IDEAS home Printed from https://ideas.repec.org/p/gue/guelph/2007-1.html
   My bibliography  Save this paper

Nonlinearities in Economic Growth: A Semiparametric Approach applied to Information Technology data

Author

Listed:
  • Elena Ketteni

    (University of Cyprus)

  • Theofanis P. Mamuneas

    (University of Cyprus)

  • Thanasis Stengos

    (University of Guelph)

Abstract

The purpose of this paper is to examine the Information and Communication Technology (ICT) capital-economic growth nexus, taking into consideration the previously documented nonlinear relationship between initial income and human capital on the one hand and economic growth on the other. We apply nonparametric techniques for a number of OECD countries for the period 1980-2004. Specification tests provide evidence in favor of the semiparametric specification in which initial income, human capital and ICT capital enter nonlinearly.

Suggested Citation

  • Elena Ketteni & Theofanis P. Mamuneas & Thanasis Stengos, 2007. "Nonlinearities in Economic Growth: A Semiparametric Approach applied to Information Technology data," Working Papers 0701, University of Guelph, Department of Economics and Finance.
    • Handle: RePEc:gue:guelph:2007-1
    as

    Download full text from publisher

    File URL: http://www.uoguelph.ca/economics/repec/workingpapers/2007/2007-01.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Nehru, Vikram & Swanson, Eric & Dubey, Ashutosh, 1995. "A new database on human capital stock in developing and industrial countries: Sources, methodology, and results," Journal of Development Economics, Elsevier, vol. 46(2), pages 379-401, April.
    2. Susanto Basu & John G. Fernald & Nicholas Oulton & Sylaja Srinivasan, 2003. "The Case of the Missing Productivity Growth: Or, Does Information Technology Explain why Productivity Accelerated in the US but not the UK?," NBER Working Papers 10010, National Bureau of Economic Research, Inc.
    3. Robinson, Peter M, 1988. "Root- N-Consistent Semiparametric Regression," Econometrica, Econometric Society, vol. 56(4), pages 931-954, July.
    4. Hal R. Varian, 2001. "High-technology industries and market structure," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 65-101.
    5. Berndt, Ernst R. & Morrison, Catherine J., 1995. "High-tech capital formation and economic performance in U.S. manufacturing industries An exploratory analysis," Journal of Econometrics, Elsevier, vol. 65(1), pages 9-43, January.
    6. Robert J. Gordon, 2000. "Does the "New Economy" Measure Up to the Great Inventions of the Past?," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 49-74, Fall.
    7. Fan, Y. & Li, Q. & Stengos, T., 1992. "Root-Consistent Semiparametric Regression with Conditionally Heteroskedastic Disturbances," Working Papers 1992-17, University of Guelph, Department of Economics and Finance.
    8. Durlauf, Steven N & Johnson, Paul A, 1995. "Multiple Regimes and Cross-Country Growth Behaviour," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 10(4), pages 365-384, Oct.-Dec..
    9. Galor, Oded, 2005. "From Stagnation to Growth: Unified Growth Theory," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 4, pages 171-293, Elsevier.
    10. Barro, Robert J & Lee, Jong-Wha, 2001. "International Data on Educational Attainment: Updates and Implications," Oxford Economic Papers, Oxford University Press, vol. 53(3), pages 541-563, July.
    11. Fan, Yanqin & Li, Qi, 1996. "Consistent Model Specification Tests: Omitted Variables and Semiparametric Functional Forms," Econometrica, Econometric Society, vol. 64(4), pages 865-890, July.
    12. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    13. Catherine J. Morrison, 2000. "Assessing The Productivity Of Information Technology Equipment In U.S. Manufacturing Industries," The Review of Economics and Statistics, MIT Press, vol. 79(3), pages 471-481, August.
    14. Bruce E. Hansen, 2000. "Sample Splitting and Threshold Estimation," Econometrica, Econometric Society, vol. 68(3), pages 575-604, May.
    15. Dale W. Jorgenson, 2001. "Information Technology and the U.S. Economy," Higher School of Economics Economic Journal Экономический журнал Высшей школы экономики, CyberLeninka;Федеральное государственное автономное образовательное учреждение высшего образования «Национальный исследовательский университет «Высшая школа экономики», vol. 5(1), pages 3-34.
    16. Kalaitzidakis, Pantelis & Mamuneas, Theofanis P. & Savvides, Andreas & Stengos, Thanasis, 2001. "Measures of Human Capital and Nonlinearities in Economic Growth," Journal of Economic Growth, Springer, vol. 6(3), pages 229-254, September.
    17. Kevin J. Stiroh & Dale W. Jorgenson, 1999. "Information Technology and Growth," American Economic Review, American Economic Association, vol. 89(2), pages 109-115, May.
    18. Stiroh, Kevin J, 1998. "Computers, Productivity, and Input Substitution," Economic Inquiry, Western Economic Association International, vol. 36(2), pages 175-191, April.
    19. Donald Siegel, 1997. "The Impact Of Computers On Manufacturing Productivity Growth: A Multiple-Indicators, Multiple-Causes Approach," The Review of Economics and Statistics, MIT Press, vol. 79(1), pages 68-78, February.
    20. Li, Q. & Wang, Suojin, 1998. "A simple consistent bootstrap test for a parametric regression function," Journal of Econometrics, Elsevier, vol. 87(1), pages 145-165, August.
    21. Theofanis P. Mamuneas & Andreas Savvides & Thanasis Stengos, 2006. "Economic development and the return to human capital: a smooth coefficient semiparametric approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(1), pages 111-132, January.
    22. Fan, J. & Härdle, Wolfgang & Mammen, Enno, 1996. "Direct estimation of low dimensional components in additive models," SFB 373 Discussion Papers 1996,17, Humboldt University of Berlin, Interdisciplinary Research Project 373: Quantification and Simulation of Economic Processes.
    23. Oded Galor, 2011. "Unified Growth Theory," Economics Books, Princeton University Press, edition 1, number 9477.
    24. Winford H. Masanjala & Chris Papageorgiou, 2004. "The Solow model with CES technology: nonlinearities and parameter heterogeneity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(2), pages 171-201.
    25. Kevin J. Stiroh, 2002. "Information Technology and the U.S. Productivity Revival: What Do the Industry Data Say?," American Economic Review, American Economic Association, vol. 92(5), pages 1559-1576, December.
    26. Andros Kourtellos, 2011. "Modeling parameter heterogeneity in cross-country regression models," University of Cyprus Working Papers in Economics 11-2011, University of Cyprus Department of Economics.
    27. P. Biscourp & B. Crépon & T. Heckel & N. Riedinger, 2002. "How do firms respond to cheaper computers? Microeconometric evidence for France based on a production function approach," Documents de Travail de la DESE - Working Papers of the DESE g2002-05, Institut National de la Statistique et des Etudes Economiques, DESE.
    28. Adonis Yatchew, 1998. "Nonparametric Regression Techniques in Economics," Journal of Economic Literature, American Economic Association, vol. 36(2), pages 669-721, June.
    29. Nicola Matteucci & Mary O'Mahony & Catherine Robinson & Thomas Zwick, 2005. "Productivity, Workplace Performance And Ict: Industry And Firm‐Level Evidence For Europe And The Us," Scottish Journal of Political Economy, Scottish Economic Society, vol. 52(3), pages 359-386, July.
    30. Liu, Zhenjuan & Stengos, Thanasis, 1999. "Non-linearities in Cross-Country Growth Regressions: A Semiparametric Approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 14(5), pages 527-538, Sept.-Oct.
    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. Elena Ketteni & Constantina Kottaridi & Theofanis Mamuneas, 2015. "Information and communication technology and foreign direct investment: interactions and contributions to economic growth," Empirical Economics, Springer, vol. 48(4), pages 1525-1539, June.
    2. Zhang, Xiaobei & Li, Haizheng & Wang, Xiaojun & Fleisher, Belton M., 2019. "Human Capital and the Economic Convergence Mechanism: Evidence from China," IZA Discussion Papers 12224, Institute of Labor Economics (IZA).
    3. Po-Chin Wu & Shiao-Yen Liu & Tsai-Yuan Huang, 2017. "Non-linear Growth-Determinants Nexus: The Role of Sovereign Debt," Hacienda Pública Española / Review of Public Economics, IEF, vol. 222(3), pages 43-63, September.
    4. Vahagn Jerbashian & Anna Kochanova, 2016. "The impact of doing business regulations on investments in ICT," Empirical Economics, Springer, vol. 50(3), pages 991-1008, May.
    5. Ketteni, Elena & Kottaridi, Constantina, 2019. "The impact of regulations on the FDI-growth nexus within the institution-based view: A nonlinear specification with varying coefficients," International Business Review, Elsevier, vol. 28(3), pages 415-427.
    6. Daniel J. Henderson, 2010. "A test for multimodality of regression derivatives with application to nonparametric growth regressions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 25(3), pages 458-480.
    7. Zhang, Xiaobei & Wang, Xiaojun, 2021. "Measures of human capital and the mechanics of economic growth," China Economic Review, Elsevier, vol. 68(C).
    8. Henderson, Daniel J. & Papageorgiou, Chris & Parmeter, Christopher F., 2008. "Are any growth theories linear? Why we should care about what the evidence tells us," MPRA Paper 8767, University Library of Munich, Germany.
    9. Tsionas, Mike G. & Polemis, Michael L., 2019. "On the estimation of total factor productivity: A novel Bayesian non-parametric approach," European Journal of Operational Research, Elsevier, vol. 277(3), pages 886-902.
    10. Liao, Hailin & Wang, Bin & Li, Baibing & Weyman-Jones, Tom, 2016. "ICT as a general-purpose technology: The productivity of ICT in the United States revisited," Information Economics and Policy, Elsevier, vol. 36(C), pages 10-25.
    11. Aurangzeb Zeb & Thanasis Stengos, 2013. "The Role of Foreign Direct Investment (FDI) in a Dualistic Growth Framework: An Application of Smooth Coefficient Semi-parametric Approach," Working Paper series 55_13, Rimini Centre for Economic Analysis.
    12. Elena Ketteni & Theofanis Mamuneas & Panos Pashardes, 2013. "ICT and Energy Use: Patterns of Substitutability and Complementarity in Production," Cyprus Economic Policy Review, University of Cyprus, Economics Research Centre, vol. 7(1), pages 63-86, June.
    13. Ketteni, Elena & Mamuneas, Theofanis & Stengos, Thanasis, 2011. "The Effect Of Information Technology And Human Capital On Economic Growth," Macroeconomic Dynamics, Cambridge University Press, vol. 15(5), pages 595-615, November.
    14. Azomahou, Theophile & Diene, Mbaye, 2012. "Income polarization and innovation: Evidence from African economies," MERIT Working Papers 2012-048, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    15. Rosa Bernardini Papalia & Silvia Bertarelli, 2013. "Nonlinearities in economic growth and club convergence," Empirical Economics, Springer, vol. 44(3), pages 1171-1202, June.
    16. Mendieta, Rodrigo & Ontaneda, Diego & Pontarollo, Nicola, 2019. "Canton growth in Ecuador and the role of spatial heterogeneity," Revista CEPAL, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), December.
    17. Lee, Chi-Chuan & Lee, Chien-Chiang & Chiou, Yan-Yu, 2017. "Insurance activities, globalization, and economic growth: New methods, new evidence," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 51(C), pages 155-170.
    18. Chien-Chiang Lee & Mei-Ping Chen & Wenmin Wu & Wenwu Xing, 2021. "The impacts of ICTs on tourism development: International evidence based on a panel quantile approach," Information Technology & Tourism, Springer, vol. 23(4), pages 509-547, December.
    19. Mustafa Koroglu, 2019. "Growth and Debt: An Endogenous Smooth Coefficient Approach," JRFM, MDPI, vol. 12(1), pages 1-22, February.
    20. Stolzenburg, Ulrich, 2014. "Growth determinants across time and space: A semiparametric panel data approach," Economics Working Papers 2014-11, Christian-Albrechts-University of Kiel, Department of Economics.

    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. Ketteni, Elena & Mamuneas, Theofanis & Stengos, Thanasis, 2011. "The Effect Of Information Technology And Human Capital On Economic Growth," Macroeconomic Dynamics, Cambridge University Press, vol. 15(5), pages 595-615, November.
    2. Kottaridi, Constantina & Stengos, Thanasis, 2010. "Foreign direct investment, human capital and non-linearities in economic growth," Journal of Macroeconomics, Elsevier, vol. 32(3), pages 858-871, September.
    3. Elena Ketteni, 2009. "Information technology and economic performance in U.S industries," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 42(3), pages 844-865, August.
    4. Thanasis Stengos & Andreas Savvides & Theofanis Mamuneas & Elena Ketteni, 2007. "Is the Financial Development and Economic Growth Relationship Nonlinear?," Economics Bulletin, AccessEcon, vol. 15(14), pages 1-12.
    5. Elena Ketteni & Constantina Kottaridi & Theofanis Mamuneas, 2015. "Information and communication technology and foreign direct investment: interactions and contributions to economic growth," Empirical Economics, Springer, vol. 48(4), pages 1525-1539, June.
    6. Elena Ketteni & Theofanis Mamuneas & Panos Pashardes, 2013. "ICT and Energy Use: Patterns of Substitutability and Complementarity in Production," Cyprus Economic Policy Review, University of Cyprus, Economics Research Centre, vol. 7(1), pages 63-86, June.
    7. 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.
    8. Zhang, Xiaobei & Wang, Xiaojun, 2021. "Measures of human capital and the mechanics of economic growth," China Economic Review, Elsevier, vol. 68(C).
    9. Michael S. Delgado & Daniel J. Henderson & Christopher F. Parmeter, 2014. "Does Education Matter for Economic Growth?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 76(3), pages 334-359, June.
    10. Kourtellos, Andros & Tan, Chih Ming & Zhang, Xiaobo, 2007. "Is the relationship between aid and economic growth nonlinear?," Journal of Macroeconomics, Elsevier, vol. 29(3), pages 515-540, September.
    11. Daniel J. Henderson, 2010. "A test for multimodality of regression derivatives with application to nonparametric growth regressions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 25(3), pages 458-480.
    12. Chris Papageorgiou & Petia Stoytcheva, 2005. "What Do We Know About the Impact of AIDS on Cross-Country Income So Far?," Departmental Working Papers 2005-01, Department of Economics, Louisiana State University.
    13. Gunnarsson, Gudmundur & Mellander, Erik & Savvidou, Eleni, 2004. "Human capital is the key to the IT productivity paradox," Working Paper Series 2004:13, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    14. Ketteni, Elena & Kottaridi, Constantina, 2019. "The impact of regulations on the FDI-growth nexus within the institution-based view: A nonlinear specification with varying coefficients," International Business Review, Elsevier, vol. 28(3), pages 415-427.
    15. Qi Li & Jeffrey Scott Racine, 2006. "Nonparametric Econometrics: Theory and Practice," Economics Books, Princeton University Press, edition 1, volume 1, number 8355.
    16. Andros Kourtellos, 2011. "Modeling parameter heterogeneity in cross-country regression models," University of Cyprus Working Papers in Economics 11-2011, University of Cyprus Department of Economics.
    17. Andros Kourtellos, 2002. "Modeling Parameter Heterogeneity in Cross Country Growth Regression Models," University of Cyprus Working Papers in Economics 0212, University of Cyprus Department of Economics.
    18. Chih Ming Tan, 2010. "No one true path: uncovering the interplay between geography, institutions, and fractionalization in economic development," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 25(7), pages 1100-1127, November/.
    19. Andreas Savvides & Theofanis P. Mamuneas & Thanasis Stengos, 2006. "Economic development and the return to human capital: a smooth coefficient semiparametric approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(1), pages 111-132.
    20. Lin, Shu-Chin & (River) Huang, Ho-Chuan & Weng, Hsiao-Wen, 2006. "A semi-parametric partially linear investigation of the Kuznets' hypothesis," Journal of Comparative Economics, Elsevier, vol. 34(3), pages 634-647, September.

    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:gue:guelph:2007-1. 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: Stephen Kosempel (email available below). General contact details of provider: https://edirc.repec.org/data/degueca.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.