IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/4823.html
   My bibliography  Save this paper

With or Without U? - The appropriate test for a U shaped relationship

Author

Listed:
  • Lind, Jo Thori
  • Mehlum, Halvor

Abstract

Non-linear relationships are common in economic theory, and such relationships are also frequently tested empirically. We argue that the usual test of non-linear relationships is flawed, and derive the appropriate test for a U shaped relationship. Our test gives the exact necessary and sufficient conditions for the test of a U shape in both finite samples and for a large class of models.

Suggested Citation

  • Lind, Jo Thori & Mehlum, Halvor, 2007. "With or Without U? - The appropriate test for a U shaped relationship," MPRA Paper 4823, University Library of Munich, Germany.
  • Handle: RePEc:pra:mprapa:4823
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/4823/1/MPRA_paper_4823.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Valentino Dardanoni & Antonio Forcina, 1999. "Inference for Lorenz curve orderings," Econometrics Journal, Royal Economic Society, vol. 2(1), pages 49-75.
    2. Gene M. Grossman & Alan B. Krueger, 1995. "Economic Growth and the Environment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 353-377.
    3. Jean Imbs & Romain Wacziarg, 2003. "Stages of Diversification," American Economic Review, American Economic Association, vol. 93(1), pages 63-86, March.
    4. Abdul Abiad & Ashoka Mody, 2005. "Financial Reform: What Shakes It? What Shapes It?," American Economic Review, American Economic Association, vol. 95(1), pages 66-88, March.
    5. Sebnem Kalemli-Ozcan & Bent E. Sørensen & Oved Yosha, 2003. "Risk Sharing and Industrial Specialization: Regional and International Evidence," American Economic Review, American Economic Association, vol. 93(3), pages 903-918, June.
    6. Terra G. Mckinnish, 2004. "Occupation, Sex-Integration, and Divorce," American Economic Review, American Economic Association, vol. 94(2), pages 322-325, May.
    7. Joseph G. Hirschberg & Jenny N. Lye, 2004. "Inferences for the Extremum of Quadratic Regression Models," Department of Economics - Working Papers Series 906, The University of Melbourne.
    8. David L. Carr & James R. Markusen & Keith E. Maskus, 2021. "Estimating The Knowledge-Capital Model of the Multinational Enterprise," World Scientific Book Chapters, in: BROADENING TRADE THEORY Incorporating Market Realities into Traditional Models, chapter 5, pages 95-110, World Scientific Publishing Co. Pte. Ltd..
    9. Hilary Sigman, 2002. "International Spillovers and Water Quality in Rivers: Do Countries Free Ride?," American Economic Review, American Economic Association, vol. 92(4), pages 1152-1159, September.
    10. Philippe Aghion & Nick Bloom & Richard Blundell & Rachel Griffith & Peter Howitt, 2005. "Competition and Innovation: an Inverted-U Relationship," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 701-728.
    11. Chambers, Dustin, 2007. "Trading places: Does past growth impact inequality?," Journal of Development Economics, Elsevier, vol. 82(1), pages 257-266, January.
    12. Philippe Aghion & Rachel Griffith & Peter Howitt, 2006. "Vertical Integration and Competition," American Economic Review, American Economic Association, vol. 96(2), pages 97-102, May.
    13. Abdul Abiad & Ashoka Mody, 2005. "Financial Reform: What Shakes It? What Shapes It?," American Economic Review, American Economic Association, vol. 95(1), pages 66-88, March.
    14. Hegre, Håvard, 2001. "Toward a Democratic Civil Peace? Democracy, Political Change, and Civil War, 1816–1992," American Political Science Review, Cambridge University Press, vol. 95(1), pages 33-48, March.
    15. Selden Thomas M. & Song Daqing, 1994. "Environmental Quality and Development: Is There a Kuznets Curve for Air Pollution Emissions?," Journal of Environmental Economics and Management, Elsevier, vol. 27(2), pages 147-162, September.
    16. Sebnem Kalemli-Ozcan & Bent E. Sørensen & Oved Yosha, 1999. "Risk Sharing and Industrial Specialization: Regional and International Evidence," Working Papers 99-16, Brown University, Department of Economics.
    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. Nasreen, Samia & Mahalik, Mantu Kumar & Shahbaz, Muhammad & Abbas, Qaisar, 2020. "How do financial globalization, institutions and economic growth impact financial sector development in European countries?," Research in International Business and Finance, Elsevier, vol. 54(C).
    2. Miklos Koren & Silvana Tenreyro, 2003. "Diversification and development," Working Papers 03-3, Federal Reserve Bank of Boston.
    3. M. Shahe Emran & Forhad Shilpi, 2012. "The extent of the market and stages of agricultural specialization," Canadian Journal of Economics, Canadian Economics Association, vol. 45(3), pages 1125-1153, August.
    4. Ṣebnem Kalemli-Özcan & Bent E. Sorensen & Oved Yosha, 1999. "Industrial specialization and the asymmetry of shocks across regions," Research Working Paper 99-06, Federal Reserve Bank of Kansas City.
    5. Gancia, Gino & Zilibotti, Fabrizio, 2005. "Horizontal Innovation in the Theory of Growth and Development," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 3, pages 111-170, Elsevier.
    6. Aleksandra Parteka, 2010. "Employment and export specialisation along the development path: some robust evidence," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 145(4), pages 615-640, January.
    7. Toni Mora & Rosina Moreno, 2010. "Specialisation changes in European regions: the role played by externalities across regions," Journal of Geographical Systems, Springer, vol. 12(3), pages 311-334, September.
    8. Brulhart, Marius & Traeger, Rolf, 2005. "An account of geographic concentration patterns in Europe," Regional Science and Urban Economics, Elsevier, vol. 35(6), pages 597-624, November.
    9. Ruoff, Gabi, 2008. "Grow rich and clean up later? International assistance and the provision of environmental quality in low- and middle-income countries," Proceedings of the German Development Economics Conference, Zurich 2008 37, Verein für Socialpolitik, Research Committee Development Economics.
    10. Catia Batista & Jacques Potin, 2007. "Stages of diversification and specialization in an Heckscher-Ohlin world, 1976-2000," Economics Series Working Papers 356, University of Oxford, Department of Economics.
    11. Shang-Jin Wei & Ms. Genevieve Boyreau-Debray, 2004. "Can China Grow Faster? A Diagnosis of the Fragmentation of Its Domestic Capital Market," IMF Working Papers 2004/076, International Monetary Fund.
    12. Wei, Shang-Jin & Boyreau-Debray, Genevieve, 2004. "Pitfalls of a State-Dominated Financial System: The Case of China," CEPR Discussion Papers 4471, C.E.P.R. Discussion Papers.
    13. Du, Julan & He, Qing & Zhang, Ce, 2022. "Risk sharing and industrial specialization in China," Journal of Comparative Economics, Elsevier, vol. 50(2), pages 599-626.
    14. Eswar S. Prasad & Kenneth Rogoff & Shang-Jin Wei & M. Ayhan Kose, 2007. "Financial Globalization, Growth and Volatility in Developing Countries," NBER Chapters, in: Globalization and Poverty, pages 457-516, National Bureau of Economic Research, Inc.
    15. Sebnem Kalemli-Ozcan & Bent E. Sørensen & Oved Yosha, 1999. "Risk Sharing and Industrial Specialization: Regional and International Evidence," Working Papers 99-16, Brown University, Department of Economics.
    16. Mr. Rodney Ramcharan, 2005. "How Big Are the Benefits of Economic Diversification? Evidence from Earthquakes," IMF Working Papers 2005/048, International Monetary Fund.
    17. Bai, Chong-En & Tao, Zhigang & Tong, Yueting Sarah, 2008. "Bureaucratic integration and regional specialization in China," China Economic Review, Elsevier, vol. 19(2), pages 308-319, June.
    18. Miklós Koren, 2003. "Financial Globalization, Portfolio Diversification, and the Pattern of International Trade," IMF Working Papers 2003/233, International Monetary Fund.
    19. Kalemli-Ozcan, Sebnem & Sorensen, Bent E. & Yosha, Oved, 2001. "Economic integration, industrial specialization, and the asymmetry of macroeconomic fluctuations," Journal of International Economics, Elsevier, vol. 55(1), pages 107-137, October.
    20. Carlos A. Flores, 2007. "Estimation of Dose-Response Functions and Optimal Doses with a Continuous Treatment," Working Papers 0707, University of Miami, Department of Economics.

    More about this item

    Keywords

    U shape; hypothesis test; Kuznets curve; Fieller interval;
    All these keywords.

    JEL classification:

    • C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Hypothesis Testing: General
    • C20 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - General

    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:pra:mprapa:4823. 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: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.html .

    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.