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Nonlinearities in growth: From evidence to policy

  • Cohen-Cole, Ethan B.
  • Durlauf, Steven N.
  • Rondina, Giacomo

This paper considers the question of how one can translate evidence of nonlinearities and threshold effects in growth into policy recommendations. We argue that the current evidence of these effects, while important in terms of scholarly debates, does not readily lend itself to policy evaluation. The reasons for this are two-fold. First, the existing evidence on nonlinearities is relatively difficult to integrate into a common coherent view. Different models of nonlinearity appear in different papers; these models are often nonnested and do not present a clear alternative to linear growth models. Second, we argue that the econometric evidence of nonlinearities is often developed in ways that do not allow one to examine explicitly the effects of alternative policies on growth. We describe some recent econometric methods that can address these problems. To illustrate the utility of these methods we then study the current debate on the efficacy of aid on growth in developing countries. We find that none of our methods suggests that aid should be given to countries with better policy quality. In fact, when considering robust policies, our results strongly reject the conclusion that aid should be allocated in higher amounts to countries where the policy quality is high.

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Article provided by Elsevier in its journal Journal of Macroeconomics.

Volume (Year): 34 (2012)
Issue (Month): 1 ()
Pages: 42-58

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Handle: RePEc:eee:jmacro:v:34:y:2012:i:1:p:42-58
DOI: 10.1016/j.jmacro.2011.07.001
Contact details of provider: Web page: http://www.elsevier.com/locate/inca/622617

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  1. Eicher, Theo S. & Papageorgiou, Chris & Roehn, Oliver, 2007. "Unraveling the fortunes of the fortunate: An Iterative Bayesian Model Averaging (IBMA) approach," Journal of Macroeconomics, Elsevier, vol. 29(3), pages 494-514, September.
  2. Fabio Canova, 2004. "Testing for Convergence Clubs in Income Per Capita: A Predictive Density Approach," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 45(1), pages 49-77, 02.
  3. Johnson, Paul A. & Takeyama, Lisa N., 2001. "Initial conditions and economic growth in the US states," European Economic Review, Elsevier, vol. 45(4-6), pages 919-927, May.
  4. William A. Brock & Steven N. Durlauf & Kenneth D. West, 2005. "Model uncertainty and policy evaluation: some theory and empirics," Proceedings, Federal Reserve Bank of San Francisco.
  5. Chris Papageorgiou, . "Trade as a Threshold Variable for Multiple Regimes," Departmental Working Papers 2001-06, Department of Economics, Louisiana State University.
  6. 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.
  7. Levine, Ross & Renelt, David, 1991. "A sensitivity analysis of cross-country growth regressions," Policy Research Working Paper Series 609, The World Bank.
  8. Steven N. Durlauf & Danny T. Quah, 1998. "The New Empirics of Economic Growth," NBER Working Papers 6422, National Bureau of Economic Research, Inc.
  9. Magnus, Jan R. & Powell, Owen & Prüfer, Patricia, 2010. "A comparison of two model averaging techniques with an application to growth empirics," Journal of Econometrics, Elsevier, vol. 154(2), pages 139-153, February.
  10. Maasoumi, Esfandiar & Racine, Jeff, 2006. "Growth And Convergence: A Profile Of Distribution Dynamics And Mobility," Departmental Working Papers 0605, Southern Methodist University, Department of Economics.
  11. Abhijit Banerjee & Shawn Cole & Esther Duflo & Leigh Linden, 2005. "Remedying Education: Evidence from Two Randomized Experiments in India," NBER Working Papers 11904, National Bureau of Economic Research, Inc.
  12. Fiaschi, Davide & Lavezzi, Andrea Mario, 2003. "Distribution Dynamics and Nonlinear Growth," Journal of Economic Growth, Springer, vol. 8(4), pages 379-401, December.
  13. Simeon Djankov & José Garcia Montalvo & Marta Reynal-Querol, 2005. "The curse of aid," Economics Working Papers 870, Department of Economics and Business, Universitat Pompeu Fabra.
  14. Brock, William A. & Durlauf, Steven N., 2005. "Local robustness analysis: Theory and application," Journal of Economic Dynamics and Control, Elsevier, vol. 29(11), pages 2067-2092, November.
  15. 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.
  16. Raghuram G. Rajan & Arvind Subramanian, 2008. "Aid and Growth: What Does the Cross-Country Evidence Really Show?," The Review of Economics and Statistics, MIT Press, vol. 90(4), pages 643-665, November.
  17. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, Oxford University Press, vol. 107(2), pages 407-437.
  18. Manski, C.F., 1991. "Identification of Endogenous Social Effects: the Reflection Problem," Working papers 9127, Wisconsin Madison - Social Systems.
  19. Marco Alfo & Giovanni Trovato & Robert J. Waldmann, 2008. "Testing for country heterogeneity in growth models using a finite mixture approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(4), pages 487-514.
  20. Raghuram G. Rajan & Arvind Subramanian, 2005. "What Undermines Aid's Impact on Growth?," NBER Working Papers 11657, National Bureau of Economic Research, Inc.
  21. Durlauf,S.N. & Kourtellos,A. & Minkin,A., 2000. "The local Solow growth model," Working papers 21, Wisconsin Madison - Social Systems.
  22. Peter Howitt & David Mayer-Foulkes, 2002. "R&D, Implementation and Stagnation: A Schumpeterian Theory of Convergence Clubs," NBER Working Papers 9104, National Bureau of Economic Research, Inc.
  23. Winford H. Masanjala & Chris Papageorgiou, 2004. "The Solow model with CES technology: nonlinearities and parameter heterogeneity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(2), pages 171-201.
  24. Hansen, Henrik & Tarp, Finn, 2000. "Aid and Growth Regressions," MPRA Paper 62288, University Library of Munich, Germany.
  25. Andrew T. Levin & John C. Williams, 2003. "Robust monetary policy with competing reference models," Working Paper Series 2003-10, Federal Reserve Bank of San Francisco.
  26. Burnside, Craig & Dollar, David, 1997. "Aid, policies, and growth," Policy Research Working Paper Series 1777, The World Bank.
  27. Raghuram G. Rajan & Arvind Subramanian, 2014. "What Undermines Aid’s Impact on Growth?," Working Papers id:6191, eSocialSciences.
  28. Cem Ertur & W. Koch, 2007. "Growth, Technological Interdependance and Spatial Externalities: Theory and Evidence," Post-Print halshs-00232616, HAL.
  29. Abhijit V. Banerjee & Esther Duflo, 2000. "Inequality and Growth: What Can the Data Say?," NBER Working Papers 7793, National Bureau of Economic Research, Inc.
  30. Manski, Charles F., 2007. "Minimax-regret treatment choice with missing outcome data," Journal of Econometrics, Elsevier, vol. 139(1), pages 105-115, July.
  31. Carmen Fernandez & Eduardo Ley & Mark Steel, 2001. "Model uncertainty in cross-country growth regressions," Econometrics 0110002, EconWPA.
  32. William Brock & Steven N. Durlauf, 2000. "Interactions-Based Models," NBER Technical Working Papers 0258, National Bureau of Economic Research, Inc.
  33. William A. Brock & Steven N. Durlauf & James M. Nason & Giacomo Rondina, 2007. "Simple versus optimal rules as guides to policy," FRB Atlanta Working Paper 2007-07, Federal Reserve Bank of Atlanta.
  34. Andros Kourtellos, 2002. "Modeling Parameter Heterogeneity in Cross Country Growth Regression Models," University of Cyprus Working Papers in Economics 0212, University of Cyprus Department of Economics.
  35. H. Siebert, 2007. "Growth Policy," Chapters, in: Elgar Companion to Neo-Schumpeterian Economics, chapter 59 Edward Elgar Publishing.
  36. Costas Azariadis & Allan Drazen, 1990. "Threshold Externalities in Economic Development," The Quarterly Journal of Economics, Oxford University Press, vol. 105(2), pages 501-526.
  37. Charles F. Manski, 2000. "Economic Analysis of Social Interactions," NBER Working Papers 7580, National Bureau of Economic Research, Inc.
  38. Daron Acemoglu & Simon Johnson & James A. Robinson, 2001. "Reversal of Fortune: Geography and Institutions in the Making of the Modern World Income Distribution," NBER Working Papers 8460, National Bureau of Economic Research, Inc.
  39. Kourtellos, Andros & Tan, Chih Ming & Zhang, Xiaobo, 2007. "Is the relationship between aid and economic growth nonlinear?:," IFPRI discussion papers 694, International Food Policy Research Institute (IFPRI).
  40. Galor, Oded, 1996. "Convergence? Inferences from Theoretical Models," CEPR Discussion Papers 1350, C.E.P.R. Discussion Papers.
  41. Durlauf, S.M. & Johnson, P.A., 1995. "Multiple Regimes and Cross-Country Growth Behavior," Working papers 9419r, Wisconsin Madison - Social Systems.
  42. Collier, Paul & Dollar, David, 2002. "Aid allocation and poverty reduction," European Economic Review, Elsevier, vol. 46(8), pages 1475-1500, September.
  43. Charles C. Chang & Eduardo Fernández-Arias & Luis Servén, 1998. "Measuring Aid Flows: A New Approach," IDB Publications (Working Papers) 6447, Inter-American Development Bank.
  44. Hansen, Henrik & Tarp, Finn, 1999. "Aid Effectiveness Disputed," MPRA Paper 62290, University Library of Munich, Germany.
  45. Andros Kourtellos, 2002. "A Projection Pursuit Approach to Cross Country Growth Data," University of Cyprus Working Papers in Economics 0213, University of Cyprus Department of Economics.
  46. Charles F. Manski, 2003. "Statistical treatment rules for heterogeneous populations," CeMMAP working papers CWP03/03, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
  47. Azariadis, Costas & Stachurski, John, 2005. "Poverty Traps," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 5 Elsevier.
  48. Itzhak Gilboa & David Schmeidler, 1989. "Maxmin Expected Utility with Non-Unique Prior," Post-Print hal-00753237, HAL.
  49. Giannoni, Marc P., 2002. "Does Model Uncertainty Justify Caution? Robust Optimal Monetary Policy In A Forward-Looking Model," Macroeconomic Dynamics, Cambridge University Press, vol. 6(01), pages 111-144, February.
  50. Craig Burnside & David Dollar, 2004. "Aid, Policies, and Growth: Reply," American Economic Review, American Economic Association, vol. 94(3), pages 781-784, June.
  51. Liu, Zhenjuan & Stengos, Thanasis, 1999. "Non-linearities in Cross-Country Growth Regressions: A Semiparametric Approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 14(5), pages 527-38, Sept.-Oct.
  52. Peter C.B. Phillips & Donggyu Sul, 2003. "The Elusive Empirical Shadow of Growth Convergence," Cowles Foundation Discussion Papers 1398, Cowles Foundation for Research in Economics, Yale University.
  53. Desdoigts, Alain, 1999. "Patterns of Economic Development and the Formation of Clubs," Journal of Economic Growth, Springer, vol. 4(3), pages 305-30, September.
  54. Davis, Lewis & Owen, Ann L. & Videras, Julio, 2007. "Do all countries follow the same growth process?," MPRA Paper 11589, University Library of Munich, Germany, revised Sep 2008.
  55. Bloom, David E & Canning, David & Sevilla, Jaypee, 2003. "Geography and Poverty Traps," Journal of Economic Growth, Springer, vol. 8(4), pages 355-78, December.
  56. Kevin Lee & M. Hashem Pesaran & Ron Smith, 1996. "Growth and Convergence in a Multi-Country Empirical Stochastic Solow Model," Working Papers 9637, Economic Research Forum, revised Dec 1996.
  57. Daniel J. Henderson, 2010. "A test for multimodality of regression derivatives with application to nonparametric growth regressions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 25(3), pages 458-480.
  58. Doppelhofer, G. & Cuaresma, J.C., 2007. "Nonlinearities in Cross-Country Growth Regressions: A Bayesian Averaging of Thresholds (BAT) Approach," Cambridge Working Papers in Economics 0706, Faculty of Economics, University of Cambridge.
  59. Alexei Onatski & Noah Williams, 2003. "Modeling Model Uncertainty," NBER Working Papers 9566, National Bureau of Economic Research, Inc.
  60. Bernard, A.B. & Durlauf, S.N., 1994. "Interpreting Tests of the Convergence Hypothesis," Working papers 9401r, Wisconsin Madison - Social Systems.
  61. Stanley L. Engerman & Kenneth L. Sokoloff, 2005. "Colonialism, Inequality, and Long-Run Paths of Development," NBER Working Papers 11057, National Bureau of Economic Research, Inc.
  62. Robert J. Barro, 1989. "Economic Growth in a Cross Section of Countries," NBER Working Papers 3120, National Bureau of Economic Research, Inc.
  63. Lars Peter Hansen & Thomas J. Sargent, 2007. "Introduction to Robustness," Introductory Chapters, in: Robustness Princeton University Press.
  64. Durlauf,S.N. & Johnson,P.A. & Temple,J.R.W., 2004. "Growth econometrics," Working papers 18, Wisconsin Madison - Social Systems.
    • Durlauf, Steven N. & Johnson, Paul A. & Temple, Jonathan R.W., 2005. "Growth Econometrics," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 8, pages 555-677 Elsevier.
  65. Lensink, Robert & White, Howard, 1999. "Are there negative returns to aid?," Research Report 99E60, University of Groningen, Research Institute SOM (Systems, Organisations and Management).
  66. Oecd, 2002. "Aid volume, channels and allocations for poverty reduction," OECD Journal on Development, OECD Publishing, vol. 3(3), pages 33-46.
  67. Christopher A. Sims, 2002. "The Role of Models and Probabilities in the Monetary Policy Process," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 33(2), pages 1-62.
  68. Winford H. Masanjala & Chris Papageorgiou, 2008. "Rough and lonely road to prosperity: a reexamination of the sources of growth in Africa using Bayesian model averaging," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(5), pages 671-682.
  69. William Easterly & Ross Levine & David Roodman, 2004. "Aid, Policies, and Growth: Comment," American Economic Review, American Economic Association, vol. 94(3), pages 774-780, June.
  70. Brock, William A. & Durlauf, Steven N., 2007. "Identification of binary choice models with social interactions," Journal of Econometrics, Elsevier, vol. 140(1), pages 52-75, September.
  71. Epstein, Larry G & Wang, Tan, 1994. "Intertemporal Asset Pricing Under Knightian Uncertainty," Econometrica, Econometric Society, vol. 62(2), pages 283-322, March.
  72. Daron Acemoglu & Simon Johnson & James A. Robinson, 2000. "The Colonial Origins of Comparative Development: An Empirical Investigation," NBER Working Papers 7771, National Bureau of Economic Research, Inc.
  73. Lars Peter Hansen & Thomas J. Sargent, 2001. "Acknowledging Misspecification in Macroeconomic Theory," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 4(3), pages 519-535, July.
  74. Alexei Onatski & James H. Stock, 2000. "Robust Monetary Policy Under Model Uncertainty in a Small Model of the U.S. Economy," NBER Working Papers 7490, National Bureau of Economic Research, Inc.
  75. Duffy, John & Papageorgiou, Chris, 2000. "A Cross-Country Empirical Investigation of the Aggregate Production Function Specification," Journal of Economic Growth, Springer, vol. 5(1), pages 87-120, March.
  76. Pantelis Kalaitzidakis & Theofanis P. Mamuneas & Thanasis Stengos, 2000. "A non-linear sensitivity analysis of cross-country growth regressions," Canadian Journal of Economics, Canadian Economics Association, vol. 33(3), pages 604-617, August.
  77. Abhijit V. Banerjee & Shawn Cole & Esther Duflo & Leigh Linden, 2007. "Remedying Education: Evidence from Two Randomized Experiments in India," The Quarterly Journal of Economics, Oxford University Press, vol. 122(3), pages 1235-1264.
  78. Stanley L. Engerman & Kenneth L. Sokoloff, 2003. "Institutional and Non-Institutional Explanations of Economic Differences," NBER Working Papers 9989, National Bureau of Economic Research, Inc.
  79. Banerjee, Abhijit & Duflo, Esther, 2004. "Do Firms Want to Borrow More? Testing Credit Constraints Using a Directed Lending Program," CEPR Discussion Papers 4681, C.E.P.R. Discussion Papers.
  80. Nazrul Islam, 1995. "Growth Empirics: A Panel Data Approach," The Quarterly Journal of Economics, Oxford University Press, vol. 110(4), pages 1127-1170.
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