IDEAS home Printed from https://ideas.repec.org/p/cfe/wpcefa/2018_03.html
   My bibliography  Save this paper

Stepping on toes in the production of knowledge: A Meta-Regression Analys

Author

Listed:
  • Tiago Sequeira

    (Universidade da Beira Interior and CEFAGE-UBI)

  • Pedro Cunha Neves

    (Universidade da Beira Interior and CEFAGE-UBI)

Abstract

Decreasing returns to scale in physical resources in the knowledge production function have been widely considered in the economic growth literature. However, given the heterogeneity of empirical results, it is difficult to access its accurate value. We provide a quantitative meta-analysis of the value of the decreasing returns to physical resources in the knowledge production function (stepping-on-toes effect). This has important policy implications regarding the subsidization of R&D activities and policy measures to facilitate the diffusion of knowledge. We conclude that there is some evidence of publication bias. Moreover, the average size-effect is quite small, around 0.2, which implies a high stepping-on-toes effect. This value tends to be higher when variables linked with international linkages are present, resources allocated to R&D are measured by labour, the knowledge pool is proxied by population, and instrumental variable estimation techniques are employed. On the contrary, the average returns to scale estimate decreases when resources allocated to R&D are measured by population and when only rich countries are included in the sample.

Suggested Citation

  • Tiago Sequeira & Pedro Cunha Neves, 2018. "Stepping on toes in the production of knowledge: A Meta-Regression Analys," CEFAGE-UE Working Papers 2018_03, University of Evora, CEFAGE-UE (Portugal).
  • Handle: RePEc:cfe:wpcefa:2018_03
    as

    Download full text from publisher

    File URL: http://www.cefage.uevora.pt/en/content/download/7168/88047/version/1/file/2018_03.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Stanley, T.D. & Doucouliagos, Chris & Jarrell, Stephen B., 2008. "Meta-regression analysis as the socio-economics of economics research," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 37(1), pages 276-292, February.
    2. A. Minniti & F. Venturini, 2014. "R&D Policy and Schumpeterian Growth: Theory and Evidence," Working Papers wp945, Dipartimento Scienze Economiche, Universita' di Bologna.
    3. Crepon, B. & Duguet, E. & Mairesse, J., 1998. "Research Investment, Innovation and Productivity: An Econometric Analysis at the Firm Level," Papiers d'Economie Mathématique et Applications 98.15, Université Panthéon-Sorbonne (Paris 1).
    4. Hulya Ulku, 2007. "R&D, innovation and output: evidence from OECD and nonOECD countries," Applied Economics, Taylor & Francis Journals, vol. 39(3), pages 291-307.
    5. Card, David & Krueger, Alan B, 1995. "Time-Series Minimum-Wage Studies: A Meta-analysis," American Economic Review, American Economic Association, vol. 85(2), pages 238-243, May.
    6. James B. Ang & Jakob B. Madsen, 2011. "Can Second-Generation Endogenous Growth Models Explain the Productivity Trends and Knowledge Production in the Asian Miracle Economies?," The Review of Economics and Statistics, MIT Press, vol. 93(4), pages 1360-1373, November.
    7. Jaffe, Adam B, 1986. "Technological Opportunity and Spillovers of R&D: Evidence from Firms' Patents, Profits, and Market Value," American Economic Review, American Economic Association, vol. 76(5), pages 984-1001, December.
    8. Jones, Charles I & Williams, John C, 2000. "Too Much of a Good Thing? The Economics of Investment in R&D," Journal of Economic Growth, Springer, vol. 5(1), pages 65-85, March.
    9. Nicholas Bloom & Mark Schankerman & John Van Reenen, 2013. "Identifying Technology Spillovers and Product Market Rivalry," Econometrica, Econometric Society, vol. 81(4), pages 1347-1393, July.
    10. Chris (hristos) Doucouliagos & Patrice Laroche, 2009. "Unions and Profits: A Meta-Regression Analysis," Post-Print hal-02138153, HAL.
    11. Marios Zachariadis, 2003. "R&D, innovation, and technological progress: a test of the Schumpeterian framework without scale effects," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 36(3), pages 566-586, August.
    12. Kul B. Luintel & Mosahid Khan, 2009. "Heterogeneous ideas production and endogenous growth: an empirical investigation," Canadian Journal of Economics, Canadian Economics Association, vol. 42(3), pages 1176-1205, August.
    13. Laura Bottazzi & Giovanni Peri, 2007. "The International Dynamics of R&D and Innovation in the Long Run and in The Short Run," Economic Journal, Royal Economic Society, vol. 117(518), pages 486-511, March.
    14. Madsen, Jakob B., 2016. "Health, Human Capital Formation And Knowledge Production: Two Centuries Of International Evidence," Macroeconomic Dynamics, Cambridge University Press, vol. 20(4), pages 909-953, June.
    15. Jaffe, Adam B, 1989. "Real Effects of Academic Research," American Economic Review, American Economic Association, vol. 79(5), pages 957-970, December.
    16. Venturini, Francesco, 2012. "Looking into the black box of Schumpeterian growth theories: An empirical assessment of R&D races," European Economic Review, Elsevier, vol. 56(8), pages 1530-1545.
    17. Neves, Pedro Cunha & Sequeira, Tiago Neves, 2018. "Spillovers in the production of knowledge: A meta-regression analysis," Research Policy, Elsevier, vol. 47(4), pages 750-767.
    18. Michael E. Porter & Scott Stern, 2000. "Measuring the "Ideas" Production Function: Evidence from International Patent Output," NBER Working Papers 7891, National Bureau of Economic Research, Inc.
    19. Ang, James B. & Madsen, Jakob B., 2015. "What Drives Ideas Production Across The World?," Macroeconomic Dynamics, Cambridge University Press, vol. 19(1), pages 79-115, January.
    20. T. D. Stanley, 2005. "Beyond Publication Bias," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 309-345, July.
    21. Cabrer-Borras, Bernardi & Serrano-Domingo, Guadalupe, 2007. "Innovation and R&D spillover effects in Spanish regions: A spatial approach," Research Policy, Elsevier, vol. 36(9), pages 1357-1371, November.
    22. Ugur, Mehmet & Trushin, Eshref & Solomon, Edna & Guidi, Francesco, 2016. "R&D and productivity in OECD firms and industries: A hierarchical meta-regression analysis," Research Policy, Elsevier, vol. 45(10), pages 2069-2086.
    23. Bruno Crepon & Emmanuel Duguet & Jacques Mairesse, 1998. "Research, Innovation And Productivity: An Econometric Analysis At The Firm Level," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 7(2), pages 115-158.
    24. Argentino Pessoa, 2005. "“Ideas” driven growth: the OECD evidence," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 4(1), pages 46-67, April.
    25. Chris Doucouliagos, 2005. "Publication Bias in the Economic Freedom and Economic Growth Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 367-387, July.
    26. Furman, Jeffrey L. & Porter, Michael E. & Stern, Scott, 2002. "The determinants of national innovative capacity," Research Policy, Elsevier, vol. 31(6), pages 899-933, August.
    27. Jakob Madsen, 2008. "Semi-endogenous versus Schumpeterian growth models: testing the knowledge production function using international data," Journal of Economic Growth, Springer, vol. 13(1), pages 1-26, March.
    28. Hu, Mei-Chih & Mathews, John A., 2005. "National innovative capacity in East Asia," Research Policy, Elsevier, vol. 34(9), pages 1322-1349, November.
    29. Venturini, Francesco, 2012. "Product variety, product quality, and evidence of endogenous growth," Economics Letters, Elsevier, vol. 117(1), pages 74-77.
    30. Furman, Jeffrey L. & Hayes, Richard, 2004. "Catching up or standing still?: National innovative productivity among 'follower' countries, 1978-1999," Research Policy, Elsevier, vol. 33(9), pages 1329-1354, November.
    31. Sylvie Charlot & Riccardo Crescenzi & Antonio Musolesi, 2015. "Econometric modelling of the regional knowledge production function in Europe," Journal of Economic Geography, Oxford University Press, vol. 15(6), pages 1227-1259.
    32. Jones, Charles I, 1995. "R&D-Based Models of Economic Growth," Journal of Political Economy, University of Chicago Press, vol. 103(4), pages 759-784, August.
    33. Jon Nelson & Peter Kennedy, 2009. "The Use (and Abuse) of Meta-Analysis in Environmental and Natural Resource Economics: An Assessment," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 42(3), pages 345-377, March.
    34. Luintel, Kul B & Kahn, Mosahid, 2012. "Ideas Production in Emerging Economies," Cardiff Economics Working Papers E2012/6, Cardiff University, Cardiff Business School, Economics Section.
    35. Manuel A. Gómez & Tiago Neves Sequeira, 2014. "Should the US increase subsidies to R&D? Lessons from an endogenous growth theory," Oxford Economic Papers, Oxford University Press, vol. 66(1), pages 254-282, January.
    36. T. D. Stanley, 2001. "Wheat from Chaff: Meta-analysis as Quantitative Literature Review," Journal of Economic Perspectives, American Economic Association, vol. 15(3), pages 131-150, Summer.
    37. Hristos Doucouliagos & Patrice Laroche, 2009. "Unions and Profits: A meta-regression Analysis," Post-Print hal-00648569, HAL.
    38. Chris (hristos) Doucouliagos & Patrice Laroche & T.D. Stanley, 2005. "Publication Bias in Union-Productivity Research? [¿ Publicación tendenciosa en la investigación sobre la productividad sindical ?]," Post-Print hal-02138187, HAL.
    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. Neves, Pedro Cunha & Afonso, Oscar & Silva, Diana & Sochirca, Elena, 2021. "The link between intellectual property rights, innovation, and growth: A meta-analysis," Economic Modelling, Elsevier, vol. 97(C), pages 196-209.
    2. Mellace, Giovanni & Ventura, Marco, 2023. "The short-run effects of public incentives for innovation in Italy," Economic Modelling, Elsevier, vol. 120(C).
    3. Almeida, Derick & Naudé, Wim & Sequeira, Tiago Neves, 2024. "Artificial Intelligence and the Discovery of New Ideas: Is an Economic Growth Explosion Imminent?," IZA Discussion Papers 16766, Institute of Labor Economics (IZA).
    4. Matilde Cardoso & Pedro Cunha Neves & Oscar Afonso & Elena Sochirca, 2021. "The effects of offshoring on wages: a meta-analysis," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 157(1), pages 149-179, February.
    5. Pinheiro, Alexandra & Sochirca, Elena & Afonso, Oscar & Neves, Pedro Cunha, 2023. "Automation and off(re)shoring: A meta-regression analysis," International Journal of Production Economics, Elsevier, vol. 264(C).

    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. Neves, Pedro Cunha & Sequeira, Tiago Neves, 2018. "Spillovers in the production of knowledge: A meta-regression analysis," Research Policy, Elsevier, vol. 47(4), pages 750-767.
    2. Pedro Neves & Tiago Sequeira, 2017. "The Production of Knowledge: A Meta-Regression Analysis," CEFAGE-UE Working Papers 2017_03, University of Evora, CEFAGE-UE (Portugal).
    3. Herzer Dierk, 2022. "Semi-endogenous Versus Schumpeterian Growth Models: A Critical Review of the Literature and New Evidence," Review of Economics, De Gruyter, vol. 73(1), pages 1-55, April.
    4. Neves, Pedro Cunha & Afonso, Oscar & Silva, Diana & Sochirca, Elena, 2021. "The link between intellectual property rights, innovation, and growth: A meta-analysis," Economic Modelling, Elsevier, vol. 97(C), pages 196-209.
    5. A. Minniti & F. Venturini, 2014. "R&D Policy and Schumpeterian Growth: Theory and Evidence," Working Papers wp945, Dipartimento Scienze Economiche, Universita' di Bologna.
    6. Afonso, Oscar & Neves, Pedro Cunha & Pinto, Tiago, 2020. "The non-observed economy and economic growth: A meta-analysis," Economic Systems, Elsevier, vol. 44(1).
    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. Matilde Cardoso & Pedro Cunha Neves & Oscar Afonso & Elena Sochirca, 2021. "The effects of offshoring on wages: a meta-analysis," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 157(1), pages 149-179, February.
    9. Venturini, Francesco, 2012. "Looking into the black box of Schumpeterian growth theories: An empirical assessment of R&D races," European Economic Review, Elsevier, vol. 56(8), pages 1530-1545.
    10. Antonelli, Cristiano & Crespi, Francesco & Quatraro, Francesco, 2022. "Knowledge complexity and the mechanisms of knowledge generation and exploitation: The European evidence," Research Policy, Elsevier, vol. 51(8).
    11. Dinopoulos, Elias & Grieben, Wolf-Heimo & Şener, Fuat, 2023. "A Policy Conundrum: Schumpeterian Growth or Job Creation?," Economic Modelling, Elsevier, vol. 126(C).
    12. Ugur, Mehmet & Trushin, Eshref & Solomon, Edna & Guidi, Francesco, 2016. "R&D and productivity in OECD firms and industries: A hierarchical meta-regression analysis," Research Policy, Elsevier, vol. 45(10), pages 2069-2086.
    13. Polák, Petr, 2017. "The productivity paradox: A meta-analysis," Information Economics and Policy, Elsevier, vol. 38(C), pages 38-54.
    14. Hall, Bronwyn H. & Mairesse, Jacques & Mohnen, Pierre, 2010. "Measuring the Returns to R&D," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 1033-1082, Elsevier.
    15. Hang, Markus & Geyer-Klingeberg, Jerome & Rathgeber, Andreas W. & Stöckl, Stefan, 2018. "Measurement matters—A meta-study of the determinants of corporate capital structure," The Quarterly Review of Economics and Finance, Elsevier, vol. 68(C), pages 211-225.
    16. Herzer, Dierk, 2020. "How does mortality affect innovative activity in the long run?," World Development, Elsevier, vol. 125(C).
    17. Foreman-Peck, James & Zhou, Peng, 2023. "Specialisation precedes diversification: R&D productivity effects," Research Policy, Elsevier, vol. 52(7).
    18. Huang, Kaixing & Sim, Nicholas & Zhao, Hong, 2020. "Corporate social responsibility, corporate financial performance and the confounding effects of economic fluctuations: A meta-analysis," International Review of Financial Analysis, Elsevier, vol. 70(C).
    19. Pinheiro, Alexandra & Sochirca, Elena & Afonso, Oscar & Neves, Pedro Cunha, 2023. "Automation and off(re)shoring: A meta-regression analysis," International Journal of Production Economics, Elsevier, vol. 264(C).
    20. Minniti, Antonio & Venturini, Francesco, 2017. "The long-run growth effects of R&D policy," Research Policy, Elsevier, vol. 46(1), pages 316-326.

    More about this item

    Keywords

    knowledge production function; R&D; research policy; stepping-on-toes; duplication effect.;
    All these keywords.

    JEL classification:

    • O10 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - General
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - 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:cfe:wpcefa:2018_03. 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: Angela Pacheco (email available below). General contact details of provider: https://edirc.repec.org/data/cfevopt.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.