IDEAS home Printed from https://ideas.repec.org/p/esi/evopap/2008-07.html
   My bibliography  Save this paper

Distance to Frontier and Appropriate Business Strategy

Author

Listed:
  • Alexander Coad

Abstract

This paper is an empirical test of the hypothesis that the appropriateness of different business strategies is conditional on the firm's distance to the industry frontier. We use data on four 2-digit high-tech manufacturing industries in the US over the period 1972-1999, and apply semi-parametric quantile regressions to investigate the contribution of firm behavior to market value at various points of the conditional distribution of Tobin's q. Among our results, we observe that innovative activity, measured in terms of R&D expenditure or patents, has a strong positive association with market value at the upper quantiles (corresponding to the leader firms) whereas the innovative efforts of laggard firms are valued significantly less. Laggard firms, we suggest, should instead achieve productivity growth through efficient exploitation of existing technologies and imitation of industry leaders. Employment growth in leader firms is encouraged whereas growth of backward firms is not as well received on the stock market.

Suggested Citation

  • Alexander Coad, 2008. "Distance to Frontier and Appropriate Business Strategy," Papers on Economics and Evolution 2008-07, Philipps University Marburg, Department of Geography.
  • Handle: RePEc:esi:evopap:2008-07
    as

    Download full text from publisher

    To our knowledge, this item is not available for download. To find whether it is available, there are three options:
    1. Check below whether another version of this item is available online.
    2. Check on the provider's web page whether it is in fact available.
    3. Perform a search for a similarly titled item that would be available.

    Other versions of this item:

    References listed on IDEAS

    as
    1. 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.
    2. Alex Coad, 2007. "Firm Growth: a Survey," Post-Print halshs-00155762, HAL.
    3. Stephen Nickell & Daphne Nicolitsas & Malcolm Patterson, 2001. "Does Doing Badly Encourage Management Innovation?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 63(1), pages 5-28, February.
    4. Mikael Lindahl & Alan B. Krueger, 2001. "Education for Growth: Why and for Whom?," Journal of Economic Literature, American Economic Association, vol. 39(4), pages 1101-1136, December.
    5. Daron Acemoglu & Philippe Aghion & Fabrizio Zilibotti, 2003. "Vertical Integration and Distance to Frontier," Journal of the European Economic Association, MIT Press, vol. 1(2-3), pages 630-638, 04/05.
    6. Coad, Alex, 2007. "Testing the principle of `growth of the fitter': The relationship between profits and firm growth," Structural Change and Economic Dynamics, Elsevier, vol. 18(3), pages 370-386, September.
    7. Paul A. Geroski & Stephen J. Machin & Christopher F. Walters, 1997. "Corporate Growth and Profitability," Journal of Industrial Economics, Wiley Blackwell, vol. 45(2), pages 171-189, June.
    8. André Sapir & Philippe Aghion & Mathias Dewatripont & Caroline Hoxby & Andreu Mas-Colell, 2007. "Why reform Europe's universities," ULB Institutional Repository 2013/8100, ULB -- Universite Libre de Bruxelles.
    9. Moshe Buchinsky, 1998. "Recent Advances in Quantile Regression Models: A Practical Guideline for Empirical Research," Journal of Human Resources, University of Wisconsin Press, vol. 33(1), pages 88-126.
    10. Hall, B. & Jaffe, A. & Trajtenberg, M., 2001. "The NBER Patent Citations Data File: Lessons, Insights and Methodological Tools," Papers 2001-29, Tel Aviv.
    11. Amable, Bruno & Demmou, Lila & Lezdema, Ivan, 2007. "Competition, Innovation and Distance to Frontier," CEPREMAP Working Papers (Docweb) 0706, CEPREMAP.
    12. repec:fth:harver:1473 is not listed on IDEAS
    13. Daron Acemoglu & Philippe Aghion & Fabrizio Zilibotti, 2006. "Distance to Frontier, Selection, and Economic Growth," Journal of the European Economic Association, MIT Press, vol. 4(1), pages 37-74, March.
    14. Blanchard, Olivier Jean & Lopez-de-Silanes, Florencio & Shleifer, Andrei, 1994. "What do firms do with cash windfalls?," Journal of Financial Economics, Elsevier, vol. 36(3), pages 337-360, December.
    15. Zvi Griliches, 1998. "Patent Statistics as Economic Indicators: A Survey," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 287-343, National Bureau of Economic Research, Inc.
    16. 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.
    17. Howitt, Peter & Aghion, Philippe, 2006. "Appropriate Growth Policy: A Unifying Framework," Scholarly Articles 4554121, Harvard University Department of Economics.
    18. Giuseppe Nicoletti & Stefano Scarpetta, 2003. "Regulation, productivity and growth: OECD evidence [‘A model of growth through creative destruction’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 18(36), pages 9-72.
    19. Malerba,Franco & Brusoni,Stefano (ed.), 2007. "Perspectives on Innovation," Cambridge Books, Cambridge University Press, number 9780521685610, September.
    20. Jérôme Vandenbussche & Philippe Aghion & Costas Meghir, 2006. "Growth, distance to frontier and composition of human capital," Journal of Economic Growth, Springer, vol. 11(2), pages 97-127, June.
    21. Richard R. Nelson & Edmond S. Phelps, 1965. "Investment in Humans, Technological Diffusion and Economic Growth," Cowles Foundation Discussion Papers 189, Cowles Foundation for Research in Economics, Yale University.
    22. Dennis C. Mueller, 1967. "The Firm Decision Process: An Econometric Investigation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 81(1), pages 58-87.
    23. Abramovitz, Moses, 1986. "Catching Up, Forging Ahead, and Falling Behind," The Journal of Economic History, Cambridge University Press, vol. 46(2), pages 385-406, June.
    24. Alex Coad & Rekha Rao, 2006. "Innovation and market value: a quantile regression analysis," Economics Bulletin, AccessEcon, vol. 15(13), pages 1-10.
    25. Philippe Aghion & Richard Blundell & Rachel Griffith & Peter Howitt & Susanne Prantl, 2004. "Entry and Productivity Growth: Evidence from Microlevel Panel Data," Journal of the European Economic Association, MIT Press, vol. 2(2-3), pages 265-276, 04/05.
    26. repec:bla:jindec:v:45:y:1997:i:2:p:171-89 is not listed on IDEAS
    27. Jay B. Barney, 1986. "Strategic Factor Markets: Expectations, Luck, and Business Strategy," Management Science, INFORMS, vol. 32(10), pages 1231-1241, October.
    28. Coe, David T & Helpman, Elhanan & Hoffmaister, Alexander W, 1997. "North-South R&D Spillovers," Economic Journal, Royal Economic Society, vol. 107(440), pages 134-149, January.
    29. Mansfield, Edwin & Schwartz, Mark & Wagner, Samuel, 1981. "Imitation Costs and Patents: An Empirical Study," Economic Journal, Royal Economic Society, vol. 91(364), pages 907-918, December.
    30. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    31. Coad, Alex & Rao, Rekha, 2008. "Innovation and firm growth in high-tech sectors: A quantile regression approach," Research Policy, Elsevier, vol. 37(4), pages 633-648, May.
    32. Buchinsky, Moshe, 1994. "Changes in the U.S. Wage Structure 1963-1987: Application of Quantile Regression," Econometrica, Econometric Society, vol. 62(2), pages 405-458, March.
    33. Louis K. C. Chan & Josef Lakonishok & Theodore Sougiannis, 2001. "The Stock Market Valuation of Research and Development Expenditures," Journal of Finance, American Finance Association, vol. 56(6), pages 2431-2456, December.
    34. Malerba,Franco & Brusoni,Stefano (ed.), 2007. "Perspectives on Innovation," Cambridge Books, Cambridge University Press, number 9780521866644, September.
    35. Bruno S. Frey & Reto Jegen, 2001. "Motivation Crowding Theory," Journal of Economic Surveys, Wiley Blackwell, vol. 15(5), pages 589-611, December.
    36. Roger Koenker & Kevin F. Hallock, 2001. "Quantile Regression," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 143-156, Fall.
    37. Joao Pedro Azevedo, 2004. "GRQREG: Stata module to graph the coefficients of a quantile regression," Statistical Software Components S437001, Boston College Department of Economics, revised 17 Mar 2011.
    38. repec:ebl:ecbull:v:15:y:2006:i:13:p:1-10 is not listed on IDEAS
    39. Richard C. Levin & Alvin K. Klevorick & Richard R. Nelson & Sidney G. Winter, 1987. "Appropriating the Returns from Industrial Research and Development," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 18(3, Specia), pages 783-832.
    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. Gombau, Verònica & Segarra Blasco, Agustí, 2011. "The Innovation and Imitation Dichotomy in Spanish firms: do absorptive capacity and the technological frontier matter?," Working Papers 2072/179666, Universitat Rovira i Virgili, Department of Economics.
    2. Gombau, Verònica & Segarra Blasco, Agustí, 2011. "Innovation and absorptive capacity: What is the role of technological frontier?," Working Papers 2072/179622, Universitat Rovira i Virgili, Department of Economics.
    3. Simon Alder, 2010. "Competition and innovation: does the distance to the technology frontier matter?," IEW - Working Papers 493, Institute for Empirical Research in Economics - University of Zurich.
    4. Carlos Alano Soares de Almeida & Jansen Maia Del Corso & Leonardo Andrade Rocha & Wesley Vieira da Silva & Claudimar Pereira da Veiga, 2019. "Innovation and Performance: The Impact of Investments in R&D According to the Different Levels of Productivity of Firms," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 16(05), pages 1-21, August.
    5. Verònica Gombau & Agustí Segarra, 2011. "The Innovation and Imitation Dichotomy in Spanish firms: do absorptive capacity and the technological frontier matter?," Working Papers XREAP2011-22, Xarxa de Referència en Economia Aplicada (XREAP), revised Dec 2011.
    6. Leonardo Rocha Andrade & Leonardo Q. Cardenas & Fernando Dias Lopes & Fernando P. S. Oliveira & Kaio Cesar Fernandes, 2018. "The Impact of R&D Investments on Performance of Firms in Different Degrees of Proximity to the Technological Frontier," Economics Bulletin, AccessEcon, vol. 38(2), pages 1156-1170.

    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. Bartelsman, Eric & Dobbelaere, Sabien & Peters, Bettina, 2013. "Allocation of Human Capital and Innovation at the Frontier: Firm-Level Evidence on Germany and the Netherlands," IZA Discussion Papers 7540, Institute of Labor Economics (IZA).
    2. Alexander Coad & Rekha Rao, 2007. "The Employment Effects of Innovations in High-Tech Industries," Papers on Economics and Evolution 2007-05, Philipps University Marburg, Department of Geography.
    3. Alex Coad & Rekha Rao, 2007. "The employment effects of innovation," Documents de travail du Centre d'Economie de la Sorbonne r07036, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne.
    4. Coad, Alex & Rao, Rekha, 2008. "Innovation and firm growth in high-tech sectors: A quantile regression approach," Research Policy, Elsevier, vol. 37(4), pages 633-648, May.
    5. Daria Ciriaci & Pietro Moncada-Paternò-Castello & Peter Voigt, 2016. "Innovation and job creation: a sustainable relation?," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 6(2), pages 189-213, August.
    6. repec:ebl:ecbull:v:15:y:2006:i:13:p:1-10 is not listed on IDEAS
    7. Mercedes Teruel & Agustí Segarra, 2011. "Productivity and R&D sources in manufacturing and service firms in Catalonia: a regional approach," ERSA conference papers ersa11p1860, European Regional Science Association.
    8. Alex Coad & Tom Broekel, 2012. "Firm growth and productivity growth: evidence from a panel VAR," Applied Economics, Taylor & Francis Journals, vol. 44(10), pages 1251-1269, April.
    9. Alex Coad & Rekha Rao, 2006. "Innovation and firm growth in "complex technology" sectors: a quantile regression approach," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00118797, HAL.
    10. Alex Coad & Rekha Rao, 2006. "As luck would have it: innovation and market value in "complex technology" sectors," Cahiers de la Maison des Sciences Economiques r06069, Université Panthéon-Sorbonne (Paris 1).
    11. Daria Ciriaci & Pietro Moncada-Paternò-Castello & Peter Voigt, 2012. "Does size or age of innovative firms affect their growth persistence? -Evidence from a panel of innovative Spanish firms-," JRC Working Papers on Corporate R&D and Innovation 2012-03, Joint Research Centre.
    12. Hildegunn Ekroll Stokke, 2005. "Productivity Growth in Backward Economies and the Role of Barriers to Technology Adoption," Working Paper Series 4905, Department of Economics, Norwegian University of Science and Technology.
    13. N. Nazukova, 2020. "State funding of education as a factor of economic growth," Economy and Forecasting, Valeriy Heyets, issue 2, pages 97-119.
    14. Sara Barcenilla-Visús & Carmen López-Pueyo, 2018. "Inside Europe: human capital and economic growth revisited," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 45(4), pages 821-847, November.
    15. Marattin, Luigi & Marzo, Massimiliano & Zagaglia, Paolo, 2013. "Distortionary tax instruments and implementable monetary policy," International Review of Economics & Finance, Elsevier, vol. 25(C), pages 219-243.
    16. 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.
    17. Kong, Dongmin & Zhang, Bohui & Zhang, Jian, 2022. "Higher education and corporate innovation," Journal of Corporate Finance, Elsevier, vol. 72(C).
    18. Coad, Alex & Segarra, Agustí & Teruel, Mercedes, 2016. "Innovation and firm growth: Does firm age play a role?," Research Policy, Elsevier, vol. 45(2), pages 387-400.
    19. Mastromarco, Camilla & Ghosh, Sucharita, 2009. "Foreign Capital, Human Capital, and Efficiency: A Stochastic Frontier Analysis for Developing Countries," World Development, Elsevier, vol. 37(2), pages 489-502, February.
    20. Philippe Aghion & Richard Blundell & Rachel Griffith & Peter Howitt & Susanne Prantl, 2009. "The Effects of Entry on Incumbent Innovation and Productivity," The Review of Economics and Statistics, MIT Press, vol. 91(1), pages 20-32, February.
    21. Alex Coad, 2007. "A Closer Look at Serial Growth Rate Correlation," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 31(1), pages 69-82, August.

    More about this item

    Keywords

    Distance to frontier; Strategy; Market value; Innovation; Firm Growth Length 37 pages;
    All these keywords.

    JEL classification:

    • D21 - Microeconomics - - Production and Organizations - - - Firm Behavior: Theory
    • L21 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Business Objectives of the Firm
    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives

    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:esi:evopap:2008-07. 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: Christoph Mengs (email available below). General contact details of provider: https://edirc.repec.org/data/vamarde.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.