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Democracy and growth: Evidence from a machine learning indicator

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  • Gründler, Klaus
  • Krieger, Tommy

Abstract

We present a novel approach for measuring democracy based on Support Vector Machines, a mathematical algorithm for pattern recognition. The Support Vector Machines Democracy Index (SVMDI) is continuous on the [0,1] interval and enables very detailed and sensitive measurement of democracy for 185 countries in the period between 1981 and 2011. Application of the SVMDI yields results which highlight a robust positive relationship between democracy and economic growth. We argue that the ambiguity in recent studies mainly originates from the lack of sensitivity of traditional democracy indicators. Analyzing transmission channels through which democracy exerts its influence on growth, we conclude that democratic countries feature better educated populations, higher investment shares, and lower fertility rates, but not necessarily higher levels of redistribution.

Suggested Citation

  • Gründler, Klaus & Krieger, Tommy, 2016. "Democracy and growth: Evidence from a machine learning indicator," European Journal of Political Economy, Elsevier, vol. 45(S), pages 85-107.
  • Handle: RePEc:eee:poleco:v:45:y:2016:i:s:p:85-107
    DOI: 10.1016/j.ejpoleco.2016.05.005
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    as
    1. Elias Papaioannou & Gregorios Siourounis, 2008. "Democratisation and Growth," Economic Journal, Royal Economic Society, vol. 118(532), pages 1520-1551, October.
    2. Alberto Alesina & Dani Rodrik, 1994. "Distributive Politics and Economic Growth," The Quarterly Journal of Economics, Oxford University Press, vol. 109(2), pages 465-490.
    3. Fabrice Murtin & Romain Wacziarg, 2014. "The democratic transition," Journal of Economic Growth, Springer, vol. 19(2), pages 141-181, June.
    4. Stephen Bond & Anke Hoeffler & Jonathan Temple, 2001. "GMM Estimation of Empirical Growth Models," Economics Papers 2001-W21, Economics Group, Nuffield College, University of Oxford.
    5. Sarah Voitchovsky, 2005. "Does the Profile of Income Inequality Matter for Economic Growth?," Journal of Economic Growth, Springer, vol. 10(3), pages 273-296, September.
    6. Daniel Halter & Manuel Oechslin & Josef Zweimüller, 2014. "Inequality and growth: the neglected time dimension," Journal of Economic Growth, Springer, vol. 19(1), pages 81-104, March.
    7. Feng, Yi, 1997. "Democracy, Political Stability and Economic Growth," British Journal of Political Science, Cambridge University Press, vol. 27(03), pages 391-418, July.
    8. 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.
    9. Oded Galor & Omer Moav, 2004. "From Physical to Human Capital Accumulation: Inequality and the Process of Development," Review of Economic Studies, Oxford University Press, vol. 71(4), pages 1001-1026.
    10. Giavazzi, Francesco & Tabellini, Guido, 2005. "Economic and political liberalizations," Journal of Monetary Economics, Elsevier, vol. 52(7), pages 1297-1330, October.
    11. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    12. Torsten Persson & Guido Tabellini, 2009. "Democratic Capital: The Nexus of Political and Economic Change," American Economic Journal: Macroeconomics, American Economic Association, vol. 1(2), pages 88-126, July.
    13. Sanderson, Eleanor & Windmeijer, Frank, 2016. "A weak instrument F-test in linear IV models with multiple endogenous variables," Journal of Econometrics, Elsevier, vol. 190(2), pages 212-221.
    14. Kleibergen, Frank & Paap, Richard, 2006. "Generalized reduced rank tests using the singular value decomposition," Journal of Econometrics, Elsevier, vol. 133(1), pages 97-126, July.
    15. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    16. Oded Galor & Joseph Zeira, 1993. "Income Distribution and Macroeconomics," Review of Economic Studies, Oxford University Press, vol. 60(1), pages 35-52.
    17. Keith Jaggers & Ted Robert Gurr, 1995. "Tracking Democracy's Third Wave with the Polity III Data," Journal of Peace Research, Peace Research Institute Oslo, vol. 32(4), pages 469-482, November.
    18. Lars Feld & Jan Schnellenbach, 2014. "Political institutions and income (re-)distribution: evidence from developed economies," Public Choice, Springer, vol. 159(3), pages 435-455, June.
    19. Ragin, Charles C., 2000. "Fuzzy-Set Social Science," University of Chicago Press Economics Books, University of Chicago Press, number 9780226702773, February.
    20. Saint-Paul, Gilles & Verdier, Thierry, 1993. "Education, democracy and growth," Journal of Development Economics, Elsevier, vol. 42(2), pages 399-407, December.
    21. Acemoglu, Daron & Johnson, Simon & Robinson, James A. & Yared, Pierre, 2009. "Reevaluating the modernization hypothesis," Journal of Monetary Economics, Elsevier, vol. 56(8), pages 1043-1058, November.
    22. Thomas Apolte, 2011. "Democracy and prosperity in two decades of transition," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 19(4), pages 693-722, October.
    23. Roland Bénabou, 1996. "Inequality and Growth," NBER Chapters,in: NBER Macroeconomics Annual 1996, Volume 11, pages 11-92 National Bureau of Economic Research, Inc.
    24. Barro, Robert J, 1996. "Democracy and Growth," Journal of Economic Growth, Springer, vol. 1(1), pages 1-27, March.
    25. Daron Acemoglu & Simon Johnson & James A. Robinson & Pierre Yared, 2008. "Income and Democracy," American Economic Review, American Economic Association, vol. 98(3), pages 808-842, June.
    26. Dani Rodrik & Romain Wacziarg, 2005. "Do Democratic Transitions Produce Bad Economic Outcomes?," American Economic Review, American Economic Association, vol. 95(2), pages 50-55, May.
    27. Robert J. Barro, 2013. "Education and Economic Growth," Annals of Economics and Finance, Society for AEF, vol. 14(2), pages 301-328, November.
    28. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    29. Richard Blundell & Stephen Bond & Frank Windmeijer, 2000. "Estimation in dynamic panel data models: improving on the performance of the standard GMM estimator," IFS Working Papers W00/12, Institute for Fiscal Studies.
    30. Persson, Torsten & Tabellini, Guido, 1994. "Is Inequality Harmful for Growth?," American Economic Review, American Economic Association, vol. 84(3), pages 600-621, June.
    31. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-1426, November.
    32. Frederick Solt, 2009. "Standardizing the World Income Inequality Database," Social Science Quarterly, Southwestern Social Science Association, vol. 90(2), pages 231-242.
    33. Perotti, Roberto, 1996. "Growth, Income Distribution, and Democracy: What the Data Say," Journal of Economic Growth, Springer, vol. 1(2), pages 149-187, June.
    34. Robert J. Barro, 2003. "Determinants of Economic Growth in a Panel of Countries," Annals of Economics and Finance, Society for AEF, vol. 4(2), pages 231-274, November.
    35. Pemstein, Daniel & Meserve, Stephen A. & Melton, James, 2010. "Democratic Compromise: A Latent Variable Analysis of Ten Measures of Regime Type," Political Analysis, Cambridge University Press, vol. 18(04), pages 426-449, September.
    36. Halter, David & Oechslin, Manuel, 2010. "Inequality and Growth: The Neglected Time Dimension," CEPR Discussion Papers 8033, C.E.P.R. Discussion Papers.
    37. Jain, Rishee K. & Smith, Kevin M. & Culligan, Patricia J. & Taylor, John E., 2014. "Forecasting energy consumption of multi-family residential buildings using support vector regression: Investigating the impact of temporal and spatial monitoring granularity on performance accuracy," Applied Energy, Elsevier, vol. 123(C), pages 168-178.
    38. Jo Thori Lind & Halvor Mehlum, 2010. "With or Without U? The Appropriate Test for a U-Shaped Relationship," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 72(1), pages 109-118, February.
    39. Tavares, Jose & Wacziarg, Romain, 2001. "How democracy affects growth," European Economic Review, Elsevier, vol. 45(8), pages 1341-1378, August.
    40. 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.
    41. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769, December.
    42. Madsen, Jakob B. & Raschky, Paul A. & Skali, Ahmed, 2015. "Does democracy drive income in the world, 1500–2000?," European Economic Review, Elsevier, vol. 78(C), pages 175-195.
    43. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    44. Daron Acemoglu & Suresh Naidu & Pascual Restrepo & James A. Robinson, 2019. "Democracy Does Cause Growth," Journal of Political Economy, University of Chicago Press, vol. 127(1), pages 47-100.
    45. Tay, Francis E. H. & Cao, Lijuan, 2001. "Application of support vector machines in financial time series forecasting," Omega, Elsevier, vol. 29(4), pages 309-317, August.
    46. David Roodman, 2009. "A Note on the Theme of Too Many Instruments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 135-158, February.
    47. Stephen Bond & Anke Hoeffler, 2001. "GMM Estimation of Empirical Growth Models," Economics Series Working Papers 2001-W21, University of Oxford, Department of Economics.
    48. Daron Acemoglu & Suresh Naidu & Pascual Restrepo & James A. Robinson, 2013. "Democracy, Redistribution and Inequality," NBER Working Papers 19746, National Bureau of Economic Research, Inc.
    49. Filipe R. Campante & Davin Chor, 2012. "Why Was the Arab World Poised for Revolution? Schooling, Economic Opportunities, and the Arab Spring," Journal of Economic Perspectives, American Economic Association, vol. 26(2), pages 167-188, Spring.
    50. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," Review of Economic Studies, Oxford University Press, vol. 58(2), pages 277-297.
    51. Alessandro Lizzeri & Nicola Persico, 2004. "Why did the Elites Extend the Suffrage? Democracy and the Scope of Government, with an Application to Britain's "Age of Reform"," The Quarterly Journal of Economics, Oxford University Press, vol. 119(2), pages 707-765.
    52. repec:ucp:bkecon:9780226702766 is not listed on IDEAS
    53. Tatu Vanhanen, 2000. "A New Dataset for Measuring Democracy, 1810-1998," Journal of Peace Research, Peace Research Institute Oslo, vol. 37(2), pages 251-265, March.
    54. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    55. repec:cup:apsrev:v:88:y:1994:i:04:p:903-910_09 is not listed on IDEAS
    56. José Cheibub & Jennifer Gandhi & James Vreeland, 2010. "Democracy and dictatorship revisited," Public Choice, Springer, vol. 143(1), pages 67-101, April.
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    Cited by:

    1. Niklas Potrafke, 2018. "Electoral Cycles in Perceived Corruption: International Empirical Evidence," CESifo Working Paper Series 7393, CESifo Group Munich.
    2. Aidt, Toke S. & Albornoz, Facundo & Gassebner, Martin, 2018. "The golden hello and political transitions," Journal of Comparative Economics, Elsevier, vol. 46(1), pages 157-173.
    3. repec:kap:pubcho:v:175:y:2018:i:3:d:10.1007_s11127-018-0536-2 is not listed on IDEAS
    4. repec:spr:inrvec:v:65:y:2018:i:3:d:10.1007_s12232-018-0298-7 is not listed on IDEAS

    More about this item

    Keywords

    Democracy; Economic growth; Panel data; Machine learning; Support Vector Machines;

    JEL classification:

    • O11 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Macroeconomic Analyses of Economic Development
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
    • P16 - Economic Systems - - Capitalist Systems - - - Political Economy of Capitalism
    • H11 - Public Economics - - Structure and Scope of Government - - - Structure and Scope of Government
    • C43 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Index Numbers and Aggregation

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