, November.
    12. Garret Christensen & Edward Miguel, 2018. "Transparency, Reproducibility, and the Credibility of Economics Research," Journal of Economic Literature, American Economic Association, vol. 56(3), pages 920-980, September.
    13. Andrew B. Bernard & J. Bradford Jensen, 2004. "Why Some Firms Export," The Review of Economics and Statistics, MIT Press, vol. 86(2), pages 561-569, May.
    14. Rossitza B. Wooster & David S. Diebel, 2010. "Productivity Spillovers from Foreign Direct Investment in Developing Countries: A Meta‐Regression Analysis," Review of Development Economics, Wiley Blackwell, vol. 14(3), pages 640-655, August.
    15. Petra Valickova & Tomas Havranek & Roman Horvath, 2015. "Financial Development And Economic Growth: A Meta-Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 29(3), pages 506-526, July.
    16. Anders Malmberg & Bo Malmberg & Per Lundequist, 2000. "Agglomeration and Firm Performance: Economies of Scale, Localisation, and Urbanisation among Swedish Export Firms," Environment and Planning A, , vol. 32(2), pages 305-321, February.
    17. Richard Kneller & Mauro Pisu, 2007. "Industrial Linkages and Export Spillovers from FDI," The World Economy, Wiley Blackwell, vol. 30(1), pages 105-134, January.
    18. Koenig, Pamina & Mayneris, Florian & Poncet, Sandra, 2010. "Local export spillovers in France," European Economic Review, Elsevier, vol. 54(4), pages 622-641, May.
    19. Card, David & Krueger, Alan B, 1995. "Time-Series Minimum-Wage Studies: A Meta-analysis," American Economic Review, American Economic Association, vol. 85(2), pages 238-243, May.
    20. Sofronis K. Clerides & Saul Lach & James R. Tybout, 1998. "Is Learning by Exporting Important? Micro-Dynamic Evidence from Colombia, Mexico, and Morocco," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(3), pages 903-947.
    21. Michael Greenstone & Richard Hornbeck & Enrico Moretti, 2010. "Identifying Agglomeration Spillovers: Evidence from Winners and Losers of Large Plant Openings," Journal of Political Economy, University of Chicago Press, vol. 118(3), pages 536-598, June.
    22. Reed, W. Robert, 2015. "A Monte Carlo analysis of alternative meta-analysis estimators in the presence of publication bias," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 9, pages 1-40.
    23. Michiel Bijlsma & Clemens Kool & Marielle Non, 2018. "The effect of financial development on economic growth: a meta-analysis," Applied Economics, Taylor & Francis Journals, vol. 50(57), pages 6128-6148, December.
    24. Rauch, James E. & Watson, Joel, 2003. "Starting small in an unfamiliar environment," International Journal of Industrial Organization, Elsevier, vol. 21(7), pages 1021-1042, September.
    25. Shushu Li & Jinglan Zhang & Yong Ma, 2015. "Financial Development, Environmental Quality and Economic Growth," Sustainability, MDPI, vol. 7(7), pages 1-22, July.
    26. Duranton, Gilles & Puga, Diego, 2004. "Micro-foundations of urban agglomeration economies," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 48, pages 2063-2117, Elsevier.
    27. Krugman, Paul, 1980. "Scale Economies, Product Differentiation, and the Pattern of Trade," American Economic Review, American Economic Association, vol. 70(5), pages 950-959, December.
    28. Philip Arestis & Georgios Chortareas & Georgios Magkonis, 2015. "The Financial Development And Growth Nexus: A Meta-Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 29(3), pages 549-565, July.
    29. Klaus E Meyer & Evis Sinani, 2009. "When and where does foreign direct investment generate positive spillovers? A meta-analysis," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 40(7), pages 1075-1094, September.
    30. Hristos Doucouliagos & Martin Paldam, 2013. "The Robust Result in Meta-analysis of Aid Effectiveness: A Response to Mekasha and Tarp," Journal of Development Studies, Taylor & Francis Journals, vol. 49(4), pages 584-587, April.
    31. Rodríguez-Pose, Andrés & Tselios, Vassilis & Winkler, Deborah & Farole, Thomas, 2013. "Geography and the Determinants of Firm Exports in Indonesia," World Development, Elsevier, vol. 44(C), pages 225-240.
    32. Randolph Luca Bruno & Maria Cipollina, 2018. "A meta†analysis of the indirect impact of foreign direct investment in old and new EU member states: Understanding productivity spillovers," The World Economy, Wiley Blackwell, vol. 41(5), pages 1342-1377, May.
    33. Donato de Rosa, 2006. "Explaining Russian manufacturing exports: Firm characteristics and external conditions," PSE Working Papers halshs-00590449, HAL.
    34. Iršová, Zuzana & Havránek, Tomáš, 2013. "Determinants of Horizontal Spillovers from FDI: Evidence from a Large Meta-Analysis," World Development, Elsevier, vol. 42(C), pages 1-15.
    35. Doucouliagos, Hristos (Chris), 2011. "How large is large? Preliminary and relative guidelines for interpreting partial correlations in economics," Working Papers eco_2011_5, Deakin University, Department of Economics.
    36. Sefa Awaworyi Churchill & Vinod Mishra, 2018. "Returns to education in China: a meta-analysis," Applied Economics, Taylor & Francis Journals, vol. 50(54), pages 5903-5919, November.
    37. T. D. Stanley, 2008. "Meta‐Regression Methods for Detecting and Estimating Empirical Effects in the Presence of Publication Selection," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 70(1), pages 103-127, February.
    38. Binyam A. Demena & Peter A. G. van Bergeijk, 2017. "A Meta-Analysis Of Fdi And Productivity Spillovers In Developing Countries," Journal of Economic Surveys, Wiley Blackwell, vol. 31(2), pages 546-571, April.
    39. Anagaw Derseh Mebratie & Peter A. G. van Bergeijk, 2013. "Firm heterogeneity and development: A meta-analysis of FDI productivity spillovers," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 22(1), pages 53-74, February.
    40. Tomáš Havránek & Zuzana Iršová, 2010. "Meta-Analysis of Intra-Industry FDI Spillovers: Updated Evidence," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 60(2), pages 151-174, May.
    41. Michel Dumont & Bruno Merlevede & Christophe Piette & Glenn Rayp, 2010. "The productivity and export spillovers of the internationalisation behaviour of Belgian firms," Working Paper Research 201, National Bank of Belgium.
    42. Andrzej Cieślik & Jan Hagemejer, 2014. "Multinational Enterprises, Absorptive Capacity and Export Spillovers: Evidence from Polish Firm-level Data," Review of Development Economics, Wiley Blackwell, vol. 18(4), pages 709-726, November.
    43. Falvey, Rod & Foster, Neil & Greenaway, David, 2004. "Imports, exports, knowledge spillovers and growth," Economics Letters, Elsevier, vol. 85(2), pages 209-213, November.
    44. Frances Ruane & Julie Sutherland, 2005. "Export Performance and Destination Characteristics of Irish Manufacturing Industry," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 141(3), pages 442-459, October.
    45. Shanthi Nataraj & Francisco Perez-Arce & Krishna B. Kumar & Sinduja V. Srinivasan, 2014. "The Impact Of Labor Market Regulation On Employment In Low-Income Countries: A Meta-Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 28(3), pages 551-572, July.
    46. Mohammed Ziaur Rehman & Nasir Ali & Najeeb Muhammad Nasir, 2015. "Financial Development, Savings and Economic Growth: Evidence from Bahrain Using VAR," International Journal of Financial Research, International Journal of Financial Research, Sciedu Press, vol. 6(2), pages 112-123, April.
    47. repec:taf:jitecd:v:22:y:2013:i:1:p:52-70 is not listed on IDEAS
    48. Holger Görg & Eric Strobl, 2016. "Multinational Companies And Productivity Spillovers: A Meta-Analysis," World Scientific Book Chapters, in: MULTINATIONAL ENTERPRISES AND HOST COUNTRY DEVELOPMENT Volume 53: World Scientific Studies in International Economics, chapter 8, pages 145-161, World Scientific Publishing Co. Pte. Ltd..
    49. Rossitza B. Wooster & David S. Diebel, 2010. "Productivity Spillovers from Foreign Direct Investment in Developing Countries: A Meta-Regression Analysis," Review of Development Economics, Wiley Blackwell, vol. 14(s1), pages 640-655, August.
    50. Eliane Choquette & Philipp Meinen, 2015. "Export Spillovers: Opening the Black Box," The World Economy, Wiley Blackwell, vol. 38(12), pages 1912-1946, December.
    51. Awaworyi Churchill, S. & Yew, S.L., 2017. "Are government transfers harmful to economic growth? A meta-analysis," Economic Modelling, Elsevier, vol. 64(C), pages 270-287.
    52. T.D. Stanley & Hristos Doucouliagos & Margaret Giles & Jost H. Heckemeyer & Robert J. Johnston & Patrice Laroche & Jon P. Nelson & Martin Paldam & Jacques Poot & Geoff Pugh & Randall S. Rosenberger & , 2013. "Meta-Analysis Of Economics Research Reporting Guidelines," Journal of Economic Surveys, Wiley Blackwell, vol. 27(2), pages 390-394, April.
    53. Greenaway, David & Sousa, Nuno & Wakelin, Katharine, 2004. "Do domestic firms learn to export from multinationals?," European Journal of Political Economy, Elsevier, vol. 20(4), pages 1027-1043, November.
    54. Judith Giles & Cara Williams, 2001. "Export-led growth: a survey of the empirical literature and some non-causality results. Part 2," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 9(4), pages 445-470.
    55. Kun Wang & Greg Shailer, 2015. "Ownership Concentration And Firm Performance In Emerging Markets: A Meta-Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 29(2), pages 199-229, April.
    56. Havranek, Tomas & Irsova, Zuzana, 2011. "Estimating vertical spillovers from FDI: Why results vary and what the true effect is," Journal of International Economics, Elsevier, vol. 85(2), pages 234-244.
    57. David M. Kemme & Alex Nikolsko-Rzhevskyy & Deepraj Mukherjee, 2014. "Foreign Capital, Spillovers and Export Performance in Emerging Economies: Evidence from Indian IT Firms," Review of Development Economics, Wiley Blackwell, vol. 18(4), pages 681-692, November.
    58. Francisco Silvente & Juana Giménez, 2007. "Information Spillovers and the Choice of Export Destination: A Multinomial Logit Analysis of Spanish Young SMEs," Small Business Economics, Springer, vol. 28(1), pages 69-86, January.
    59. Péter Harasztosi, 2016. "Export spillovers in Hungary," Empirical Economics, Springer, vol. 50(3), pages 801-830, May.
    60. Alvarez, Roberto, 2007. "Explaining Export Success: Firm Characteristics and Spillover Effects," World Development, Elsevier, vol. 35(3), pages 377-393, March.
    61. Jessica S. Merkle & Michelle Andrea Phillips, 2018. "The Wage Impact Of Teachers Unions: A Meta‐Analysis," Contemporary Economic Policy, Western Economic Association International, vol. 36(1), pages 93-115, January.
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    More about this item

    Keywords

    Spillovers; Exports; Meta-analysis; Meta-Regression Analysis; Bayesian Model Averaging; Partial Correlation Coefficient;
    All these keywords.

    JEL classification:

    • D62 - Microeconomics - - Welfare Economics - - - Externalities
    • F10 - International Economics - - Trade - - - General
    • F20 - International Economics - - International Factor Movements and International Business - - - General
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • C80 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - General

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