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Growth accounting and regressions: New approach and results

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  • Sequeira, Tiago
  • Morão, Hugo

Abstract

We seek for determinants of the sources of growth. Using a growth accounting method that accounts for time variations in factor shares, we run growth regressions for a panel of 101 countries between 1950 and 2015. Our methodology takes into account the specific features of the data (namely outliers, heterogeneity, and cross panel correlations) and overcomes most criticisms previously raised on growth regressions. The most important evidence reveals that government current expenditure decreases the factor shares and has no effect on total factor productivity (TFP). Trade affects the TFP and the Biased Technical Change (BTC) components, decreasing the factor shares. Moreover, human capital decreases TFP and increases the BTC contribution to growth. This unveils the channels through which determinants of growth act in influencing economic growth.

Suggested Citation

  • Sequeira, Tiago & Morão, Hugo, 2020. "Growth accounting and regressions: New approach and results," International Economics, Elsevier, vol. 162(C), pages 67-79.
    • Handle: RePEc:eee:inteco:v:162:y:2020:i:c:p:67-79
    DOI: 10.1016/j.inteco.2020.01.003
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    1. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    2. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2008. "Bootstrap-Based Improvements for Inference with Clustered Errors," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 414-427, August.
    3. Dalgaard, Carl-Johan & Kaarsen, Nicolai & Olsson, Ola & Selaya, Pablo, 2018. "Roman Roads to Prosperity: Persistence and Non-Persistence of Public Goods Provision," CEPR Discussion Papers 12745, C.E.P.R. Discussion Papers.
    4. Robert J. Barro, 1998. "Determinants of Economic Growth: A Cross-Country Empirical Study," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262522543, December.
    5. Moscone, F. & Tosetti, E., 2010. "Testing for error cross section independence with an application to US health expenditure," Regional Science and Urban Economics, Elsevier, vol. 40(5), pages 283-291, September.
    6. Thompson, Samuel B., 2011. "Simple formulas for standard errors that cluster by both firm and time," Journal of Financial Economics, Elsevier, vol. 99(1), pages 1-10, January.
    7. Quamrul Ashraf & Oded Galor, 2013. "The 'Out of Africa' Hypothesis, Human Genetic Diversity, and Comparative Economic Development," American Economic Review, American Economic Association, vol. 103(1), pages 1-46, February.
    8. Barro, Robert J, 1999. "Notes on Growth Accounting," Journal of Economic Growth, Springer, vol. 4(2), pages 119-137, June.
    9. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    10. Jakob B. Madsen, 2009. "Trade Barriers, Openness, and Economic Growth," Southern Economic Journal, John Wiley & Sons, vol. 76(2), pages 397-418, October.
    11. William Easterly & Ross Levine, 1997. "Africa's Growth Tragedy: Policies and Ethnic Divisions," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(4), pages 1203-1250.
    12. Ross Levine, 1997. "Financial Development and Economic Growth: Views and Agenda," Journal of Economic Literature, American Economic Association, vol. 35(2), pages 688-726, June.
    13. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2011. "Robust Inference With Multiway Clustering," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 29(2), pages 238-249, April.
    14. Carmen M. Reinhart & Kenneth S. Rogoff, 2010. "Growth in a Time of Debt," American Economic Review, American Economic Association, vol. 100(2), pages 573-578, May.
    15. Uwe Sunde & Thomas Vischer, 2015. "Human Capital and Growth: Specification Matters," Economica, London School of Economics and Political Science, vol. 82(326), pages 368-390, April.
    16. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    17. Alan B. Krueger, 1999. "Measuring Labor's Share," American Economic Review, American Economic Association, vol. 89(2), pages 45-51, May.
    18. Sequeira, Tiago Neves & Gil, Pedro Mazeda & Afonso, Oscar, 2018. "Endogenous growth and entropy," Journal of Economic Behavior & Organization, Elsevier, vol. 154(C), pages 100-120.
    19. Robert J. Barro, 1991. "Economic Growth in a Cross Section of Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 407-443.
    20. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    21. Fischer, Stanley, 1993. "The role of macroeconomic factors in growth," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 485-512, December.
    22. Easterly, William & Levine, Ross, 2003. "Tropics, germs, and crops: how endowments influence economic development," Journal of Monetary Economics, Elsevier, vol. 50(1), pages 3-39, January.
    23. James A. Kahn & Jong-Soo Lim, 1998. "Skilled Labor-Augmenting Technical Progress in U. S. Manufacturing," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1281-1308.
    24. Benhabib, Jess & Spiegel, Mark M., 1994. "The role of human capital in economic development evidence from aggregate cross-country data," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 143-173, October.
    25. Teixeira, Aurora A.C. & Queirós, Anabela S.S., 2016. "Economic growth, human capital and structural change: A dynamic panel data analysis," Research Policy, Elsevier, vol. 45(8), pages 1636-1648.
    26. Easterly, William & Rebelo, Sergio, 1993. "Fiscal policy and economic growth: An empirical investigation," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 417-458, December.
    27. Ades, Alberto & Di Tella, Rafael, 1997. "National Champions and Corruption: Some Unpleasant Interventionist Arithmetic," Economic Journal, Royal Economic Society, vol. 107(443), pages 1023-1042, July.
    28. Oliver J. Blanchard, 1997. "The Medium Run," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 28(2), pages 89-158.
    29. Hernando Zuleta, 2008. "An empirical note on factor shares," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 17(3), pages 379-390.
    30. Vincenzo Verardi & Christophe Croux, 2009. "Robust regression in Stata," Stata Journal, StataCorp LP, vol. 9(3), pages 439-453, September.
    31. Hoogendoorn, Sander M. & van Praag, Mirjam C., 2012. "Ethnic Diversity and Team Performance: A Field Experiment," IZA Discussion Papers 6731, Institute of Labor Economics (IZA).
    32. Francesco Caselli & James Feyrer, 2007. "The Marginal Product of Capital," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(2), pages 535-568.
    33. Easterly, William, 2005. "National Policies and Economic Growth: A Reappraisal," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 15, pages 1015-1059, Elsevier.
    34. A. Colin Cameron & Douglas L. Miller, 2015. "A Practitioner’s Guide to Cluster-Robust Inference," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 317-372.
    35. Morgan Kelly, 2019. "The Standard Errors of Persistence," Working Papers 201913, School of Economics, University College Dublin.
    36. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    37. Robert E. Hall & Charles I. Jones, 1999. "Why do Some Countries Produce So Much More Output Per Worker than Others?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(1), pages 83-116.
    38. Sturgill, Brad, 2014. "Back to the basics: Revisiting the development accounting methodology," Journal of Macroeconomics, Elsevier, vol. 42(C), pages 52-68.
    39. Sturgill, Brad, 2012. "The relationship between factor shares and economic development," Journal of Macroeconomics, Elsevier, vol. 34(4), pages 1044-1062.
    40. Aisen, Ari & Veiga, Francisco José, 2013. "How does political instability affect economic growth?," European Journal of Political Economy, Elsevier, vol. 29(C), pages 151-167.
    41. Steven N. Durlauf, 2005. "Complexity and Empirical Economics," Economic Journal, Royal Economic Society, vol. 115(504), pages 225-243, June.
    42. Sala-i-Martin, Xavier, 1997. "I Just Ran Two Million Regressions," American Economic Review, American Economic Association, vol. 87(2), pages 178-183, May.
    43. Lant Pritchett, Yamini Aiyar, 2015. "Taxes: Price of Civilization or Tribute to Leviathan? - Working Paper 412," Working Papers 412, Center for Global Development.
    44. Markus Eberhardt & Francis Teal, 2011. "Econometrics For Grumblers: A New Look At The Literature On Cross‐Country Growth Empirics," Journal of Economic Surveys, Wiley Blackwell, vol. 25(1), pages 109-155, February.
    45. Francisco Cribari-Neto & Wilton Silva, 2011. "A new heteroskedasticity-consistent covariance matrix estimator for the linear regression model," AStA Advances in Statistical Analysis, Springer;German Statistical Society, vol. 95(2), pages 129-146, June.
    46. Tuinstra, Jan & Wegener, Michael & Westerhoff, Frank, 2014. "Positive welfare effects of trade barriers in a dynamic partial equilibrium model," Journal of Economic Dynamics and Control, Elsevier, vol. 48(C), pages 246-264.
    47. Daron Acemoglu, 2002. "Technical Change, Inequality, and the Labor Market," Journal of Economic Literature, American Economic Association, vol. 40(1), pages 7-72, March.
    48. Galor, Oded & Ashraf, Quamrul, 2008. "Human Genetic Diversity and Comparative Economic Development," CEPR Discussion Papers 6824, C.E.P.R. Discussion Papers.
    49. Alan Krueger, 1999. "Measuring Labor's Share," Working Papers 792, Princeton University, Department of Economics, Industrial Relations Section..
    50. Jones, Charles I, 1995. "R&D-Based Models of Economic Growth," Journal of Political Economy, University of Chicago Press, vol. 103(4), pages 759-784, August.
    51. Arellano, M, 1987. "Computing Robust Standard Errors for Within-Groups Estimators," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 49(4), pages 431-434, November.
    52. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    53. Kaffine, Daniel T. & Davis, Graham A., 2017. "A multi-row deletion diagnostic for influential observations in small-sample regressions," Computational Statistics & Data Analysis, Elsevier, vol. 108(C), pages 133-145.
    54. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2012. "Temperature Shocks and Economic Growth: Evidence from the Last Half Century," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(3), pages 66-95, July.
    55. Kayhan, Ayla & Titman, Sheridan, 2007. "Firms' histories and their capital structures," Journal of Financial Economics, Elsevier, vol. 83(1), pages 1-32, January.
    56. Alesina, Alberto & Özler, Sule & Roubini, Nouriel & Swagel, Phillip, 1996. "Political Instability and Economic Growth," Journal of Economic Growth, Springer, vol. 1(2), pages 189-211, June.
    57. Guido Cozzi & Giammario Impullitti, 2010. "Government Spending Composition, Technical Change, and Wage Inequality," Journal of the European Economic Association, MIT Press, vol. 8(6), pages 1325-1358, December.
    58. Emi Nakamura & Dmitriy Sergeyev & Jón Steinsson, 2017. "Growth-Rate and Uncertainty Shocks in Consumption: Cross-Country Evidence," American Economic Journal: Macroeconomics, American Economic Association, vol. 9(1), pages 1-39, January.
    59. Hernando Zuleta, 2015. "Getting Growth Accounting Right," Documentos CEDE 13814, Universidad de los Andes, Facultad de Economía, CEDE.
    60. Zuleta, Hernando, 2012. "Variable factor shares, measurement and growth accounting," Economics Letters, Elsevier, vol. 114(1), pages 91-93.
    61. Kelly, Morgan, 2019. "The Standard Errors of Persistence," CEPR Discussion Papers 13783, C.E.P.R. Discussion Papers.
    62. repec:fth:prinin:413 is not listed on IDEAS
    63. Nicholas Kaldor, 1961. "Capital Accumulation and Economic Growth," International Economic Association Series, in: D. C. Hague (ed.), The Theory of Capital, chapter 0, pages 177-222, Palgrave Macmillan.
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    More about this item

    Keywords

    Economic growth; Growth accounting; Growth regressions; Time-varying shares; Government expenditure; Robust estimation; Bootstrap;
    All these keywords.

    JEL classification:

    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
    • O50 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - General

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