IDEAS home Printed from https://ideas.repec.org/a/bla/kyklos/v61y2008i4p568-598.html
   My bibliography  Save this article

The Principal Components of Growth in the Less Developed Countries

Author

Listed:
  • Derek Headey

Abstract

This paper re‐examines the international evidence on the sources of growth in less developed countries (LDCs) using exploratory factor analysis (EFA). Although EFA was first used in the development context by Adelman and Morris (1967) it has rarely been used since, despite being ideally suited to a context in which a large number of latent factors have been hypothesized to determine growth, and in which an even greater number of imperfectly measured and multicollinear proxies have been used to measure these latent factors. This paper uses EFA to minimize these problems of omitted variables biases, multicollinearity and measurement error, by reducing a large array of hypothesized growth determinants into a parsimonious and non‐collinear set of composite indices. The paper then provides theoretical interpretations of the derived indices, tests their statistical significance and quantitative importance in otherwise conventional growth regressions, and uses these results to reappraise the usefulness of cross‐country empirics in deriving robust, policy‐relevant knowledge of the principal components of growth in LDCs, including the so called ‘economic miracles’.

Suggested Citation

  • Derek Headey, 2008. "The Principal Components of Growth in the Less Developed Countries," Kyklos, Wiley Blackwell, vol. 61(4), pages 568-598, November.
  • Handle: RePEc:bla:kyklos:v:61:y:2008:i:4:p:568-598
    DOI: 10.1111/j.1467-6435.2008.00418.x
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/j.1467-6435.2008.00418.x
    Download Restriction: no

    File URL: https://libkey.io/10.1111/j.1467-6435.2008.00418.x?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Kalemli-Ozcan, Sebnem & Ryder, Harl E. & Weil, David N., 2000. "Mortality decline, human capital investment, and economic growth," Journal of Development Economics, Elsevier, vol. 62(1), pages 1-23, June.
    2. Jonathan Temple & Ludger Wößmann, 2006. "Dualism and cross-country growth regressions," Journal of Economic Growth, Springer, vol. 11(3), pages 187-228, September.
    3. Masters, William A & McMillan, Margaret S, 2001. "Climate and Scale in Economic Growth," Journal of Economic Growth, Springer, vol. 6(3), pages 167-186, September.
    4. Kevin D. Hoover & Stephen J. Perez, 2004. "Truth and Robustness in Cross‐country Growth Regressions," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 66(5), pages 765-798, December.
    5. Easterly, William & Rebelo, Sergio, 1993. "Marginal income tax rates and economic growth in developing countries," European Economic Review, Elsevier, vol. 37(2-3), pages 409-417, April.
    6. Barro, Robert J, 2000. "Inequality and Growth in a Panel of Countries," Journal of Economic Growth, Springer, vol. 5(1), pages 5-32, March.
    7. Jonathan Temple & Paul A. Johnson, 1998. "Social Capability and Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(3), pages 965-990.
    8. Rodrik, Dani, 1999. "Where Did All the Growth Go? External Shocks, Social Conflict, and Growth Collapses," Journal of Economic Growth, Springer, vol. 4(4), pages 385-412, December.
    9. Jonathan Temple, 1999. "The New Growth Evidence," Journal of Economic Literature, American Economic Association, vol. 37(1), pages 112-156, March.
    10. David Dollar & Craig Burnside, 2000. "Aid, Policies, and Growth," American Economic Review, American Economic Association, vol. 90(4), pages 847-868, September.
    11. Edward L. Glaeser & Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer, 2004. "Do Institutions Cause Growth?," Journal of Economic Growth, Springer, vol. 9(3), pages 271-303, September.
    12. Daron Acemoglu & Simon Johnson & James A. Robinson, 2001. "The Colonial Origins of Comparative Development: An Empirical Investigation," American Economic Review, American Economic Association, vol. 91(5), pages 1369-1401, December.
    13. J. Bradford De Long & Lawrence H. Summers, 1991. "Equipment Investment and Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 445-502.
    14. Chris Papageorgiou, 2003. "Distinguishing Between the Effects of Primary and Post‐primary Education on Economic Growth," Review of Development Economics, Wiley Blackwell, vol. 7(4), pages 622-635, November.
    15. Easterly, William & Kremer, Michael & Pritchett, Lant & Summers, Lawrence H., 1993. "Good policy or good luck?: Country growth performance and temporary shocks," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 459-483, December.
    16. Knowles, Stephen & Owen, P. Dorian, 1995. "Health capital and cross-country variation in income per capita in the Mankiw-Romer-Weil model," Economics Letters, Elsevier, vol. 48(1), pages 99-106, April.
    17. Carlsson, Fredrik & Lundstrom, Susanna, 2002. "Economic Freedom and Growth: Decomposing the Effects," Public Choice, Springer, vol. 112(3-4), pages 335-344, September.
    18. Adelman, Irma, 1984. "Beyond export-led growth," World Development, Elsevier, vol. 12(9), pages 937-949, September.
    19. John Luke Gallup & Jeffrey D. Sachs & Andrew Mellinger, 1999. "Geography and Economic Development," CID Working Papers 01A, Center for International Development at Harvard University.
    20. Stephen Knack & Philip Keefer, 1997. "Does Social Capital Have an Economic Payoff? A Cross-Country Investigation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(4), pages 1251-1288.
    21. 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.
    22. Bleaney, Michael & Nishiyama, Akira, 2002. "Explaining Growth: A Contest between Models," Journal of Economic Growth, Springer, vol. 7(1), pages 43-56, March.
    23. Lorenzo Pellegrini & Reyer Gerlagh, 2004. "Corruption's Effect on Growth and its Transmission Channels," Kyklos, Wiley Blackwell, vol. 57(3), pages 429-456, August.
    24. Sachs, Jeffrey D & Warner, Andrew M, 1997. "Sources of Slow Growth in African Economies," Journal of African Economies, Centre for the Study of African Economies, vol. 6(3), pages 335-376, October.
    25. John Luke Gallup & Jeffrey D. Sachs & Andrew Mellinger, 1999. "Geography and Economic Development," CID Working Papers 1, Center for International Development at Harvard University.
    26. Charles I. Jones, 1995. "Time Series Tests of Endogenous Growth Models," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 495-525.
    27. Leamer, Edward E, 1985. "Sensitivity Analyses Would Help," American Economic Review, American Economic Association, vol. 75(3), pages 308-313, June.
    28. 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.
    29. Lee, Jong-Wha, 1995. "Capital goods imports and long-run growth," Journal of Development Economics, Elsevier, vol. 48(1), pages 91-110, October.
    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. 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.
    32. Dani Rodrik, 1998. "Why Do More Open Economies Have Bigger Governments?," Journal of Political Economy, University of Chicago Press, vol. 106(5), pages 997-1032, October.
    33. Kletzer, Kenneth & Bardhan, Pranab, 1987. "Credit markets and patterns of international trade," Journal of Development Economics, Elsevier, vol. 27(1-2), pages 57-70, October.
    34. Deininger, Klaus & Squire, Lyn, 1998. "New ways of looking at old issues: inequality and growth," Journal of Development Economics, Elsevier, vol. 57(2), pages 259-287.
    35. King, Robert G. & Levine, Ross, 1993. "Finance, entrepreneurship and growth: Theory and evidence," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 513-542, December.
    36. Gallup, John & Sachs, Jeffrey, 1999. "Geography and Economic Development," Harvard Institute for International Development (HIID) Papers 294434, Harvard University, Kennedy School of Government.
    37. Kenny, Charles & Williams, David, 2001. "What Do We Know About Economic Growth? Or, Why Don't We Know Very Much?," World Development, Elsevier, vol. 29(1), pages 1-22, January.
    38. Joseph E. Stiglitz & Shahid Yusuf, 2001. "Rethinking the East Asian Miracle," World Bank Publications - Books, The World Bank Group, number 13969, December.
    39. 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.
    40. Unknown, 1961. "The Role of Agriculture in Economic Development," International Journal of Agrarian Affairs, International Association of Agricultural Economists, vol. 3(2), pages 1-1, April.
    41. Stulz, Rene M. & Williamson, Rohan, 2003. "Culture, openness, and finance," Journal of Financial Economics, Elsevier, vol. 70(3), pages 313-349, December.
    42. Robert J. Barro, 2001. "Human Capital and Growth," American Economic Review, American Economic Association, vol. 91(2), pages 12-17, May.
    43. Kristin J. Forbes, 2000. "A Reassessment of the Relationship between Inequality and Growth," American Economic Review, American Economic Association, vol. 90(4), pages 869-887, September.
    44. Derek D. Headey, 2008. "National policies and the sectoral pattern of economic growth," Agricultural Economics, International Association of Agricultural Economists, vol. 38(3), pages 287-299, May.
    45. David E. Bloom & Jeffrey D. Sachs, 1998. "Geography, Demography, and Economic Growth in Africa," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 29(2), pages 207-296.
    46. Gallup, J.L. & Sachs, J.D. & Mullinger, A., 1999. "Geography and Economic Development," Papers 1, Chicago - Graduate School of Business.
    47. Paolo Mauro, 1995. "Corruption and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(3), pages 681-712.
    48. David F. Hendry & Hans‐Martin Krolzig, 2004. "We Ran One Regression," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 66(5), pages 799-810, December.
    49. Harry Seldadyo & Emmanuel Pandu Nugroho & Jakob De Haan, 2007. "Governance and Growth Revisited," Kyklos, Wiley Blackwell, vol. 60(2), pages 279-290, May.
    50. John Luke Gallup & Jeffrey D. Sachs & Andrew D. Mellinger, 1999. "Geography and Economic Development," International Regional Science Review, , vol. 22(2), pages 179-232, August.
    51. Svaleryd, Helena & Vlachos, Jonas, 2002. "Markets for risk and openness to trade: how are they related?," Journal of International Economics, Elsevier, vol. 57(2), pages 369-395, August.
    52. Beck, Thorsten, 2002. "Financial development and international trade: Is there a link?," Journal of International Economics, Elsevier, vol. 57(1), pages 107-131, June.
    53. Adelman, Irma, 1984. "Beyond export-led growth," CUDARE Working Paper Series 309, University of California at Berkeley, Department of Agricultural and Resource Economics and Policy.
    54. James D. Gwartney & Randall G. Holcombe & Robert A. Lawson, 2006. "Institutions and the Impact of Investment on Growth," Kyklos, Wiley Blackwell, vol. 59(2), pages 255-273, May.
    55. Stern, Nicholas, 1991. "The Determinants of Growth," Economic Journal, Royal Economic Society, vol. 101(404), pages 122-133, January.
    56. Stephen Knowles & Paula K. Lorgelly, 2002. "Are educational gender gaps a brake on economic development? Some cross-country empirical evidence," Oxford Economic Papers, Oxford University Press, vol. 54(1), pages 118-149, January.
    57. Sala-i-Martin, Xavier, 1997. "I Just Ran Two Million Regressions," American Economic Review, American Economic Association, vol. 87(2), pages 178-183, May.
    58. Bezemer, Dirk & Headey, Derek, 2008. "Agriculture, Development, and Urban Bias," World Development, Elsevier, vol. 36(8), pages 1342-1364, August.
    59. Bloom, David E & Canning, David & Sevilla, Jaypee, 2003. "Geography and Poverty Traps," Journal of Economic Growth, Springer, vol. 8(4), pages 355-378, December.
    60. David F. Hendry & Hans-Martin Krolzig, 2004. "We Ran One Regression," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 66(5), pages 799-810, December.
    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. Mitra, Aniruddha & Bang, James T. & Wunnava, Phanindra V., 2011. "Financial Liberalization and the Brain Drain: A Panel Data Analysis," IZA Discussion Papers 5953, Institute of Labor Economics (IZA).
    2. Chuanglin Fang & Bo Pang & Haimeng Liu, 2016. "Quantitative Study on the Dynamic Mechanism of Smart Low-Carbon City Development in China," Sustainability, MDPI, vol. 8(6), pages 1-18, May.
    3. Headey, Derek D., 2013. "The global landscape of poverty, food insecurity, and malnutrition, and its implications for agricultural development strategies:," IFPRI discussion papers 1303, International Food Policy Research Institute (IFPRI).

    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. W. A. Naudé, 2004. "The effects of policy, institutions and geography on economic growth in Africa: an econometric study based on cross-section and panel data," Journal of International Development, John Wiley & Sons, Ltd., vol. 16(6), pages 821-849.
    2. Capolupo, Rosa, 2009. "The New Growth Theories and Their Empirics after Twenty Years," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 3, pages 1-72.
    3. Artelaris, Panagiotis & Arvanitidis, Paschalis & Petrakos, George, 2007. "Explaining Knowledge-Based Economic Dynamism in a Global Scale," Papers DYNREG05, Economic and Social Research Institute (ESRI).
    4. Arvanitidis, Paschalis & Petrakos, George & Pavleas, Sotiris, 2007. "Determinants of economic growth: the experts’ view," Papers DYNREG20, Economic and Social Research Institute (ESRI).
    5. Ignacio Amate-Fortes & Almudena Guarnido-Rueda & Agustin Molina-Morales, 2017. "Economic and Social Determinants of Human Development: A New Perspective," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 133(2), pages 561-577, September.
    6. repec:zbw:bofitp:2009_009 is not listed on IDEAS
    7. Fang, Ying & Zhao, Yang, 2009. "Do institutions matter? : Estimating the effect of institutions on economic performance in China," BOFIT Discussion Papers 9/2009, Bank of Finland, Institute for Economies in Transition.
    8. Antoni Estevadeordal & Alan M. Taylor, 2013. "Is the Washington Consensus Dead? Growth, Openness, and the Great Liberalization, 1970s–2000s," The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1669-1690, December.
    9. R Burger & S du Plessis, 2011. "Examining the Robustness of Competing Explanations of Slow Growth in African Countries," Studies in Economics and Econometrics, Taylor & Francis Journals, vol. 35(3), pages 21-47, December.
    10. Jan Fagerberg & Martin Srholec, 2005. "Catching up: What are the Critical Factors for success?," Working Papers on Innovation Studies 20050401, Centre for Technology, Innovation and Culture, University of Oslo.
    11. Artelaris, Panagiotis & Arvanitidis, Paschalis & Petrakos, George, 2006. "Theoretical and Methodological Study on Dynamic Growth Regions and Factors Explaining their Growth Performance," Papers DYNREG02, Economic and Social Research Institute (ESRI).
    12. David Castells-Quintana & Maria del Pilar Lopez-Uribe & Tom McDermott, 2015. "Climate change and the geographical and institutional drivers of economic development," GRI Working Papers 198, Grantham Research Institute on Climate Change and the Environment.
    13. Stimpfle, Alexander & Stadelmann, David, 2015. "The Impact of Fundamental Development Factors on Different Income Groups: International Evidence," VfS Annual Conference 2015 (Muenster): Economic Development - Theory and Policy 113128, Verein für Socialpolitik / German Economic Association.
    14. Gasmi, Farid & Recuero Virto, Laura & Couvet, Denis, 2023. "An empirical analysis of economic growth in countries exposed to coastal risks - Implications for their ecosystems," TSE Working Papers 23-1399, Toulouse School of Economics (TSE).
    15. Mitchener, Kris James & McLean, Ian W, 2003. "The Productivity of US States since 1880," Journal of Economic Growth, Springer, vol. 8(1), pages 73-114, March.
    16. Lopez-Uribe, Maria del Pilar & Castells-Quintana, David & McDermott, Thomas K. J., 2017. "Geography, institutions and development: a review ofthe long-run impacts of climate change," LSE Research Online Documents on Economics 65147, London School of Economics and Political Science, LSE Library.
    17. Ann Owen & Julio Videras & Lewis Davis, 2009. "Do all countries follow the same growth process?," Journal of Economic Growth, Springer, vol. 14(4), pages 265-286, December.
    18. Ying Fang & Yang Zhao, 2013. "Do Institutions Matter? Estimating the Effect of Institutions on Econo- mic Performance in China," Working Papers 2013-10-14, Wang Yanan Institute for Studies in Economics (WISE), Xiamen University.
    19. Steven N. Durlauf & Andros Kourtellos & Chih Ming Tan, 2008. "Empirics of Growth and Development," Chapters, in: Amitava Krishna Dutt & Jaime Ros (ed.), International Handbook of Development Economics, Volumes 1 & 2, volume 0, chapter 3, Edward Elgar Publishing.
    20. Oleg Badunenko & Daniel Henderson & Romain Houssa, 2014. "Significant drivers of growth in Africa," Journal of Productivity Analysis, Springer, vol. 42(3), pages 339-354, December.
    21. Bloom, David E. & Canning, David & Kotschy, Rainer & Prettner, Klaus & Schünemann, Johannes, 2018. "Health and Economic Growth: Reconciling the Micro and Macro Evidence," IZA Discussion Papers 11940, Institute of Labor Economics (IZA).

    More about this item

    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:bla:kyklos:v:61:y:2008:i:4:p:568-598. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www.blackwellpublishing.com/journal.asp?ref=0023-5962 .

    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.