[go: up one dir, main page]
IDEAS home Printed from https://ideas.repec.org/a/eee/ecmode/v75y2018icp364-376.html
   My bibliography  Save this article

One size does not fit all… panel data: Bayesian model averaging and data poolability

Author

Listed:
  • Desbordes, Rodolphe
  • Koop, Gary
  • Vicard, Vincent
Abstract
We show in this paper why researchers ought to pay particular attention to the issues of model uncertainty and data poolability in their panel data applications. We focus on the identification of robust determinants of current account balances (CABs). Applying Bayesian Model Averaging, we adopt a flexible modelling approach to highlight that (i) some determinants have limited relevance when accounting for model uncertainty; (ii) slope homogeneity is unlikely to be a valid assumption; iii) cross-sectional and time-series relationships can diverge. We explain why estimating cross-sectional estimates is valuable, even in the potential presence of an omitted variable bias, and suggest a way for assessing the effects of unobserved country heterogeneity.

Suggested Citation

  • 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.
    • Handle: RePEc:eee:ecmode:v:75:y:2018:i:c:p:364-376
    DOI: 10.1016/j.econmod.2018.07.009
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0264999318300506
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.econmod.2018.07.009?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. Chinn, Menzie D. & Prasad, Eswar S., 2003. "Medium-term determinants of current accounts in industrial and developing countries: an empirical exploration," Journal of International Economics, Elsevier, vol. 59(1), pages 47-76, January.
    2. Korobilis, Dimitris, 2013. "Hierarchical shrinkage priors for dynamic regressions with many predictors," International Journal of Forecasting, Elsevier, vol. 29(1), pages 43-59.
    3. Alessandra Fogli & Fabrizio Perri, 2006. "The Great Moderation and the U.S. External Imbalance," Monetary and Economic Studies, Institute for Monetary and Economic Studies, Bank of Japan, vol. 24(S1), pages 209-225, December.
    4. Clark, Tom S. & Linzer, Drew A., 2015. "Should I Use Fixed or Random Effects?," Political Science Research and Methods, Cambridge University Press, vol. 3(2), pages 399-408, May.
    5. Obstfeld, Maurice & Rogoff, Kenneth, 1995. "The intertemporal approach to the current account," Handbook of International Economics, in: G. M. Grossman & K. Rogoff (ed.), Handbook of International Economics, edition 1, volume 3, chapter 34, pages 1731-1799, Elsevier.
    6. Chinn, Menzie D. & Ito, Hiro, 2007. "Current account balances, financial development and institutions: Assaying the world "saving glut"," Journal of International Money and Finance, Elsevier, vol. 26(4), pages 546-569, June.
    7. 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.
    8. Lane, Philip R. & Milesi-Ferretti, Gian Maria, 2012. "External adjustment and the global crisis," Journal of International Economics, Elsevier, vol. 88(2), pages 252-265.
    9. Menzie D. Chinn & Barry Eichengreen & Hiro Ito, 2014. "A forensic analysis of global imbalances," Oxford Economic Papers, Oxford University Press, vol. 66(2), pages 465-490.
    10. Ca’ Zorzi, Michele & Chudik, Alexander & Dieppe, Alistair, 2012. "Thousands of models, one story: Current account imbalances in the global economy," Journal of International Money and Finance, Elsevier, vol. 31(6), pages 1319-1338.
    11. Pesaran, M. Hashem & Smith, Ron, 1995. "Estimating long-run relationships from dynamic heterogeneous panels," Journal of Econometrics, Elsevier, vol. 68(1), pages 79-113, July.
    12. Crespo Cuaresma, Jesús & Slacik, Tomas, 2009. "On the determinants of currency crises: The role of model uncertainty," Journal of Macroeconomics, Elsevier, vol. 31(4), pages 621-632, December.
    13. Clark, Tom S. & Linzer, Drew A., 2015. "Should I Use Fixed or Random Effects?," Political Science Research and Methods, Cambridge University Press, vol. 3(02), pages 399-408, May.
    14. Carmen Fernandez & Eduardo Ley & Mark F. J. Steel, 2001. "Model uncertainty in cross-country growth regressions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 16(5), pages 563-576.
    15. Fratzscher, Marcel & Juvenal, Luciana & Sarno, Lucio, 2010. "Asset prices, exchange rates and the current account," European Economic Review, Elsevier, vol. 54(5), pages 643-658, July.
    16. A. Pirotte, 2003. "Convergence of the static estimation toward the long-run effects of dynamic panel data models: a labour demand illustration," Applied Economics Letters, Taylor & Francis Journals, vol. 10(13), pages 843-847.
    17. Mar Delgado-Téllez & Enrique Moral-Benito & Francesca Viani, 2020. "An anatomy of the Spanish current account adjustment: the role of permanent and transitory factors," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 11(4), pages 501-529, December.
    18. Ricardo J. Caballero & Emmanuel Farhi & Pierre-Olivier Gourinchas, 2008. "An Equilibrium Model of "Global Imbalances" and Low Interest Rates," American Economic Review, American Economic Association, vol. 98(1), pages 358-393, March.
    19. Gernot Doppelhofer & Melvyn Weeks, 2009. "Jointness of growth determinants," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(2), pages 209-244, March.
    20. Alain Pirotte & Jesús Mur, 2017. "Neglected dynamics and spatial dependence on panel data: consequences for convergence of the usual static model estimators," Spatial Economic Analysis, Taylor & Francis Journals, vol. 12(2-3), pages 202-229, July.
    21. Aizenman, Joshua & Jinjarak, Yothin, 2009. "Current account patterns and national real estate markets," Journal of Urban Economics, Elsevier, vol. 66(2), pages 75-89, September.
    22. G. M. Grossman & K. Rogoff (ed.), 1995. "Handbook of International Economics," Handbook of International Economics, Elsevier, edition 1, volume 3, number 3.
    23. Gary Koop & Simon Potter, 2004. "Forecasting in dynamic factor models using Bayesian model averaging," Econometrics Journal, Royal Economic Society, vol. 7(2), pages 550-565, December.
    24. Gourinchas, Pierre-Olivier & Rey, Hélène, 2014. "External Adjustment, Global Imbalances, Valuation Effects," Handbook of International Economics, in: Gopinath, G. & Helpman, . & Rogoff, K. (ed.), Handbook of International Economics, edition 1, volume 4, chapter 0, pages 585-645, Elsevier.
    25. Sala-i-Martin, Xavier, 1997. "I Just Ran Two Million Regressions," American Economic Review, American Economic Association, vol. 87(2), pages 178-183, May.
    26. Bell, Andrew & Jones, Kelvyn, 2015. "Explaining Fixed Effects: Random Effects Modeling of Time-Series Cross-Sectional and Panel Data," Political Science Research and Methods, Cambridge University Press, vol. 3(1), pages 133-153, January.
    27. Moral-Benito, Enrique & Roehn, Oliver, 2016. "The impact of financial regulation on current account balances," European Economic Review, Elsevier, vol. 81(C), pages 148-166.
    28. Marcel Fratzscher & Roland Straub, 2009. "Asset Prices and Current Account Fluctuations in G-7 Economies," IMF Staff Papers, Palgrave Macmillan, vol. 56(3), pages 633-654, August.
    29. Baltagi, Badi H & Griffin, James M, 1984. "Short and Long Run Effects in Pooled Models," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 25(3), pages 631-645, October.
    30. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
    31. Gopinath, G. & Helpman, . & Rogoff, K. (ed.), 2014. "Handbook of International Economics," Handbook of International Economics, Elsevier, edition 1, volume 4, number 4.
    32. Xavier Sala-I-Martin & Gernot Doppelhofer & Ronald I. Miller, 2004. "Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (BACE) Approach," American Economic Review, American Economic Association, vol. 94(4), pages 813-835, September.
    33. Pirotte, Alain, 1999. "Convergence of the static estimation toward the long run effects of dynamic panel data models," Economics Letters, Elsevier, vol. 63(2), pages 151-158, May.
    34. Enrique Moral-Benito, 2015. "Model Averaging In Economics: An Overview," Journal of Economic Surveys, Wiley Blackwell, vol. 29(1), pages 46-75, February.
    35. Avramov, Doron, 2002. "Stock return predictability and model uncertainty," Journal of Financial Economics, Elsevier, vol. 64(3), pages 423-458, June.
    36. Peter Egger & Michael Pfaffermayr, 2005. "Estimating Long and Short Run Effects in Static Panel Models," Econometric Reviews, Taylor & Francis Journals, vol. 23(3), pages 199-214.
    37. Peter Egger & Michael Pfaffermayr, 2002. "Long Run and Short Effects in Static Panel Models," 10th International Conference on Panel Data, Berlin, July 5-6, 2002 B6-2, International Conferences on Panel Data.
    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. Nibbering, D. & Paap, R., 2019. "Panel Forecasting with Asymmetric Grouping," Econometric Institute Research Papers EI-2019-30, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
    2. Simona Bigerna & Maria Chiara D’Errico & Paolo Polinori, 2022. "Sustainable Power Generation in Europe: A Panel Data Analysis of the Effects of Market and Environmental Regulations," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 83(2), pages 445-479, October.
    3. 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.
    4. 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.
    5. Claire Giordano, 2021. "How frequent a BEER? Assessing the impact of data frequency on real exchange rate misalignment estimation," Scottish Journal of Political Economy, Scottish Economic Society, vol. 68(3), pages 365-404, July.
    6. 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.
    7. Mark F. J. Steel, 2020. "Model Averaging and Its Use in Economics," Journal of Economic Literature, American Economic Association, vol. 58(3), pages 644-719, September.
    8. Boonman, Tjeerd M., 2023. "Portfolio capital flows before and after the Global Financial Crisis," Economic Modelling, Elsevier, vol. 127(C).
    9. Florian Morvillier, 2018. "On the impact of the launch of the euro on EMU macroeconomic vulnerability," EconomiX Working Papers 2018-51, University of Paris Nanterre, EconomiX.
    10. Florian Morvillier, 2018. "On the impact of the launch of the euro on EMU macroeconomic vulnerability," Working Papers hal-04141675, HAL.
    11. Raouf Boucekkine & Rodolphe Desbordes & Paolo Melindi-Ghidi, 2019. "Social Divisiveness and Conflicts: Grievances Matter!," AMSE Working Papers 1906, Aix-Marseille School of Economics, France.
    12. Didier Nibbering & Richard Paap, 2024. "Forecasting carbon emissions using asymmetric grouping," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 43(6), pages 2228-2256, September.
    13. Valerio Della Corte & Claire Giordano, 2021. "Methodological issues in the estimation of current account imbalances," Questioni di Economia e Finanza (Occasional Papers) 617, Bank of Italy, Economic Research and International Relations Area.
    14. 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.
    15. 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.
    16. Coutinho, Leonor & Turrini, Alessandro & Zeugner, Stefan, 2022. "Assessing the euro area current account," Journal of International Money and Finance, Elsevier, vol. 121(C).
    17. 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.
    18. Boonman, Tjeerd, 2023. "Have drivers of portfolio capital flows changed since the Global Financial Crisis?," MPRA Paper 116507, University Library of Munich, Germany.
    19. 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).

    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. Valerio Della Corte & Claire Giordano, 2021. "Methodological issues in the estimation of current account imbalances," Questioni di Economia e Finanza (Occasional Papers) 617, Bank of Italy, Economic Research and International Relations Area.
    2. Daryna Grechyna, 2020. "Current account and international networks," Review of International Economics, Wiley Blackwell, vol. 28(5), pages 1269-1294, November.
    3. Moral-Benito, Enrique & Roehn, Oliver, 2016. "The impact of financial regulation on current account balances," European Economic Review, Elsevier, vol. 81(C), pages 148-166.
    4. Jan Behringer & Till van Treeck, 2013. "Income distribution and current account: A sectoral perspective," IMK Working Paper 125-2013, IMK at the Hans Boeckler Foundation, Macroeconomic Policy Institute.
    5. Blaise Gnimassoun, 2014. "The importance of the exchange rate regime in limiting current account imbalances in sub-Saharan African countries," Working Papers hal-04141342, HAL.
    6. Leonor Coutinho & Alessandro Turrini & Stefan Zeugner, 2018. "Methodologies for the Assessment of Current Account Benchmarks," European Economy - Discussion Papers 086, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    7. Gnimassoun, Blaise, 2015. "The importance of the exchange rate regime in limiting current account imbalances in sub-Saharan African countries," Journal of International Money and Finance, Elsevier, vol. 53(C), pages 36-74.
    8. Mark F. J. Steel, 2020. "Model Averaging and Its Use in Economics," Journal of Economic Literature, American Economic Association, vol. 58(3), pages 644-719, September.
    9. Mariam Camarero & Josep Lluís Carrion‐i‐Silvestre & Cecilio Tamarit, 2021. "External imbalances from a GVAR perspective," The World Economy, Wiley Blackwell, vol. 44(11), pages 3202-3245, November.
    10. Jan Behringer & Till van Treeck, 2023. "The corporate sector and the current account," Oxford Economic Papers, Oxford University Press, vol. 75(3), pages 826-857.
    11. Behringer, Jan & van Treeck, Till, 2018. "Income distribution and the current account," Journal of International Economics, Elsevier, vol. 114(C), pages 238-254.
    12. Blaise Gnimassoun, 2017. "Exchange rate misalignments and the external balance under a pegged currency system," Review of International Economics, Wiley Blackwell, vol. 25(5), pages 949-974, November.
    13. repec:wsr:wpaper:y:2016:i:166 is not listed on IDEAS
    14. Smith, Constance E., 2011. "External balance adjustment: An intra-national and international comparison," Journal of International Money and Finance, Elsevier, vol. 30(6), pages 1195-1213, October.
    15. Gourinchas, Pierre-Olivier & Rey, Hélène, 2014. "External Adjustment, Global Imbalances, Valuation Effects," Handbook of International Economics, in: Gopinath, G. & Helpman, . & Rogoff, K. (ed.), Handbook of International Economics, edition 1, volume 4, chapter 0, pages 585-645, Elsevier.
    16. Allen, Cían, 2019. "Revisiting external imbalances: Insights from sectoral accounts," Journal of International Money and Finance, Elsevier, vol. 96(C), pages 67-101.
    17. Unger, Robert, 2017. "Asymmetric credit growth and current account imbalances in the euro area," Journal of International Money and Finance, Elsevier, vol. 73(PB), pages 435-451.
    18. Koutchogna Kokou Edem ASSOGBAVI, 2021. "Global Account Imbalances since the Global Financial Crisis: Determinants, Implications and Challenges for the Global Economy," Bordeaux Economics Working Papers 2021-06, Bordeaux School of Economics (BSE).
    19. Bussière, Matthieu & Ca' Zorzi, Michele & Chudik, Alexander & Dieppe, Alistair, 2010. "Methodological advances in the assessment of equilibrium exchange rates," Working Paper Series 1151, European Central Bank.
    20. Florian Morvillier, 2018. "On the impact of the launch of the euro on EMU macroeconomic vulnerability," EconomiX Working Papers 2018-51, University of Paris Nanterre, EconomiX.
    21. Florian Morvillier, 2018. "On the impact of the launch of the euro on EMU macroeconomic vulnerability," Working Papers hal-04141675, HAL.

    More about this item

    Keywords

    Bayesian model averaging; Current account; Heterogeneity; Panel data; Poolability;
    All these keywords.

    JEL classification:

    • F32 - International Economics - - International Finance - - - Current Account Adjustment; Short-term Capital Movements
    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single 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:eee:ecmode:v:75:y:2018:i:c:p:364-376. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/30411 .

    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.