IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/26832.html
   My bibliography  Save this paper

The determinants of macroeconomic volatility: A Bayesian model averaging approach

Author

Listed:
  • Spiliopoulos, Leonidas

Abstract

Bayesian model averaging is applied to robustly ascertain the determinants of various output volatility measures, including the downside semideviation of growth rates. Financial sophis- tication variables are found to have qualitatively different effects on volatility. The ratio of govern- ment expenditure to GDP exhibited a significant positive relationship with volatility and the trade share of GDP was positively related for a balanced dataset of developed and developing countries between 1960-89, and negatively related for developing countries between 1974-89. Other significant determinants were the black market premium, civil liberties, political rights, rule of law, and ratios of short-term debt and taxation to GDP.

Suggested Citation

  • Spiliopoulos, Leonidas, 2010. "The determinants of macroeconomic volatility: A Bayesian model averaging approach," MPRA Paper 26832, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:26832
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/26832/1/MPRA_paper_26832.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Robert J. Barro, 2013. "Inflation and Economic Growth," Annals of Economics and Finance, Society for AEF, vol. 14(1), pages 121-144, May.
    2. Posch, Olaf, 2011. "Explaining output volatility: The case of taxation," Journal of Public Economics, Elsevier, vol. 95(11), pages 1589-1606.
    3. Christopher Kent & Kylie Smith & James Holloway, 2005. "Declining Output Volatility: What Role for Structural Change?," RBA Research Discussion Papers rdp2005-08, Reserve Bank of Australia.
    4. Eduardo A. Cavallo, 2008. "Output Volatility and Openness to Trade: a Reassessment," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Fall 2008), pages 105-152, September.
    5. Barro, Robert J. & Lee, Jong-Wha, 1993. "International comparisons of educational attainment," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 363-394, December.
    6. Ferreira da Silva, Gisele, 2002. "The impact of financial system development on business cycles volatility: cross-country evidence," Journal of Macroeconomics, Elsevier, vol. 24(2), pages 233-253, June.
    7. Acemoglu, Daron & Johnson, Simon & Robinson, James & Thaicharoen, Yunyong, 2003. "Institutional causes, macroeconomic symptoms: volatility, crises and growth," Journal of Monetary Economics, Elsevier, vol. 50(1), pages 49-123, January.
    8. Anderson, H.M. & Kwark, N.-S. & Vahid, F., 1999. "Does International Trade Synchronize Business Cycles?," Monash Econometrics and Business Statistics Working Papers 8/99, Monash University, Department of Econometrics and Business Statistics.
    9. Bejan, Maria, 2006. "Trade Openness and Output Volatility," MPRA Paper 2759, University Library of Munich, Germany.
    10. Fatas, Antonio & Mihov, Ilian, 2001. "Government size and automatic stabilizers: international and intranational evidence," Journal of International Economics, Elsevier, vol. 55(1), pages 3-28, October.
    11. Philippe Aghion & Abhijit Banerjee & Thomas Piketty, 1999. "Dualism and Macroeconomic Volatility," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(4), pages 1359-1397.
    12. Martin, Philippe & Rogers, Carol Ann, 1997. "Stabilization Policy, Learning-by-Doing, and Economic Growth," Oxford Economic Papers, Oxford University Press, vol. 49(2), pages 152-166, April.
    13. Levine, Ross & Renelt, David, 1992. "A Sensitivity Analysis of Cross-Country Growth Regressions," American Economic Review, American Economic Association, vol. 82(4), pages 942-963, September.
    14. Norman V. Loayza & Romain Rancière & Luis Servén & Jaume Ventura, 2007. "Macroeconomic Volatility and Welfare in Developing Countries: An Introduction," The World Bank Economic Review, World Bank, vol. 21(3), pages 343-357, October.
    15. Theo S. Eicher & Chris Papageorgiou & Adrian E. Raftery, 2011. "Default priors and predictive performance in Bayesian model averaging, with application to growth determinants," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(1), pages 30-55, January/F.
    16. 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.
    17. repec:dgr:rugsom:99e23 is not listed on IDEAS
    18. Ross Levine & Norman Loayza & Thorsten Beck, 2002. "Financial Intermediation and Growth: Causality and Causes," Central Banking, Analysis, and Economic Policies Book Series, in: Leonardo Hernández & Klaus Schmidt-Hebbel & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Se (ed.),Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 2, pages 031-084, Central Bank of Chile.
    19. Martin, Philippe & Ann Rogers, Carol, 2000. "Long-term growth and short-term economic instability," European Economic Review, Elsevier, vol. 44(2), pages 359-381, February.
    20. Robert G. King & Ross Levine, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 717-737.
    21. Jeffrey D. Sachs & Andrew Warner, 1995. "Economic Reform and the Process of Global Integration," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 26(1, 25th A), pages 1-118.
    22. Julian di Giovanni & Andrei A. Levchenko, 2009. "Trade Openness and Volatility," The Review of Economics and Statistics, MIT Press, vol. 91(3), pages 558-585, August.
    23. Athanasoulis, Stefano G. & van Wincoop, Eric, 2000. "Growth uncertainty and risksharing," Journal of Monetary Economics, Elsevier, vol. 45(3), pages 477-505, June.
    24. Robert J. Barro, 1999. "Determinants of Democracy," Journal of Political Economy, University of Chicago Press, vol. 107(S6), pages 158-183, December.
    25. Stephen G Cecchetti & Alfonso Flores-Lagunes & Stefan Krause, 2005. "Assessing the Sources of Changes in the Volatility of Real Growth," RBA Annual Conference Volume (Discontinued), in: Christopher Kent & David Norman (ed.),The Changing Nature of the Business Cycle, Reserve Bank of Australia.
    26. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    27. Grier, Kevin B. & Tullock, Gordon, 1989. "An empirical analysis of cross-national economic growth, 1951-1980," Journal of Monetary Economics, Elsevier, vol. 24(2), pages 259-276, September.
    28. Ley, Eduardo & Steel, Mark F. J., 2007. "On the effect of prior assumptions in Bayesian model averaging with applications to growth regression," Policy Research Working Paper Series 4238, The World Bank.
    29. Buch, Claudia M. & Doepke, Joerg & Pierdzioch, Christian, 2005. "Financial openness and business cycle volatility," Journal of International Money and Finance, Elsevier, vol. 24(5), pages 744-765, September.
    30. Xavier Sala-I-Martin, 1997. "Transfers, Social Safety Nets, and Economic Growth," IMF Staff Papers, Palgrave Macmillan, vol. 44(1), pages 81-102, March.
    31. Robert Lensink & Hong Bo & Elmer Sterken, 1999. "Does uncertainty affect economic growth? An empirical analysis," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 135(3), pages 379-396, September.
    32. Liang, Feng & Paulo, Rui & Molina, German & Clyde, Merlise A. & Berger, Jim O., 2008. "Mixtures of g Priors for Bayesian Variable Selection," Journal of the American Statistical Association, American Statistical Association, vol. 103, pages 410-423, March.
    33. Malik, Adeel & Temple, Jonathan R.W., 2009. "The geography of output volatility," Journal of Development Economics, Elsevier, vol. 90(2), pages 163-178, November.
    34. Acemoglu, Daron & Zilibotti, Fabrizio, 1997. "Was Prometheus Unbound by Chance? Risk, Diversification, and Growth," Journal of Political Economy, University of Chicago Press, vol. 105(4), pages 709-751, August.
    35. Ramey, Garey & Ramey, Valerie A, 1995. "Cross-Country Evidence on the Link between Volatility and Growth," American Economic Review, American Economic Association, vol. 85(5), pages 1138-1151, December.
    36. Christopher Kent & Kylie Smith & James Holloway, 2005. "Declining Output Volatility: What Role for Structural Change?," RBA Annual Conference Volume (Discontinued), in: Christopher Kent & David Norman (ed.),The Changing Nature of the Business Cycle, Reserve Bank of Australia.
    37. Paul van den Noord, 2000. "The Size and Role of Automatic Fiscal Stabilizers in the 1990s and Beyond," OECD Economics Department Working Papers 230, OECD Publishing.
    38. Stephen Knack & Philip Keefer, 1995. "Institutions And Economic Performance: Cross‐Country Tests Using Alternative Institutional Measures," Economics and Politics, Wiley Blackwell, vol. 7(3), pages 207-227, November.
    39. Bekaert, Geert & Harvey, Campbell R. & Lundblad, Christian, 2006. "Growth volatility and financial liberalization," Journal of International Money and Finance, Elsevier, vol. 25(3), pages 370-403, April.
    40. P. J. Brown & M. Vannucci & T. Fearn, 1998. "Multivariate Bayesian variable selection and prediction," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 60(3), pages 627-641.
    41. Temple, Jonathan, 2000. "Growth Regressions and What the Textbooks Don't Tell You," Bulletin of Economic Research, Wiley Blackwell, vol. 52(3), pages 181-205, July.
    42. Robert E. Hall & Charles I. Jones, "undated". "The Productivity of Nations," Working Papers 96012, Stanford University, Department of Economics.
    43. Abigail Barr, 1995. "The missing factor: entrepreneurial networks, enterprises and economic growth in Ghana," CSAE Working Paper Series 1995-11, Centre for the Study of African Economies, University of Oxford.
    44. Sala-i-Martin, Xavier, 1997. "I Just Ran Two Million Regressions," American Economic Review, American Economic Association, vol. 87(2), pages 178-183, May.
    45. Kim, So Young, 2007. "Openness, External Risk, and Volatility: Implications for the Compensation Hypothesis," International Organization, Cambridge University Press, vol. 61(1), pages 181-216, January.
    46. repec:dgr:rugccs:199902 is not listed on IDEAS
    47. 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.
    48. Ms. Dalia S Hakura, 2007. "Output Volatility and Large Output Drops in Emerging Market and Developing Countries," IMF Working Papers 2007/114, International Monetary Fund.
    49. Fogli, Alessandra, 2003. "Comment on: "Institutional causes, macroeconomic symptoms: volatility, crises and growth"," Journal of Monetary Economics, Elsevier, vol. 50(1), pages 125-131, January.
    50. Montgomery, Jacob M. & Nyhan, Brendan, 2010. "Bayesian Model Averaging: Theoretical Developments and Practical Applications," Political Analysis, Cambridge University Press, vol. 18(2), pages 245-270, April.
    51. Kormendi, Roger C. & Meguire, Philip G., 1985. "Macroeconomic determinants of growth: Cross-country evidence," Journal of Monetary Economics, Elsevier, vol. 16(2), pages 141-163, September.
    52. Thanasis Stengos & Theofanis P. Mamuneas & Pantelis Kalaitzidakis, 2002. "Specification and sensitivity analysis of cross-country growth regressions," Empirical Economics, Springer, vol. 27(4), pages 645-656.
    53. Davide Fiaschi & Andrea Mario Lavezzi, 2005. "An Empirical Analysis of Growth Volatility: A Markov Chain Approach," Lecture Notes in Economics and Mathematical Systems, in: Jacek Leskow & Lionello F. Punzo & Martín Puchet Anyul (ed.), New Tools of Economic Dynamics, chapter 18, pages 319-334, Springer.
    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. Davide fiaschi & Lisa Gianmoena & Angela Parenti, 2013. "The Determinants of Growth Rate Volatility in European Regions," Discussion Papers 2013/170, Dipartimento di Economia e Management (DEM), University of Pisa, Pisa, Italy.
    2. Chien-Chiang Lee & Godwin O Olasehinde-Williams & Ifedolapo Olabisi Olanipekun, 2022. "GDP volatility implication of tourism volatility in South Africa: A time-varying approach," Tourism Economics, , vol. 28(2), pages 435-450, March.

    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. Kose, M. Ayhan & Prasad, Eswar S. & Terrones, Marco E., 2006. "How do trade and financial integration affect the relationship between growth and volatility?," Journal of International Economics, Elsevier, vol. 69(1), pages 176-202, June.
    2. Davide fiaschi & Lisa Gianmoena & Angela Parenti, 2013. "The Determinants of Growth Rate Volatility in European Regions," Discussion Papers 2013/170, Dipartimento di Economia e Management (DEM), University of Pisa, Pisa, Italy.
    3. Klomp, Jeroen & de Haan, Jakob, 2009. "Political institutions and economic volatility," European Journal of Political Economy, Elsevier, vol. 25(3), pages 311-326, September.
    4. Olivier Parent & Abdallah Zouache, 2009. "Geographical Features vs. Institutional Factors: New Perspectives on The Growth of Africa and Middle-East," Working Papers 490, Economic Research Forum, revised Jun 2009.
    5. Solomos, Dionysios & Papageorgiou, Theofanis & Koumparoulis, Dimitrios, 2012. "Financial Sector and Business Cycles Determinants in the EMU context: An Empirical Approach (1996-2011)," MPRA Paper 43858, University Library of Munich, Germany.
    6. Andros Kourtellos & Ioanna Stylianou & Chih Ming Tan, 2013. "Robust Multiple Regimes in Growth Volatility," Working Paper series 52_13, Rimini Centre for Economic Analysis.
    7. Andros Kourtellos & Ioanna Stylianou & Chih Tan, 2015. "Robust multiple regimes in growth volatility," Empirical Economics, Springer, vol. 48(1), pages 461-491, February.
    8. Leonidas Spiliopoulos, 2005. "What determines macroeconomic volatility? A cross-section and panel data study," Macroeconomics 0505026, University Library of Munich, Germany.
    9. Ilkhom SHARIPOV, 2016. "ECONOMIC GROWTH IN THE EU’S EaP COUNTRIES: DETERMINANTS AND PROSPECTS," EURINT, Centre for European Studies, Alexandru Ioan Cuza University, vol. 3, pages 169-187.
    10. Barbaros Güneri & A. Yasemin Yalta, 2021. "Does economic complexity reduce output volatility in developing countries?," Bulletin of Economic Research, Wiley Blackwell, vol. 73(3), pages 411-431, July.
    11. Irene Brunetti & Davide fiaschi & Lisa Gianmoena, 2013. "An Index of Growth Rate Volatility: Methodology and an Application to European Regions," Discussion Papers 2013/169, Dipartimento di Economia e Management (DEM), University of Pisa, Pisa, Italy.
    12. Mallick, Debdulal, 2014. "Financial Development, Shocks, And Growth Volatility," Macroeconomic Dynamics, Cambridge University Press, vol. 18(3), pages 651-688, April.
    13. Dionysios K. Solomos & Dimitrios N. Koumparoulis, 2013. "Financial Sector and Business Cycles Determinants in the EMU: An Empirical Approach (1996-2011)," European Research Studies Journal, European Research Studies Journal, vol. 0(2), pages 34-58.
    14. Montalbano, Pierluigi, 2011. "Trade Openness and Developing Countries' Vulnerability: Concepts, Misconceptions, and Directions for Research," World Development, Elsevier, vol. 39(9), pages 1489-1502, September.
    15. Malik, Adeel & Temple, Jonathan R.W., 2009. "The geography of output volatility," Journal of Development Economics, Elsevier, vol. 90(2), pages 163-178, November.
    16. William A. Brock & Steven N. Durlauf & Kenneth D. West, 2003. "Policy Evaluation in Uncertain Economic Environments," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 34(1), pages 235-322.
    17. M. Tariq Majeed & Ayesha Noreen, 2018. "Financial Development and Output Volatility: A Cross-Sectional Panel Data Analysis," Lahore Journal of Economics, Department of Economics, The Lahore School of Economics, vol. 23(1), pages 97-141, Jan-June.
    18. Tony Cavoli & Sasidaran Gopalan & Ramkishen S. Rajan, 2020. "Does Financial Inclusion Amplify Output Volatility in Emerging and Developing Economies?," Open Economies Review, Springer, vol. 31(4), pages 901-930, September.
    19. Alimi, Nabil, 2016. "Volatility and growth in developing countries: An asymmetric effect," The Journal of Economic Asymmetries, Elsevier, vol. 14(PB), pages 179-188.
    20. Huang, Ho-Chuan (River) & Fang, WenShwo & Miller, Stephen M., 2014. "Does financial development volatility affect industrial growth volatility?," International Review of Economics & Finance, Elsevier, vol. 29(C), pages 307-320.

    More about this item

    Keywords

    Macroeconomic volatility; Growth; Government policy; Bayesian model averaging; Model selection;
    All these keywords.

    JEL classification:

    • F00 - International Economics - - General - - - General
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
    • E60 - Macroeconomics and Monetary Economics - - Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook - - - General

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:pra:mprapa:26832. 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: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.html .

    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.