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Volatility and Growth: A not so straightforward relationship

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  • Dimitrios Bakas
  • Georgios Chortareas
  • Georgios Magkonis

Abstract

This paper is motivated by the conflicting theories and empirical evidence regarding the relationship between business cycle volatility and economic growth. The average reported effect of volatility on growth is negative, but the empirical estimates vary substantially across studies. We identify the factors that explain the heterogeneity of the estimates by conducting a meta-analysis. Our evidence suggests that researchers’ choices regarding the measure of volatility, the control set of the estimated equation, the estimation methods, and the data characteristics play a significant role in the total outcome. Finally, the literature is found to be free of publication bias.

Suggested Citation

  • Dimitrios Bakas & Georgios Chortareas & Georgios Magkonis, 2017. "Volatility and Growth: A not so straightforward relationship," NBS Discussion Papers in Economics 2017/06, Economics, Nottingham Business School, Nottingham Trent University.
    • Handle: RePEc:nbs:wpaper:2017/06
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    1. Havranek, Tomas & Rusnak, Marek & Sokolova, Anna, 2017. "Habit formation in consumption: A meta-analysis," European Economic Review, Elsevier, vol. 95(C), pages 142-167.
    2. Aghion, Philippe & Angeletos, George-Marios & Banerjee, Abhijit & Manova, Kalina, 2010. "Volatility and growth: Credit constraints and the composition of investment," Journal of Monetary Economics, Elsevier, vol. 57(3), pages 246-265, April.
    3. Wen-Shwo Fang & Stephen M. Miller, 2008. "The Great Moderation and The Relationship between Output Growth and Its Volatility," Southern Economic Journal, John Wiley & Sons, vol. 74(3), pages 819-838, January.
    4. David Card & Jochen Kluve & Andrea Weber, 2010. "Active Labour Market Policy Evaluations: A Meta-Analysis," Economic Journal, Royal Economic Society, vol. 120(548), pages 452-477, November.
    5. Robert J. Barro, 2013. "Inflation and Economic Growth," Annals of Economics and Finance, Society for AEF, vol. 14(1), pages 121-144, May.
    6. Elena Andreou & Alessandra Pelloni & Marianne Sensier, 2008. "Is Volatility Good for Growth? Evidence from the G7," Economics Discussion Paper Series 0804, Economics, The University of Manchester.
    7. Stadler, George W, 1990. "Business Cycle Models with Endogenous Technology," American Economic Review, American Economic Association, vol. 80(4), pages 763-778, September.
    8. T. D. Stanley & Stephen B. Jarrell, 2005. "Meta‐Regression Analysis: A Quantitative Method of Literature Surveys," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 299-308, July.
    9. 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.
    10. Nicholas Rowe & Dehjia, V-H, 1996. "The Effect of Business Cycles On Growth," Carleton Economic Papers 96-02, Carleton University, Department of Economics, revised Jul 1998.
    11. Raj Chetty & Adam Guren & Day Manoli & Andrea Weber, 2013. "Does Indivisible Labor Explain the Difference between Micro and Macro Elasticities? A Meta-Analysis of Extensive Margin Elasticities," NBER Macroeconomics Annual, University of Chicago Press, vol. 27(1), pages 1-56.
    12. Steven J. Davis & James A. Kahn, 2008. "Interpreting the Great Moderation: Changes in the Volatility of Economic Activity at the Macro and Micro Levels," Journal of Economic Perspectives, American Economic Association, vol. 22(4), pages 155-180, Fall.
    13. 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.
    14. Partha Chatterjee & Malik Shukayev, 2006. "Are Average Growth Rate and Volatility Related?," Staff Working Papers 06-24, Bank of Canada.
    15. repec:bla:scotjp:v:46:y:1999:i:2:p:175-84 is not listed on IDEAS
    16. Havranek, Tomas & Horvath, Roman & Irsova, Zuzana & Rusnak, Marek, 2015. "Cross-country heterogeneity in intertemporal substitution," Journal of International Economics, Elsevier, vol. 96(1), pages 100-118.
    17. Turnovsky, Stephen J. & Chattopadhyay, Pradip, 2003. "Volatility and growth in developing economies: some numerical results and empirical evidence," Journal of International Economics, Elsevier, vol. 59(2), pages 267-295, March.
    18. King, Robert G. & Plosser, Charles I. & Rebelo, Sergio T., 1988. "Production, growth and business cycles : II. New directions," Journal of Monetary Economics, Elsevier, vol. 21(2-3), pages 309-341.
    19. 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.
    20. Don Bredin & John Elder & Stilianos Fountas, 2009. "Macroeconomic Uncertainty and Performance in Asian Countries," Review of Development Economics, Wiley Blackwell, vol. 13(2), pages 215-229, May.
    21. Kevin B. Grier & Ólan T. Henry & Nilss Olekalns & Kalvinder Shields, 2004. "The asymmetric effects of uncertainty on inflation and output growth," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(5), pages 551-565.
    22. Daniel Cohen & Marcelo Soto, 2007. "Growth and human capital: good data, good results," Journal of Economic Growth, Springer, vol. 12(1), pages 51-76, March.
    23. Kydland, Finn E & Prescott, Edward C, 1982. "Time to Build and Aggregate Fluctuations," Econometrica, Econometric Society, vol. 50(6), pages 1345-1370, November.
    24. Sebastian Gechert, 2015. "What fiscal policy is most effective? A meta-regression analysis," Oxford Economic Papers, Oxford University Press, vol. 67(3), pages 553-580.
    25. Alberto Chong & Mark Gradstein, 2009. "Volatility and firm growth," Journal of Economic Growth, Springer, vol. 14(1), pages 1-25, March.
    26. Tomas Havranek & Marek Rusnak, 2013. "Transmission Lags of Monetary Policy: A Meta-Analysis," International Journal of Central Banking, International Journal of Central Banking, vol. 9(4), pages 39-76, December.
    27. Lu, Xun & White, Halbert, 2014. "Robustness checks and robustness tests in applied economics," Journal of Econometrics, Elsevier, vol. 178(P1), pages 194-206.
    28. Davide Furceri, 2009. "Fiscal Convergence, Business Cycle Volatility, and Growth," Review of International Economics, Wiley Blackwell, vol. 17(3), pages 615-630, August.
    29. Hristos Doucouliagos & Janto Haman & T.D. Stanley, 2012. "Pay for Performance and Corporate Governance Reform," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 51(3), pages 670-703, July.
    30. Anne-Célia Disdier & Keith Head, 2008. "The Puzzling Persistence of the Distance Effect on Bilateral Trade," The Review of Economics and Statistics, MIT Press, vol. 90(1), pages 37-48, February.
    31. Berument, M. Hakan & Dincer, N. Nergiz & Mustafaoglu, Zafer, 2012. "Effects of growth volatility on economic performance – Empirical evidence from Turkey," European Journal of Operational Research, Elsevier, vol. 217(2), pages 351-356.
    32. Christoph Priesmeier & Nikolai Stähler, 2011. "Long Dark Shadows Or Innovative Spirits? The Effects Of (Smoothing) Business Cycles On Economic Growth: A Survey Of The Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 25(5), pages 898-912, December.
    33. Pindyck, Robert S, 1991. "Irreversibility, Uncertainty, and Investment," Journal of Economic Literature, American Economic Association, vol. 29(3), pages 1110-1148, September.
    34. Jetter, Michael, 2014. "Volatility and growth: Governments are key," European Journal of Political Economy, Elsevier, vol. 36(C), pages 71-88.
    35. Eurilton Araújo & Luciane C. Carpena & Alexandre B. Cunha, 2005. "Brazilian Business Cycles and Growth from 1850 to 2000," IBMEC RJ Economics Discussion Papers 2005-05, Economics Research Group, IBMEC Business School - Rio de Janeiro.
    36. Dehejia, Vivek H & Rowe, Nicholas, 1998. "The Effect of Business Cycles on Growth: Keynes vs. Schumpeter," Economic Inquiry, Western Economic Association International, vol. 36(3), pages 501-511, July.
    37. Aghion, Philippe & Banerjee, Abhijit, 2005. "Volatility and Growth," OUP Catalogue, Oxford University Press, number 9780199248612.
    38. Ben S. Bernanke, 1983. "Irreversibility, Uncertainty, and Cyclical Investment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 98(1), pages 85-106.
    39. 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.
    40. Lee, Jim, 2010. "The link between output growth and volatility: Evidence from a GARCH model with panel data," Economics Letters, Elsevier, vol. 106(2), pages 143-145, February.
    41. Imbs, Jean, 2007. "Growth and volatility," Journal of Monetary Economics, Elsevier, vol. 54(7), pages 1848-1862, October.
    42. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    43. Kalvinder Shields & Nilss Olekalns & Ãlan T. Henry & Chris Brooks, 2005. "Measuring the Response of Macroeconomic Uncertainty to Shocks," The Review of Economics and Statistics, MIT Press, vol. 87(2), pages 362-370, May.
    44. Frederick van der Ploeg & Steven Poelhekke, 2009. "Volatility and the natural resource curse," Oxford Economic Papers, Oxford University Press, vol. 61(4), pages 727-760, October.
    45. Ramprasad Bhar & Girijasankar Mallik, 2013. "Inflation uncertainty, growth uncertainty, oil prices, and output growth in the UK," Empirical Economics, Springer, vol. 45(3), pages 1333-1350, December.
    46. Caballero, Ricardo J & Hammour, Mohamad L, 1994. "The Cleansing Effect of Recessions," American Economic Review, American Economic Association, vol. 84(5), pages 1350-1368, December.
    47. Bredin, Don & Fountas, Stilianos, 2009. "Macroeconomic uncertainty and performance in the European Union," Journal of International Money and Finance, Elsevier, vol. 28(6), pages 972-986, October.
    48. Philippe Aghion & Peter Howitt, 2006. "Joseph Schumpeter Lecture Appropriate Growth Policy: A Unifying Framework," Journal of the European Economic Association, MIT Press, vol. 4(2-3), pages 269-314, 04-05.
    49. Badinger, Harald, 2010. "Output volatility and economic growth," Economics Letters, Elsevier, vol. 106(1), pages 15-18, January.
    50. Jorg Dopke, 2004. "How Robust is the Empirical Link between Business-Cycle Volatility and Long-Run Growth in OECD Countries?," International Review of Applied Economics, Taylor & Francis Journals, vol. 18(1), pages 1-23.
    51. Long, John B, Jr & Plosser, Charles I, 1987. "Sectoral vs. Aggregate Shocks in the Business Cycle," American Economic Review, American Economic Association, vol. 77(2), pages 333-336, May.
    52. Henri L.F. Groot & Jacques Poot & Martijn J. Smit, 2016. "Which Agglomeration Externalities Matter Most And Why?," Journal of Economic Surveys, Wiley Blackwell, vol. 30(4), pages 756-782, September.
    53. Olaf Posch & Klaus Wälde, 2011. "On the link between volatility and growth," Journal of Economic Growth, Springer, vol. 16(4), pages 285-308, December.
    54. Aghion, Philippe & Saint-Paul, Gilles, 1998. "VIRTUES OF BAD TIMES Interaction Between Productivity Growth and Economic Fluctuations," Macroeconomic Dynamics, Cambridge University Press, vol. 2(3), pages 322-344, September.
    55. Blackburn, Keith, 1999. "Can Stabilisation Policy Reduce Long-Run Growth?," Economic Journal, Royal Economic Society, vol. 109(452), pages 67-77, January.
    56. Bruno, Michael & Easterly, William, 1998. "Inflation crises and long-run growth," Journal of Monetary Economics, Elsevier, vol. 41(1), pages 3-26, February.
    57. 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.
    58. Tomáš Havránek, 2015. "Measuring Intertemporal Substitution: The Importance Of Method Choices And Selective Reporting," Journal of the European Economic Association, European Economic Association, vol. 13(6), pages 1180-1204, December.
    59. Harald Badinger, 2012. "Cyclical expenditure policy, output volatility and economic growth," Applied Economics, Taylor & Francis Journals, vol. 44(7), pages 835-851, March.
    60. Caporale, Tony & McKiernan, Barbara, 1996. "The Relationship between Output Variability and Growth: Evidence from Post War UK Data," Scottish Journal of Political Economy, Scottish Economic Society, vol. 43(2), pages 229-236, May.
    61. 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.
    62. 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.
    63. Paul Beaumont & Stefan Norrbin & F. Pinar Yigit, 2007. "Time series evidence on the linkage between the volatility and growth of output," Applied Economics Letters, Taylor & Francis Journals, vol. 15(1), pages 45-48.
    64. Neanidis, Kyriakos C. & Savva, Christos S., 2013. "Macroeconomic uncertainty, inflation and growth: Regime-dependent effects in the G7," Journal of Macroeconomics, Elsevier, vol. 35(C), pages 81-92.
    65. Kaixing Huang & Nicholas Sim, 2018. "Why do the econometric-based studies on the effect of warming on agriculture disagree? A meta-analysis," Oxford Economic Papers, Oxford University Press, vol. 70(2), pages 392-416.
    66. Engle, Robert F & Lilien, David M & Robins, Russell P, 1987. "Estimating Time Varying Risk Premia in the Term Structure: The Arch-M Model," Econometrica, Econometric Society, vol. 55(2), pages 391-407, March.
    67. repec:bla:manchs:v:69:y:2001:i:5:p:534-52 is not listed on IDEAS
    68. Fountas, Stilianos & Karanasos, Menelaos, 2006. "The relationship between economic growth and real uncertainty in the G3," Economic Modelling, Elsevier, vol. 23(4), pages 638-647, July.
    69. T. D. Stanley, 2001. "Wheat from Chaff: Meta-analysis as Quantitative Literature Review," Journal of Economic Perspectives, American Economic Association, vol. 15(3), pages 131-150, Summer.
    70. Robert Ackrill & Adrian Kay, 2010. "WTO Regulations and Bioenergy Sustainability Certification – Synergies and Possible Conflicts," NBS Discussion Papers in Economics 2010/9, Economics, Nottingham Business School, Nottingham Trent University.
    71. Kevin B. Grier & Mark J. Perry, 2000. "The effects of real and nominal uncertainty on inflation and output growth: some garch-m evidence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 15(1), pages 45-58.
    72. Chris Doucouliagos & T.D. Stanley, 2013. "Are All Economic Facts Greatly Exaggerated? Theory Competition And Selectivity," Journal of Economic Surveys, Wiley Blackwell, vol. 27(2), pages 316-339, April.
    73. Robert E. Hall, 1991. "Labor Demand, Labor Supply, and Employment Volatility," NBER Chapters, in: NBER Macroeconomics Annual 1991, Volume 6, pages 17-62, National Bureau of Economic Research, Inc.
    74. Philippe Aghion & Peter Howitt, 1997. "Endogenous Growth Theory," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262011662, April.
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    7. Roger J. A. Laeven & Emanuela Rosazza Gianin & Marco Zullino, 2023. "Dynamic Return and Star-Shaped Risk Measures via BSDEs," Papers 2307.03447, arXiv.org, revised Jul 2023.

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    More about this item

    Keywords

    Economic Growth; Volatility; Business Cycles; Meta-Analysis; Bayesian Model Averaging;
    All these keywords.

    JEL classification:

    • C83 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Survey Methods; Sampling Methods
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • O40 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - General

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