IDEAS home Printed from https://ideas.repec.org/p/upf/upfgen/201.html
   My bibliography  Save this paper

I just ran four million regressions

Author

Listed:
  • Xavier Sala-i-Martin

Abstract

In this paper I try to move away from the Extreme Bounds method of identifying ``robust'' empirical relations in the economic growth literature. Instead of analyzing the extreme bounds of the estimates of the coefficient of a particular variable, I analyze the entire distribution. My claim in this paper is that, if we do this, the picture emerging from the empirical growth literature is not the pessimistic ``Nothing is Robust'' that we get with the extreme bound analysis. Instead, we find that a substantial number of variables can be found to be strongly related to growth.

Suggested Citation

  • Xavier Sala-i-Martin, 1997. "I just ran four million regressions," Economics Working Papers 201, Department of Economics and Business, Universitat Pompeu Fabra.
  • Handle: RePEc:upf:upfgen:201
    as

    Download full text from publisher

    File URL: https://econ-papers.upf.edu/papers/201.pdf
    File Function: Whole Paper
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Jeffrey D. Sachs & Andrew M. Warner, 1995. "Natural Resource Abundance and Economic Growth," NBER Working Papers 5398, National Bureau of Economic Research, Inc.
    2. Barro, Robert J. & Lee, Jong-Wha, 1993. "International comparisons of educational attainment," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 363-394, December.
    3. Stephen Knack & Philip Keefer, 1995. "Institutions And Economic Performance: Cross‐Country Tests Using Alternative Institutional Measures," Economics and Politics, Wiley Blackwell, vol. 7(3), pages 207-227, November.
    4. Robert J. Barro, 1991. "Economic Growth in a Cross Section of Countries," The Quarterly Journal of Economics, Oxford University Press, vol. 106(2), pages 407-443.
    5. 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.
    6. Robert E. Hall & Charles I. Jones, "undated". "The Productivity of Nations," Working Papers 96012, Stanford University, Department of Economics.
    7. 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.
    Full references (including those not matched with items on IDEAS)

    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. Jesús Crespo Cuaresma & Gerhard Reitschuler, 2006. "‘Guns Or Butter?’ Revisited: Robustness And Nonlinearity Issues In The Defense–Growth Nexus," Scottish Journal of Political Economy, Scottish Economic Society, vol. 53(4), pages 523-541, September.
    2. 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.
    3. Sala-i-Martin, Xavier, 1997. "I Just Ran Two Million Regressions," American Economic Review, American Economic Association, vol. 87(2), pages 178-183, May.
    4. John Luke Gallup & Jeffrey D. Sachs & Andrew Mellinger, 1999. "Geography and Economic Development," CID Working Papers 1, Center for International Development at Harvard University.
    5. David Dollar & Craig Burnside, 2000. "Aid, Policies, and Growth," American Economic Review, American Economic Association, vol. 90(4), pages 847-868, September.
    6. Englebert, Pierre, 2000. "Solving the Mystery of the AFRICA Dummy," World Development, Elsevier, vol. 28(10), pages 1821-1835, October.
    7. Nazrul Islam, 2003. "What have We Learnt from the Convergence Debate?," Journal of Economic Surveys, Wiley Blackwell, vol. 17(3), pages 309-362, July.
    8. Clague, Christopher & Keefer, Philip & Knack, Stephen & Olson, Mancur, 1999. "Contract Intensive Money," MPRA Paper 25717, University Library of Munich, Germany.
    9. Harris Dellas & Kevin Hoover, 2003. "Truth and Robustness in Cross-country Growth Regressions," Working Papers 11, University of California, Davis, Department of Economics.
    10. Thibaut Dort & Pierre-Guillaume Méon & Khalid Sekkat, 2014. "Does investment spur growth everywhere? Not where institutions are weak," Post-Print CEB, ULB -- Universite Libre de Bruxelles, vol. 67(4), pages 482-505, October.
    11. Xavier Sala-i-Martin, 2002. "15 Years of New Growth Economics : What Have we Learnt?," Journal Economía Chilena (The Chilean Economy), Central Bank of Chile, vol. 5(2), pages 5-15, August.
    12. Diaz-Bautista, Alejandro, 2002. "The role of telecommunications infrastructure and human capital: Mexico´s economic growth and convergence," ERSA conference papers ersa02p102, European Regional Science Association.
    13. Dauvin, Magali & Guerreiro, David, 2017. "The Paradox of Plenty: A Meta-Analysis," World Development, Elsevier, vol. 94(C), pages 212-231.
    14. Stéphane Straub, 2000. "Empirical Determinants of Good Institutions: Do We Know Anything?," Research Department Publications 4215, Inter-American Development Bank, Research Department.
    15. 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.
    16. Ibarra, Raul & Trupkin, Danilo R., 2016. "Reexamining the relationship between inflation and growth: Do institutions matter in developing countries?," Economic Modelling, Elsevier, vol. 52(PB), pages 332-351.
    17. Ilkhom SHARIPOV, 2016. "ECONOMIC GROWTH IN THE EU’S EaP COUNTRIES: DETERMINANTS AND PROSPECTS," EURINT, Centre for European Studies, Alexandru Ioan Cuza University, vol. 3, pages 169-187.
    18. Rania S. Miniesy & Mariam AbdelKarim, 2021. "Generalized Trust and Economic Growth: The Nexus in MENA Countries," Economies, MDPI, vol. 9(1), pages 1-22, March.
    19. Easterly, William & Loayza, Norman & Montiel, Peter, 1997. "Has Latin America's post-reform growth been disappointing?," Journal of International Economics, Elsevier, vol. 43(3-4), pages 287-311, November.
    20. 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.

    More about this item

    Keywords

    Economic growth; growth regressions; empirical determinants of economic growth;
    All these keywords.

    JEL classification:

    • O51 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - U.S.; Canada
    • O52 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Europe
    • O53 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Asia including Middle East

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:upf:upfgen:201. See general information about how to correct material in RePEc.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: . General contact details of provider: http://www.econ.upf.edu/ .

    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: The email address of this maintainer does not seem to be valid anymore. Please ask the person in charge to update the entry or send us the correct address (email available below). General contact details of provider: http://www.econ.upf.edu/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service hosted by the Research Division of the Federal Reserve Bank of St. Louis . RePEc uses bibliographic data supplied by the respective publishers.