IDEAS home Printed from https://ideas.repec.org/a/spr/empeco/v62y2022i2d10.1007_s00181-021-02040-4.html
   My bibliography  Save this article

Explaining German outward FDI in the EU: a reassessment using Bayesian model averaging and GLM estimators

Author

Listed:
  • Mariam Camarero

    (University Jaume I and INTECO)

  • Laura Montolio

    (University of València and INTECO)

  • Cecilio Tamarit

    (University of València and INTECO)

Abstract

The last decades have seen an increasing interest in FDI and the process of production fragmentation. This has been particularly important for Germany as the core of the European Union (EU) production hub. This paper attempts to provide a deeper understanding of the drivers of German outward FDI in the EU for the period 1996–2012 by tackling the two main challenges faced in the modelization of FDI, namely the variable selection problem and the choice of the estimation method. For that purpose, we first extend previous BMA analysis developed by Camarero et al. (Econ Model 83:326–345, 2019) by including country-pair-fixed effects to select the appropriate set of variables. Second, we compare several estimation methods in their multiplicative form, namely four versions of the generalized linear model. The results of the empirical application indicate that Gamma pseudo-maximum likelihood is the best performing estimator. Furthermore, our results point to horizontal-ness as the primary strategy for German investment in core EU countries, while vertical-ness seems to prevail in peripheral EU countries.

Suggested Citation

  • Mariam Camarero & Laura Montolio & Cecilio Tamarit, 2022. "Explaining German outward FDI in the EU: a reassessment using Bayesian model averaging and GLM estimators," Empirical Economics, Springer, vol. 62(2), pages 487-511, February.
  • Handle: RePEc:spr:empeco:v:62:y:2022:i:2:d:10.1007_s00181-021-02040-4
    DOI: 10.1007/s00181-021-02040-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s00181-021-02040-4
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s00181-021-02040-4?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Brainard, S Lael, 1997. "An Empirical Assessment of the Proximity-Concentration Trade-off between Multinational Sales and Trade," American Economic Review, American Economic Association, vol. 87(4), pages 520-544, September.
    2. Savina Gygli & Florian Haelg & Niklas Potrafke & Jan-Egbert Sturm, 2019. "The KOF Globalisation Index – revisited," The Review of International Organizations, Springer, vol. 14(3), pages 543-574, September.
    3. Paula Gutiérrez‐Portilla & Adolfo Maza & José Villaverde, 2019. "Has the crisis affected Spanish investment strategy abroad? A spatial panel data approach," The World Economy, Wiley Blackwell, vol. 42(4), pages 1032-1056, April.
    4. Iván Fernández-Val & Martin Weidner, 2018. "Fixed Effects Estimation of Large-TPanel Data Models," Annual Review of Economics, Annual Reviews, vol. 10(1), pages 109-138, August.
    5. Martijn Burger & Frank van Oort & Gert-Jan Linders, 2009. "On the Specification of the Gravity Model of Trade: Zeros, Excess Zeros and Zero-inflated Estimation," Spatial Economic Analysis, Taylor & Francis Journals, vol. 4(2), pages 167-190.
    6. Fernández-Val, Iván & Weidner, Martin, 2016. "Individual and time effects in nonlinear panel models with large N, T," Journal of Econometrics, Elsevier, vol. 192(1), pages 291-312.
    7. Inmaculada Martínez-Zarzoso, 2013. "The log of gravity revisited," Applied Economics, Taylor & Francis Journals, vol. 45(3), pages 311-327, January.
    8. Richard Baldwin & Toshihiro Okubo, 2014. "Networked FDI: Sales and Sourcing Patterns of Japanese Foreign Affiliates," The World Economy, Wiley Blackwell, vol. 37(8), pages 1051-1080, August.
    9. Jörn Kleinert & Farid Toubal, 2010. "Gravity for FDI," Review of International Economics, Wiley Blackwell, vol. 18(1), pages 1-13, February.
    10. Isabel Faeth, 2009. "Determinants Of Foreign Direct Investment – A Tale Of Nine Theoretical Models," Journal of Economic Surveys, Wiley Blackwell, vol. 23(1), pages 165-196, February.
    11. James E. Anderson & Eric van Wincoop, 2003. "Gravity with Gravitas: A Solution to the Border Puzzle," American Economic Review, American Economic Association, vol. 93(1), pages 170-192, March.
    12. Nguyen, Anh T.N. & Haug, Alfred A. & Owen, P. Dorian & Genç, Murat, 2020. "What drives bilateral foreign direct investment among Asian economies?," Economic Modelling, Elsevier, vol. 93(C), pages 125-141.
    13. Desbordes, Rodolphe & Koop, Gary & Vicard, Vincent, 2018. "One size does not fit all… panel data: Bayesian model averaging and data poolability," Economic Modelling, Elsevier, vol. 75(C), pages 364-376.
    14. Bruce A. Blonigen & Jeremy Piger, 2019. "Determinants of Foreign Direct Investment," World Scientific Book Chapters, in: Foreign Direct Investment, chapter 1, pages 3-54, World Scientific Publishing Co. Pte. Ltd..
    15. Badi H. Baltagi & Peter Egger & Michael Pfaffermayr, 2014. "Panel Data Gravity Models of International Trade," CESifo Working Paper Series 4616, CESifo.
    16. Martin, Will & Pham, Cong S., 2008. "Estimating the gravity model when zero trade flows are frequent," Working Papers eco_2008_03, Deakin University, Department of Economics.
    17. Paul Brenton & Francesca Di Mauro & Matthias Lücke, 2014. "Economic Integration and FDI: An Empirical Analysis off Foreign Investment in the EU and in Central and Eastern Europe," World Scientific Book Chapters, in: INTERNATIONAL TRADE, DISTRIBUTION AND DEVELOPMENT Empirical Studies of Trade Policies, chapter 7, pages 125-151, World Scientific Publishing Co. Pte. Ltd..
    18. Eicher, Theo S. & Helfman, Lindy & Lenkoski, Alex, 2012. "Robust FDI determinants: Bayesian Model Averaging in the presence of selection bias," Journal of Macroeconomics, Elsevier, vol. 34(3), pages 637-651.
    19. Eaton Jonathan & Tamura Akiko, 1994. "Bilateralism and Regionalism in Japanese and U.S. Trade and Direct Foreign Investment Patterns," Journal of the Japanese and International Economies, Elsevier, vol. 8(4), pages 478-510, December.
    20. Bergstrand, Jeffrey H. & Egger, Peter, 2007. "A knowledge-and-physical-capital model of international trade flows, foreign direct investment, and multinational enterprises," Journal of International Economics, Elsevier, vol. 73(2), pages 278-308, November.
    21. Enrique Moral-Benito, 2012. "Determinants of Economic Growth: A Bayesian Panel Data Approach," The Review of Economics and Statistics, MIT Press, vol. 94(2), pages 566-579, May.
    22. Santos Silva, J.M.C. & Tenreyro, Silvana, 2011. "Further simulation evidence on the performance of the Poisson pseudo-maximum likelihood estimator," Economics Letters, Elsevier, vol. 112(2), pages 220-222, August.
    23. Olivier Blanchard & Julien Acalin, 2016. "What Does Measured FDI Actually Measure?," Policy Briefs PB16-17, Peterson Institute for International Economics.
    24. Hofmann,Claudia & Osnago,Alberto & Ruta,Michele, 2017. "Horizontal depth : a new database on the content of preferential trade agreements," Policy Research Working Paper Series 7981, The World Bank.
    25. Clément Bosquet & Hervé Boulhol, 2014. "Applying the GLM Variance Assumption to Overcome the Scale-Dependence of the Negative Binomial QGPML Estimator," Econometric Reviews, Taylor & Francis Journals, vol. 33(7), pages 772-784, October.
    26. Weidner, Martin & Zylkin, Thomas, 2021. "Bias and consistency in three-way gravity models," Journal of International Economics, Elsevier, vol. 132(C).
    27. Anderson, James E. & Larch, Mario & Yotov, Yoto V., 2019. "Trade and investment in the global economy: A multi-country dynamic analysis," European Economic Review, Elsevier, vol. 120(C).
    28. Hinz, Julian & Stammann, Amrei & Wanner, Joschka, 2019. "Persistent zeros: The extensive margin of trade," Kiel Working Papers 2139, Kiel Institute for the World Economy (IfW Kiel).
    29. Estrella Gómez-Herrera, 2013. "Comparing alternative methods to estimate gravity models of bilateral trade," Empirical Economics, Springer, vol. 44(3), pages 1087-1111, June.
    30. J. M. C. Santos Silva & Silvana Tenreyro, 2006. "The Log of Gravity," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 641-658, November.
    31. Bruce A. Blonigen, 2019. "Firm-Specific Assets and the Link Between Exchange Rates and Foreign Direct Investment," World Scientific Book Chapters, in: Foreign Direct Investment, chapter 3, pages 89-120, World Scientific Publishing Co. Pte. Ltd..
    32. Gopinath, G. & Helpman, . & Rogoff, K. (ed.), 2014. "Handbook of International Economics," Handbook of International Economics, Elsevier, edition 1, volume 4, number 4.
    33. Head, Keith & Ries, John, 2008. "FDI as an outcome of the market for corporate control: Theory and evidence," Journal of International Economics, Elsevier, vol. 74(1), pages 2-20, January.
    34. Boriss Siliverstovs & Dieter Schumacher, 2009. "Estimating gravity equations: to log or not to log?," Empirical Economics, Springer, vol. 36(3), pages 645-669, June.
    35. James E Anderson & Mario Larch & Yoto V Yotov, 2020. "Transitional Growth and Trade with Frictions: A Structural Estimation Framework," The Economic Journal, Royal Economic Society, vol. 130(630), pages 1583-1607.
    36. Roghieh Gholami & Sang‐Yong Tom Lee & Almas Heshmati, 2006. "The Causal Relationship Between Information and Communication Technology and Foreign Direct Investment," The World Economy, Wiley Blackwell, vol. 29(1), pages 43-62, January.
    37. Yeaple, Stephen Ross, 2003. "The complex integration strategies of multinationals and cross country dependencies in the structure of foreign direct investment," Journal of International Economics, Elsevier, vol. 60(2), pages 293-314, August.
    38. Dellis, Konstantinos & Sondermann, David & Vansteenkiste, Isabel, 2017. "Determinants of FDI inflows in advanced economies: Does the quality of economic structures matter?," Working Paper Series 2066, European Central Bank.
    39. Laszlo Matyas (ed.), 2017. "The Econometrics of Multi-dimensional Panels," Advanced Studies in Theoretical and Applied Econometrics, Springer, number 978-3-319-60783-2, July-Dece.
    40. Kenneth A. Froot & Jeremy C. Stein, 1991. "Exchange Rates and Foreign Direct Investment: An Imperfect Capital Markets Approach," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(4), pages 1191-1217.
    41. James R. Markusen & Keith E. Maskus, 2002. "Discriminating Among Alternative Theories of the Multinational Enterprise," Review of International Economics, Wiley Blackwell, vol. 10(4), pages 694-707, November.
    42. Baldwin, Richard, 2007. "Trade Effects of the Euro: a Comparison of Estimators," Journal of Economic Integration, Center for Economic Integration, Sejong University, vol. 22, pages 780-818.
    43. Peter Egger & Kevin Staub, 2016. "GLM estimation of trade gravity models with fixed effects," Empirical Economics, Springer, vol. 50(1), pages 137-175, February.
    44. Michael Pfaffermayr, 2019. "Gravity models, PPML estimation and the bias of the robust standard errors," Applied Economics Letters, Taylor & Francis Journals, vol. 26(18), pages 1467-1471, October.
    45. Bruce Blonigen, 2005. "A Review of the Empirical Literature on FDI Determinants," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 33(4), pages 383-403, December.
    46. Enrique Martínez‐Galán & Maria Paula Fontoura, 2019. "Global value chains and inward foreign direct investment in the 2000s," The World Economy, Wiley Blackwell, vol. 42(1), pages 175-196, January.
    47. Camarero, Mariam & Montolio, Laura & Tamarit, Cecilio, 2019. "What drives German foreign direct investment? New evidence using Bayesian statistical techniques," Economic Modelling, Elsevier, vol. 83(C), pages 326-345.
    48. Mariam Camarero & Laura Montolio & Cecilio Tamarit, 2020. "Understanding German FDI in Latin America and Asia: A Comparison of GLM Estimators," Economies, MDPI, vol. 8(1), pages 1-18, March.
    49. Niklas Potrafke, 2015. "The Evidence on Globalisation," The World Economy, Wiley Blackwell, vol. 38(3), pages 509-552, March.
    50. Raju Huidrom & Nemanja Jovanovic & Mr. Carlos Mulas-Granados & Ms. Laura Papi & Ms. Faezeh Raei & Mr. Emil Stavrev & Mr. Philippe Wingender, 2019. "Trade Tensions, Global Value Chains, and Spillovers: Insights for Europe," IMF Departmental Papers / Policy Papers 2019/009, International Monetary Fund.
    51. João Amador & Sónia Cabral, 2016. "Global Value Chains: A Survey Of Drivers And Measures," Journal of Economic Surveys, Wiley Blackwell, vol. 30(2), pages 278-301, April.
    52. Avik Chakrabarti, 2001. "The Determinants of Foreign Direct Investments: Sensitivity Analyses of Cross‐Country Regressions," Kyklos, Wiley Blackwell, vol. 54(1), pages 89-114, February.
    53. Clément Bosquet & Hervé Boulhol, 2014. "Applying the GLM Variance Assumption to Overcome the Scale-Dependence of the Negative Binomial QGPML Estimator," Econometric Reviews, Taylor & Francis Journals, vol. 33(7), pages 772-784, October.
    54. Manning, Willard G. & Mullahy, John, 2001. "Estimating log models: to transform or not to transform?," Journal of Health Economics, Elsevier, vol. 20(4), pages 461-494, July.
    55. Martínez-Zarzoso, Inmaculada & Felicitas, Nowak-Lehmann D. & Horsewood, Nicholas, 2009. "Are regional trading agreements beneficial?: Static and dynamic panel gravity models," The North American Journal of Economics and Finance, Elsevier, vol. 20(1), pages 46-65, March.
    56. Kox, Henk L.M. & Rojas Romasgosa, Hugo, 2019. "Gravity estimations with FDI bilateral data: Potential FDI effects of deep preferential trade agreements," MPRA Paper 96318, University Library of Munich, Germany.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Leena Ajit Kaushal, 2022. "Institutional and economic determinants of Indian OFDI," Cogent Economics & Finance, Taylor & Francis Journals, vol. 10(1), pages 2147648-214, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Mariam Camarero & Laura Montolio & Cecilio Tamarit, 2019. "Alternative Estimators For The Fdi Gravity Model: An Application To German Outward Fdi," Working Papers 1907, Department of Applied Economics II, Universidad de Valencia.
    2. Mariam Camarero & Sergi Moliner & Cecilio Tamarit, 2021. "Is there a euro effect in the drivers of US FDI? New evidence using Bayesian model averaging techniques," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 157(4), pages 881-926, November.
    3. Mariam Camarero & Sergi Moliner & Cecilio Tamarit, 2020. "Japan's FDI drivers in a time of financial uncertainty. New evidence based on Bayesian Model," Working Papers 2007, Department of Applied Economics II, Universidad de Valencia.
    4. Camarero, Mariam & Moliner, Sergi & Tamarit, Cecilio, 2021. "Japan's FDI drivers in a time of financial uncertainty. New evidence based on Bayesian Model Averaging," Japan and the World Economy, Elsevier, vol. 57(C).
    5. Mariam Camarero & Sergi Moliner & Cecilio Tamarit, 2022. "A fresh assessment of the euro effect on outward US FDI," Working Papers 2209, Department of Applied Economics II, Universidad de Valencia.
    6. Camarero, Mariam & Montolio, Laura & Tamarit, Cecilio, 2019. "What drives German foreign direct investment? New evidence using Bayesian statistical techniques," Economic Modelling, Elsevier, vol. 83(C), pages 326-345.
    7. Kareem, Fatima Olanike & Martinez-Zarzoso, Inmaculada & Brümmer, Bernhard, 2016. "Fitting the Gravity Model when Zero Trade Flows are Frequent: a Comparison of Estimation Techniques using Africa's Trade Data," GlobalFood Discussion Papers 230588, Georg-August-Universitaet Goettingen, GlobalFood, Department of Agricultural Economics and Rural Development.
    8. Mariam Camarero & Laura Montolio & Cecilio Tamarit, 2019. "Determinants of German outward FDI: variable selection using Bayesian statistical," Working Papers 1906, Department of Applied Economics II, Universidad de Valencia.
    9. Henk L. M. Kox & Hugo Rojas‐Romagosa, 2020. "How trade and investment agreements affect bilateral foreign direct investment: Results from a structural gravity model," The World Economy, Wiley Blackwell, vol. 43(12), December.
    10. Mariam Camarero & Sergi Moliner & Cecilio Tamarit, 2019. "Searching The Us Fdi Determinants In The Eu: Is There A Euro Effect?," Working Papers 1916, Department of Applied Economics II, Universidad de Valencia.
    11. Raphael Chiappini & François Viaud, 2021. "Macroeconomic, institutional, and sectoral determinants of outward foreign direct investment: Evidence from Japan," Pacific Economic Review, Wiley Blackwell, vol. 26(3), pages 404-433, August.
    12. Zongo, Amara, 2020. "The Impact of Restrictive Measures on Bilateral FDI in OECD Countries," MPRA Paper 101929, University Library of Munich, Germany.
    13. Mariam Camarero & Laura Montolio & Cecilio Tamarit, 2020. "Understanding German FDI in Latin America and Asia: A Comparison of GLM Estimators," Economies, MDPI, vol. 8(1), pages 1-18, March.
    14. Kox, Henk L.M., 2022. "A micro-macro model of foreign direct investment: knowledge-based gravity forces, self-selection and third-country effects," MPRA Paper 115542, University Library of Munich, Germany.
    15. Kox, Henk L.M., 2022. "Explaining foreign direct investment patterns: a testable micro-macro gravity model for FDI," MPRA Paper 115273, University Library of Munich, Germany.
    16. Mariam Camarero & Laura Montolio & Cecilio Tamarit, 2020. "Determinants of FDI for Spanish regions: evidence using stock data," Empirical Economics, Springer, vol. 59(6), pages 2779-2820, December.
    17. Raphaël Chiappini, 2014. "Institutional Determinants of Japanese Outward FDI in the Manufacturing Industry," GREDEG Working Papers 2014-11, Groupe de REcherche en Droit, Economie, Gestion (GREDEG CNRS), Université Côte d'Azur, France.
    18. Peter Egger & Kevin Staub, 2016. "GLM estimation of trade gravity models with fixed effects," Empirical Economics, Springer, vol. 50(1), pages 137-175, February.
    19. Head, Keith & Mayer, Thierry, 2014. "Gravity Equations: Workhorse,Toolkit, and Cookbook," Handbook of International Economics, in: Gopinath, G. & Helpman, . & Rogoff, K. (ed.), Handbook of International Economics, edition 1, volume 4, chapter 0, pages 131-195, Elsevier.
    20. Fernando Mistura & Caroline Roulet, 2019. "The determinants of Foreign Direct Investment: Do statutory restrictions matter?," OECD Working Papers on International Investment 2019/01, OECD Publishing.

    More about this item

    Keywords

    FDI determinants; Outward FDI; Germany; Gravity models; GLM;
    All these keywords.

    JEL classification:

    • F21 - International Economics - - International Factor Movements and International Business - - - International Investment; Long-Term Capital Movements
    • F23 - International Economics - - International Factor Movements and International Business - - - Multinational Firms; International Business
    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:empeco:v:62:y:2022:i:2:d:10.1007_s00181-021-02040-4. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.