[go: up one dir, main page]
IDEAS home Printed from https://ideas.repec.org/p/wiw/wiwrsa/ersa04p425.html
   My bibliography  Save this paper

Spatial Patterns of Technology Diffusion: An Empirical Analysis Using TFP

Author

Listed:
  • Maria Abreu
  • Henride Groot
  • Raymond Florax
Abstract
We investigate the spatial distribution of TFP growth rates using exploratory spatial data analysis and other spatial econometric techniques. Our sample consists of 73 countries and covers the period 1960-2000. We identify significant positive spatial autocorrelation in TFP growth rates, indicating that high and low values tend to be clustered in space. We also find strong positive spatial autocorrelation in TFP levels, which has increased over the period 1960-2000. This result may be indicative of a tendency towards clustering over time, a conclusion reinforced by our finding of two clusters of high TFP growth rates (in Europe and South East Asia), and two clusters of low TFP growth rates (in the Andean region and Sub-Saharan Africa). We estimate the Nelson and Phelps (1966) model of technology diffusion while allowing for spatial dependence in the error term. Our estimation results suggest that both the growth rate and the level of human capital have an important effect on productivity growth rates. JEL:I2,O4,C21. Keywords: human capital, technology diffusion, spatial econometrics.

Suggested Citation

  • Maria Abreu & Henride Groot & Raymond Florax, 2004. "Spatial Patterns of Technology Diffusion: An Empirical Analysis Using TFP," ERSA conference papers ersa04p425, European Regional Science Association.
    • Handle: RePEc:wiw:wiwrsa:ersa04p425
    as

    Download full text from publisher

    File URL: https://www-sre.wu.ac.at/ersa/ersaconfs/ersa04/PDF/425.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Bin Xu & Jianmao Wang, 1999. "Capital Goods Trade and R&D Spillovers in the OECD," Canadian Journal of Economics, Canadian Economics Association, vol. 32(5), pages 1258-1274, November.
    2. Zoltan J. Acs & Attila Varga, 2008. "Geography, Endogenous Growth, and Innovation," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 12, pages 152-168, Edward Elgar Publishing.
    3. Rachel Griffith & Stephen Redding & John Van Reenen, 2004. "Mapping the Two Faces of R&D: Productivity Growth in a Panel of OECD Industries," The Review of Economics and Statistics, MIT Press, vol. 86(4), pages 883-895, November.
    4. Benhabib, Jess & Spiegel, Mark M., 2005. "Human Capital and Technology Diffusion," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 13, pages 935-966, Elsevier.
    5. Moreno, Ramon & Trehan, Bharat, 1997. "Location and the Growth of Nations," Journal of Economic Growth, Springer, vol. 2(4), pages 399-418, December.
    6. Nicholas Oulton & Sylaja Srinivasan, 2003. "Capital stocks, capital services, and depreciation: an integrated framework," Bank of England working papers 192, Bank of England.
    7. Keller, Wolfgang, 1998. "Are international R&D spillovers trade-related?: Analyzing spillovers among randomly matched trade partners," European Economic Review, Elsevier, vol. 42(8), pages 1469-1481, September.
    8. Mariano Bosch Mossi & Patricio Aroca & Ismael J. FernáNDEZ & Carlos Roberto Azzoni, 2003. "Growth Dynamics and Space in Brazil," International Regional Science Review, , vol. 26(3), pages 393-418, July.
    9. 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.
    10. Douglas Gollin, 2002. "Getting Income Shares Right," Journal of Political Economy, University of Chicago Press, vol. 110(2), pages 458-474, April.
    11. 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.
    12. Karl Whelan, 2002. "Computers, Obsolescence, And Productivity," The Review of Economics and Statistics, MIT Press, vol. 84(3), pages 445-461, August.
    13. Stefano Scarpetta & Andrea Bassanini & Dirk Pilat & Paul Schreyer, 2000. "Economic Growth in the OECD Area: Recent Trends at the Aggregate and Sectoral Level," OECD Economics Department Working Papers 248, OECD Publishing.
    14. Benhabib, Jess & Spiegel, Mark M., 1994. "The role of human capital in economic development evidence from aggregate cross-country data," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 143-173, October.
    15. Harry H. Kelejian & Dennis P. Robinson, 1993. "A Suggested Method Of Estimation For Spatial Interdependent Models With Autocorrelated Errors, And An Application To A County Expenditure Model," Papers in Regional Science, Wiley Blackwell, vol. 72(3), pages 297-312, July.
    16. Maryann P. Feldman & Frank R. Lichtenberg, 1998. "The Impact and Organization of Publicly-Funded Research and development in the European Community," Annals of Economics and Statistics, GENES, issue 49-50, pages 199-222.
    17. Eaton, Jonathan & Kortum, Samuel, 1996. "Trade in ideas Patenting and productivity in the OECD," Journal of International Economics, Elsevier, vol. 40(3-4), pages 251-278, May.
    18. Luc Anselin, 2003. "Spatial Externalities, Spatial Multipliers, And Spatial Econometrics," International Regional Science Review, , vol. 26(2), pages 153-166, April.
    19. Sergio Rey & Brett Montouri, 1999. "US Regional Income Convergence: A Spatial Econometric Perspective," Regional Studies, Taylor & Francis Journals, vol. 33(2), pages 143-156.
    20. María Teresa Ramírez & Ana María Loboguerero, 2002. "Spatial Dependence and Economic Growth: Evidence from a panel of Countries," Borradores de Economia 206, Banco de la Republica de Colombia.
    21. Adam Jaffe & Manuel Trajtenberg, 1999. "International Knowledge Flows: Evidence From Patent Citations," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 8(1-2), pages 105-136.
    22. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
    23. Keller, Wolfgang, 2001. "The Geography and Channels of Diffusion at the World's Technology Frontier," Discussion Paper Series 26140, Hamburg Institute of International Economics.
    24. Cohen, Wesley M & Levinthal, Daniel A, 1989. "Innovation and Learning: The Two Faces of R&D," Economic Journal, Royal Economic Society, vol. 99(397), pages 569-596, September.
    25. Breusch, T S & Pagan, A R, 1979. "A Simple Test for Heteroscedasticity and Random Coefficient Variation," Econometrica, Econometric Society, vol. 47(5), pages 1287-1294, September.
    26. Stephen L. Parente & Edward C. Prescott, 2002. "Barriers to Riches," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262661306, April.
    27. Antonio J. Mora & Esther Vayá & Jordi Suriñach & Enrique López-Bazo, 1999. "original: Regional economic dynamics and convergence in the European Union," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 33(3), pages 343-370.
    28. Bernard Fingleton, 1999. "Estimates of Time to Economic Convergence: An Analysis of Regions of the European Union," International Regional Science Review, , vol. 22(1), pages 5-34, April.
    29. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    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. Корицкий А.В., 2009. "Оценка Влияния Человеческого Капитала На Использование Информационно-Компьютерных Технологий В Регионах России," Creative Economy Креативная экономика, CyberLeninka;Общество с ограниченной ответственностью Издательство «Креативная экономика», issue 7, pages 32-43.
    2. Martinho, Vítor João Pereira Domingues, 2011. "Analysis of spatial effects in vine crop across Portuguese regions," MPRA Paper 33200, University Library of Munich, Germany.
    3. Andrea Caragliu & Peter Nijkamp, 2008. "The Impact of Regional Absorptive Capacity on Spatial Knowledge Spillovers," Tinbergen Institute Discussion Papers 08-119/3, Tinbergen Institute.
    4. Brian Piper, 2014. "Factor-Specific Productivity," Working Papers 1401, Sam Houston State University, Department of Economics and International Business.
    5. Vitor Joao Pereira Domingues Martinho, 2011. "Spatial Effects and Convergence Theory in the Portuguese Situation," Papers 1110.5571, arXiv.org.
    6. Martinho, Vítor João Pereira Domingues, 2011. "A spatial model based on the endogenous growth theory for Portugal. Another analysis," MPRA Paper 33712, University Library of Munich, Germany.
    7. Sánchez Navarro, Dennis, 2012. "Una propuesta metodológica para la definición de mercados geográficos relevantes [A proposed methodology for defining relevant geographic markets]," MPRA Paper 44498, University Library of Munich, Germany.
    8. Sebbesen, Anja, 2023. "Technology Diffusion across Regions," Department of Economics Working Paper Series 337, WU Vienna University of Economics and Business.
    9. Pede, Valerien O. & Florax, Raymond J.G.M. & Lambert, Dayton M., 2014. "Spatial econometric STAR models: Lagrange multiplier tests, Monte Carlo simulations and an empirical application," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 118-128.
    10. Roberta Capello, 2007. "Spatial Spillovers and Regional Growth: A Cognitive Approach," European Planning Studies, Taylor & Francis Journals, vol. 17(5), pages 639-658, December.
    11. Peter Mulder & Raymond J.G.M. Florax & Henri L.F. de Groot, 2011. "A Spatial Perspective on Global Energy Productivity Trends," Chapters, in: Raymond J.G.M. Florax & Henri L.F. de Groot & Peter Mulder (ed.), Improving Energy Efficiency through Technology, chapter 2, Edward Elgar Publishing.
    12. William Mitchell, 2014. "Spatial econometric modelling," Chapters, in: Robert Stimson (ed.), Handbook of Research Methods and Applications in Spatially Integrated Social Science, chapter 17, pages 345-377, Edward Elgar Publishing.
    13. Vitor Joao Pereira Domingues Martinho, 2011. "Spatial Effects and Verdoorn Law in the Portuguese Context," Papers 1110.5573, arXiv.org.
    14. Vitor Joao Pereira Domingues Martinho, 2011. "Spatial Effects in Convergence of Portuguese Product," Papers 1110.5556, arXiv.org.
    15. Esposti, Roberto, 2008. "Why Should Regional Agricultural Productivity Growth Converge? Evidence from Italian Regions," 2008 International Congress, August 26-29, 2008, Ghent, Belgium 43955, European Association of Agricultural Economists.
    16. Martinho, Vítor João Pereira Domingues, 2011. "Spatial autocorrelation and Verdoorn law in the Portuguese nuts III," MPRA Paper 32165, University Library of Munich, Germany.
    17. Brian Piper, 2014. "Growing at Your Neighbor’s Expense? A Spatial examination of growth in the Americas," Working Papers 1402, Sam Houston State University, Department of Economics and International Business.
    18. Resmini, Laura & Nicolini, Marcella, 2007. "Productivity Spillovers and Multinational Enterprises: in Search of a Spatial Dimension," Papers DYNREG10, Economic and Social Research Institute (ESRI).
    19. Martinho, Vítor João Pereira Domingues, 2011. "A spatial model based on the endogenous growth theory for Portugal," MPRA Paper 33711, University Library of Munich, Germany.
    20. Martinho, Vítor João Pereira Domingues, 2011. "Analysis of spatial effects in vine and olive crops across Portuguese regions," MPRA Paper 33201, University Library of Munich, Germany.
    21. Martinho, Vítor João Pereira Domingues, 2011. "A spatial model based on the endogenous growth theory for Portugal. Another approach," MPRA Paper 33713, University Library of Munich, Germany.
    22. Lin, C.-Y. Cynthia, 2010. "A Spatial Econometric Approach to Measuring Pollution Externalities: An Application to Ozone Smog," Journal of Regional Analysis and Policy, Mid-Continent Regional Science Association, vol. 40(1), pages 1-19.
    23. Tomasz Kijek & Anna Matras-Bolibok, 2019. "Spatial Distribution of Total Factor Productivity (TFP) in the EU Regional Scope," European Research Studies Journal, European Research Studies Journal, vol. 0(4), pages 388-397.

    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. Cameron, Gavin & Proudman, James & Redding, Stephen, 2005. "Technological convergence, R&D, trade and productivity growth," European Economic Review, Elsevier, vol. 49(3), pages 775-807, April.
    2. Wolfgang Keller, 2004. "International Technology Diffusion," Journal of Economic Literature, American Economic Association, vol. 42(3), pages 752-782, September.
    3. Cem Ertur & Julie Le Gallo & Catherine Baumont, 2006. "The European Regional Convergence Process, 1980-1995: Do Spatial Regimes and Spatial Dependence Matter?," International Regional Science Review, , vol. 29(1), pages 3-34, January.
    4. Gong, Guan & Keller, Wolfgang, 2003. "Convergence and polarization in global income levels: a review of recent results on the role of international technology diffusion," Research Policy, Elsevier, vol. 32(6), pages 1055-1079, June.
    5. Harald Badinger & Gabriele Tondl, 2003. "Trade, Human Capital and Innovation: The Engines of European Regional Growth in the 1990s," Advances in Spatial Science, in: Bernard Fingleton (ed.), European Regional Growth, chapter 7, pages 215-239, Springer.
    6. Cem Ertur & Thiaw Kalidou, 2005. "Growth and Spatial Dependence - The Mankiw, Romer and Weil model revisited," ERSA conference papers ersa05p660, European Regional Science Association.
    7. Maria Abreu & Henri L.F. de Groot & Raymond J.G.M. Florax, 2004. "Space and Growth," Tinbergen Institute Discussion Papers 04-129/3, Tinbergen Institute.
    8. T. Gries & R. Grundmann & I. Palnau & M. Redlin, 2017. "Innovations, growth and participation in advanced economies - a review of major concepts and findings," International Economics and Economic Policy, Springer, vol. 14(2), pages 293-351, April.
    9. Michael Peneder & Karl Aiginger & Gernot Hutschenreiter & Markus Marterbauer, 2001. "Structural Change and Economic Growth," WIFO Studies, WIFO, number 20668.
    10. 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.
    11. Neil Foster-McGregor, 2012. "Innovation and Technology Transfer across Countries," wiiw Research Reports 380, The Vienna Institute for International Economic Studies, wiiw.
    12. Henry, Michael & Kneller, Richard & Milner, Chris, 2009. "Trade, technology transfer and national efficiency in developing countries," European Economic Review, Elsevier, vol. 53(2), pages 237-254, February.
    13. Edwin Goni & William F. Maloney, 2014. "Why don’t Poor Countries do R&D?," Documentos CEDE 11947, Universidad de los Andes, Facultad de Economía, CEDE.
    14. Cem Ertur & Wilfried Koch, 2008. "A Contribution to the Schumpeterian Growth Theory and Empirics," Post-Print halshs-00327641, HAL.
    15. Mason, Geoff & O'Leary, Brigid & Vecchi, Michela, 2012. "Certified and uncertified skills and productivity growth performance: Cross-country evidence at industry level," Labour Economics, Elsevier, vol. 19(3), pages 351-360.
    16. Hugo Erken & Piet Donselaar & Roy Thurik, 2018. "Total factor productivity and the role of entrepreneurship," The Journal of Technology Transfer, Springer, vol. 43(6), pages 1493-1521, December.
    17. Muhammad Ali & Uwe Cantner & Ipsita Roy, 2017. "Knowledge Spillovers Through FDI and Trade: The Moderating Role of Quality-Adjusted Human Capital," Economic Complexity and Evolution, in: Andreas Pyka & Uwe Cantner (ed.), Foundations of Economic Change, pages 357-391, Springer.
    18. Hashmi, Aamir Rafique, 2007. "Intangible Capital, Barriers to Technology Adoption and Cross-Country Income Differences," MPRA Paper 5729, University Library of Munich, Germany.
    19. Völlmecke, Dominik & Jindra, Björn & Marek, Philipp, 2016. "FDI, human capital and income convergence—Evidence for European regions," Economic Systems, Elsevier, vol. 40(2), pages 288-307.
    20. Johanna Vogel, 2015. "The two faces of R&D and human capital: Evidence from Western European regions," Papers in Regional Science, Wiley Blackwell, vol. 94(3), pages 525-551, August.

    More about this item

    Keywords

    human capital; technology diffusion; spatial econometrics.;
    All these keywords.

    JEL classification:

    • I2 - Health, Education, and Welfare - - Education
    • O4 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models

    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:wiw:wiwrsa:ersa04p425. 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: Gunther Maier (email available below). General contact details of provider: http://www.ersa.org .

    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.